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-ETH-2023-00001,Ethiopia,2023,2.17,subsistence,False,402.0,19.5,frequent,4,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2,IRR-NIG-2019-00002,Nigeria,2019,1.24,subsistence,False,700.0,15.1,occasional,7,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3,IRR-GHA-2022-00003,Ghana,2022,3.96,commercial,False,992.0,35.0,rare,5,none,none,none,none,0.0,3.96,0.0,0.0,0,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,moderate_burden
4,IRR-UGA-2018-00004,Uganda,2018,1.99,semi-commercial,False,1378.0,26.1,rare,4,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
5,IRR-KEN-2020-00005,Kenya,2020,1.84,subsistence,False,1111.0,16.5,occasional,6,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
6,IRR-KEN-2019-00006,Kenya,2019,0.9,subsistence,False,746.0,18.0,rare,3,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
7,IRR-MAL-2022-00007,Mali,2022,1.59,semi-commercial,False,620.0,18.9,rare,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
8,IRR-GHA-2024-00008,Ghana,2024,2.77,subsistence,True,899.0,33.4,frequent,7,flood,reservoir,gravity,shared,1.61,1.16,58.1,68.0,19,poor,645.0,74.0,False,0.0,False,713.0,551.0,44.3,316.0,1.99,87.4,66.6,25.8,0.0,64.0,as_needed,visual,fruits,46.3,1.67,1,11486.0,7127.0,False,False,False,0.0,0.0,poor,low,False,True,False,1.0,traditional,moderate_burden
9,IRR-TAN-2024-00009,Tanzania,2024,1.12,semi-commercial,False,1147.0,30.5,frequent,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
10,IRR-ZAM-2020-00010,Zambia,2020,4.76,semi-commercial,False,406.0,32.6,frequent,5,none,none,none,none,0.0,4.76,0.0,0.0,0,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,moderate_burden
11,IRR-TAN-2025-00011,Tanzania,2025,0.78,semi-commercial,False,598.0,33.3,occasional,4,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
12,IRR-ETH-2025-00012,Ethiopia,2025,1.69,subsistence,True,1371.0,21.1,rare,2,surface,river,electric,individual,0.66,1.03,38.9,39.0,16,fair,526.0,75.0,True,294.0,False,405.0,640.0,48.8,198.0,1.86,90.1,65.0,28.6,39.0,20.0,biweekly,calendar,rice,41.5,2.1,2,2666.0,4054.0,False,False,False,0.0,24.7,poor,low,False,False,False,1.5,traditional,moderate_burden
13,IRR-ZAM-2019-00013,Zambia,2019,1.96,subsistence,False,400.0,34.2,occasional,3,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
14,IRR-UGA-2024-00014,Uganda,2024,2.15,semi-commercial,False,1033.0,23.4,rare,5,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
15,IRR-NIG-2019-00015,Nigeria,2019,1.68,subsistence,False,598.0,33.7,occasional,6,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
16,IRR-MAL-2024-00016,Mali,2024,2.17,semi-commercial,False,550.0,29.6,rare,2,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
17,IRR-NIG-2022-00017,Nigeria,2022,2.18,semi-commercial,False,652.0,15.1,occasional,6,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
18,IRR-BUR-2018-00018,Burkina Faso,2018,0.54,subsistence,False,946.0,31.4,occasional,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
19,IRR-KEN-2018-00019,Kenya,2018,3.53,subsistence,False,1452.0,19.7,frequent,4,none,none,none,none,0.0,3.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
20,IRR-UGA-2020-00020,Uganda,2020,1.01,semi-commercial,True,1164.0,25.7,frequent,3,center_pivot,groundwater,gravity,individual,0.33,0.68,32.3,12.0,0,good,1632.0,168.0,True,689.0,False,472.0,558.0,78.1,369.0,1.24,91.3,72.3,51.6,0.0,3.0,weekly,calendar,vegetables,43.5,1.98,2,1541.0,4722.0,False,True,False,53.6,0.0,good,high,False,True,True,7.4,traditional,moderate_burden
21,IRR-KEN-2025-00021,Kenya,2025,0.7,commercial,False,728.0,18.2,occasional,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
22,IRR-GHA-2020-00022,Ghana,2020,1.03,semi-commercial,False,507.0,21.6,occasional,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
23,IRR-NIG-2018-00023,Nigeria,2018,1.94,subsistence,False,1110.0,30.4,occasional,3,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
24,IRR-MAL-2025-00024,Malawi,2025,0.78,subsistence,False,926.0,33.2,frequent,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
25,IRR-TAN-2023-00025,Tanzania,2023,1.62,subsistence,False,545.0,16.1,occasional,6,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
26,IRR-ETH-2024-00026,Ethiopia,2024,3.65,commercial,False,539.0,26.5,frequent,4,none,none,none,none,0.0,3.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
27,IRR-TAN-2018-00027,Tanzania,2018,3.02,semi-commercial,False,1222.0,19.1,occasional,6,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
28,IRR-KEN-2018-00028,Kenya,2018,1.37,semi-commercial,False,1041.0,22.8,rare,5,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
29,IRR-KEN-2022-00029,Kenya,2022,7.09,subsistence,False,1152.0,21.2,occasional,3,none,none,none,none,0.0,7.09,0.0,0.0,0,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,moderate_burden
30,IRR-NIG-2019-00030,Nigeria,2019,0.91,commercial,True,1222.0,32.6,rare,6,manual,reservoir,electric,government,0.81,0.1,88.5,38.0,3,fair,162.0,18.0,True,86.0,False,588.0,489.0,60.1,353.0,0.83,88.5,84.1,44.7,55.0,65.0,weekly,visual,fruits,21.2,1.64,1,4763.0,5880.0,False,False,False,0.0,7.3,poor,low,False,False,False,1.7,traditional,moderate_burden
31,IRR-MAL-2020-00031,Mali,2020,1.06,semi-commercial,False,988.0,15.4,frequent,4,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
32,IRR-MAL-2019-00032,Mali,2019,0.35,subsistence,True,617.0,34.6,occasional,7,sprinkler,groundwater,solar,government,0.31,0.04,88.9,10.0,15,excellent,469.0,40.0,True,216.0,False,362.0,440.0,76.9,279.0,1.3,77.5,78.2,46.6,0.0,6.0,weekly,visual,vegetables,25.8,1.27,3,1133.0,3622.0,False,False,False,59.3,24.3,good,medium,False,False,True,10.3,modern,moderate_burden
33,IRR-GHA-2023-00033,Ghana,2023,1.02,semi-commercial,False,561.0,27.0,occasional,3,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
34,IRR-BUR-2018-00034,Burkina Faso,2018,2.26,semi-commercial,False,672.0,20.2,rare,7,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
35,IRR-ZAM-2020-00035,Zambia,2020,0.8,semi-commercial,False,1019.0,17.5,rare,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
36,IRR-BUR-2020-00036,Burkina Faso,2020,4.17,semi-commercial,False,1040.0,17.1,rare,7,none,none,none,none,0.0,4.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
37,IRR-NIG-2018-00037,Nigeria,2018,0.68,subsistence,False,720.0,20.1,frequent,2,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
38,IRR-MAL-2022-00038,Malawi,2022,2.08,semi-commercial,True,1091.0,15.4,occasional,5,surface,rainwater_harvesting,electric,cooperative,1.03,1.05,49.6,46.0,10,excellent,825.0,96.0,True,470.0,False,377.0,571.0,55.7,210.0,1.51,90.7,89.7,45.3,130.0,31.0,daily,visual,rice,29.6,1.67,2,3892.0,3772.0,False,False,False,0.0,19.8,good,low,True,False,False,2.7,traditional,moderate_burden
39,IRR-TAN-2019-00039,Tanzania,2019,1.1,subsistence,False,928.0,22.5,rare,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
40,IRR-UGA-2020-00040,Uganda,2020,1.62,subsistence,False,976.0,19.5,frequent,2,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
41,IRR-NIG-2024-00041,Nigeria,2024,4.07,subsistence,False,1152.0,16.6,rare,2,none,none,none,none,0.0,4.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
42,IRR-ZAM-2020-00042,Zambia,2020,1.55,semi-commercial,False,813.0,28.8,occasional,6,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
43,IRR-MAL-2023-00043,Mali,2023,0.85,subsistence,False,772.0,16.2,frequent,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
44,IRR-GHA-2018-00044,Ghana,2018,1.22,commercial,False,831.0,17.2,frequent,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
45,IRR-UGA-2022-00045,Uganda,2022,0.99,subsistence,False,616.0,22.1,occasional,2,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
46,IRR-MAL-2020-00046,Malawi,2020,2.79,subsistence,False,825.0,32.0,rare,5,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
47,IRR-MAL-2021-00047,Malawi,2021,1.47,subsistence,False,1006.0,29.9,rare,4,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
48,IRR-TAN-2024-00048,Tanzania,2024,2.06,subsistence,False,985.0,21.2,frequent,4,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
49,IRR-NIG-2024-00049,Nigeria,2024,1.86,commercial,False,931.0,19.0,frequent,6,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
50,IRR-MAL-2019-00050,Mali,2019,0.69,subsistence,False,807.0,16.0,occasional,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
51,IRR-TAN-2025-00051,Tanzania,2025,1.81,subsistence,False,756.0,18.0,occasional,2,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
52,IRR-ETH-2019-00052,Ethiopia,2019,6.94,subsistence,False,680.0,33.0,rare,5,none,none,none,none,0.0,6.94,0.0,0.0,0,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,moderate_burden
53,IRR-BUR-2018-00053,Burkina Faso,2018,1.58,semi-commercial,False,1366.0,33.2,occasional,2,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
54,IRR-ZAM-2022-00054,Zambia,2022,1.53,semi-commercial,True,400.0,17.4,occasional,7,center_pivot,reservoir,diesel,individual,0.7,0.83,45.6,38.0,7,poor,3482.0,318.0,False,0.0,False,499.0,686.0,82.7,413.0,1.2,84.1,65.4,45.4,121.0,7.0,weekly,visual,vegetables,26.8,2.03,2,3476.0,4992.0,False,True,False,0.0,5.8,poor,high,True,False,False,17.0,traditional,moderate_burden
55,IRR-TAN-2023-00055,Tanzania,2023,2.51,subsistence,True,1240.0,20.4,occasional,6,manual,groundwater,manual,individual,2.37,0.13,94.7,108.0,9,fair,475.0,27.0,False,0.0,False,686.0,497.0,51.5,353.0,1.4,71.0,74.3,27.1,0.0,190.0,weekly,weather_based,vegetables,48.1,2.31,3,16286.0,6858.0,False,False,True,64.4,0.0,poor,low,False,False,False,0.8,traditional,moderate_burden
56,IRR-MAL-2024-00056,Malawi,2024,1.36,semi-commercial,False,400.0,21.6,occasional,3,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
57,IRR-KEN-2021-00057,Kenya,2021,1.11,subsistence,False,603.0,23.4,occasional,6,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
58,IRR-NIG-2020-00058,Nigeria,2020,6.34,subsistence,False,794.0,30.2,occasional,2,none,none,none,none,0.0,6.34,0.0,0.0,0,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,moderate_burden
59,IRR-UGA-2019-00059,Uganda,2019,8.66,semi-commercial,False,716.0,28.9,occasional,2,none,none,none,none,0.0,8.66,0.0,0.0,0,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,moderate_burden
60,IRR-KEN-2021-00060,Kenya,2021,3.06,commercial,False,1027.0,20.3,occasional,4,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
61,IRR-ZAM-2024-00061,Zambia,2024,3.75,semi-commercial,False,1155.0,17.4,rare,2,none,none,none,none,0.0,3.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
62,IRR-BUR-2021-00062,Burkina Faso,2021,2.15,subsistence,False,1264.0,29.7,frequent,6,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
63,IRR-KEN-2024-00063,Kenya,2024,1.35,commercial,False,926.0,26.3,occasional,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
64,IRR-GHA-2023-00064,Ghana,2023,3.07,subsistence,False,400.0,20.8,rare,3,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
65,IRR-UGA-2019-00065,Uganda,2019,1.77,commercial,False,702.0,18.8,occasional,7,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
66,IRR-TAN-2018-00066,Tanzania,2018,1.19,subsistence,False,992.0,25.0,occasional,4,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
67,IRR-GHA-2024-00067,Ghana,2024,1.27,semi-commercial,False,834.0,25.5,occasional,3,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
68,IRR-TAN-2018-00068,Tanzania,2018,1.2,semi-commercial,False,983.0,22.0,rare,3,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
69,IRR-TAN-2021-00069,Tanzania,2021,1.17,subsistence,False,1300.0,26.1,frequent,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
70,IRR-KEN-2025-00070,Kenya,2025,1.14,subsistence,False,902.0,16.9,rare,7,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
71,IRR-KEN-2019-00071,Kenya,2019,1.57,subsistence,False,1319.0,28.9,occasional,2,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
72,IRR-UGA-2018-00072,Uganda,2018,0.27,commercial,False,1082.0,33.1,occasional,3,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
73,IRR-NIG-2022-00073,Nigeria,2022,2.01,semi-commercial,False,973.0,31.3,occasional,2,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
74,IRR-TAN-2022-00074,Tanzania,2022,0.29,subsistence,True,788.0,27.4,rare,6,flood,rainwater_harvesting,diesel,government,0.19,0.1,66.1,6.0,7,fair,77.0,8.0,False,0.0,False,630.0,415.0,47.9,302.0,2.05,88.9,85.6,36.4,34.0,8.0,weekly,visual,maize,27.0,2.03,2,1207.0,6304.0,False,False,False,0.0,19.1,poor,low,True,False,False,2.0,traditional,moderate_burden
75,IRR-TAN-2020-00075,Tanzania,2020,2.19,commercial,False,737.0,27.4,occasional,6,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
76,IRR-MAL-2018-00076,Malawi,2018,1.67,commercial,False,800.0,15.2,occasional,2,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
77,IRR-ETH-2022-00077,Ethiopia,2022,0.87,semi-commercial,True,861.0,28.9,frequent,6,center_pivot,river,electric,government,0.64,0.23,73.1,21.0,16,fair,3183.0,307.0,True,1653.0,False,706.0,539.0,82.1,580.0,2.09,79.8,67.7,44.3,54.0,6.0,weekly,weather_based,maize,48.9,2.3,1,4497.0,7064.0,False,True,True,0.0,13.8,poor,high,True,False,False,15.0,traditional,moderate_burden
78,IRR-TAN-2020-00078,Tanzania,2020,1.96,commercial,False,967.0,23.6,rare,7,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
79,IRR-TAN-2024-00079,Tanzania,2024,1.07,subsistence,False,874.0,28.4,occasional,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
80,IRR-ZAM-2022-00080,Zambia,2022,0.64,subsistence,False,1150.0,25.4,occasional,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
81,IRR-TAN-2021-00081,Tanzania,2021,1.05,semi-commercial,False,1222.0,27.8,occasional,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
82,IRR-TAN-2025-00082,Tanzania,2025,1.62,semi-commercial,True,888.0,18.2,frequent,5,sprinkler,river,diesel,individual,1.21,0.4,75.2,53.0,13,poor,1822.0,218.0,False,0.0,False,578.0,648.0,65.3,377.0,1.29,94.2,68.0,41.8,197.0,24.0,daily,visual,vegetables,24.4,2.34,2,7017.0,5776.0,False,False,False,0.0,12.5,poor,medium,False,True,False,9.2,modern,moderate_burden
83,IRR-ETH-2025-00083,Ethiopia,2025,1.29,subsistence,True,888.0,29.2,frequent,4,flood,groundwater,gravity,cooperative,0.46,0.84,35.2,19.0,0,excellent,182.0,23.0,False,0.0,False,673.0,682.0,48.4,326.0,0.92,82.7,66.0,26.4,0.0,18.0,as_needed,weather_based,rice,33.2,1.64,2,3068.0,6735.0,False,True,True,46.6,0.0,good,low,True,False,True,0.8,traditional,moderate_burden
84,IRR-ZAM-2022-00084,Zambia,2022,5.65,semi-commercial,False,696.0,18.2,frequent,3,none,none,none,none,0.0,5.65,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
85,IRR-BUR-2025-00085,Burkina Faso,2025,3.46,semi-commercial,False,566.0,18.8,occasional,6,none,none,none,none,0.0,3.46,0.0,0.0,0,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,moderate_burden
86,IRR-MAL-2018-00086,Malawi,2018,1.1,subsistence,False,400.0,20.5,rare,6,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
87,IRR-MAL-2025-00087,Mali,2025,2.1,subsistence,True,964.0,34.1,occasional,2,drip,lake,manual,individual,1.45,0.65,69.2,65.0,4,fair,3636.0,333.0,True,1646.0,False,634.0,422.0,78.3,496.0,1.94,72.0,77.8,43.9,0.0,22.0,as_needed,calendar,cotton,50.3,1.39,2,9223.0,6341.0,False,True,False,0.0,0.0,poor,high,True,False,False,6.9,modern,moderate_burden
88,IRR-MAL-2023-00088,Malawi,2023,1.96,subsistence,False,796.0,25.7,rare,2,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
89,IRR-UGA-2018-00089,Uganda,2018,0.87,subsistence,False,1344.0,26.3,occasional,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
90,IRR-TAN-2019-00090,Tanzania,2019,1.58,commercial,False,661.0,29.4,occasional,5,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
91,IRR-MAL-2025-00091,Malawi,2025,2.54,semi-commercial,False,830.0,15.1,occasional,7,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
92,IRR-TAN-2018-00092,Tanzania,2018,3.07,commercial,False,820.0,32.0,occasional,2,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
93,IRR-ETH-2024-00093,Ethiopia,2024,1.06,subsistence,False,647.0,29.3,rare,7,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
94,IRR-UGA-2023-00094,Uganda,2023,1.25,subsistence,False,619.0,26.9,occasional,2,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
95,IRR-UGA-2022-00095,Uganda,2022,0.79,subsistence,False,517.0,17.0,occasional,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
96,IRR-UGA-2020-00096,Uganda,2020,2.39,subsistence,False,753.0,31.4,rare,5,none,none,none,none,0.0,2.39,0.0,0.0,0,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,moderate_burden
97,IRR-ETH-2021-00097,Ethiopia,2021,1.73,subsistence,False,1173.0,26.1,rare,6,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
98,IRR-ZAM-2020-00098,Zambia,2020,0.85,subsistence,False,1082.0,28.1,frequent,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
99,IRR-MAL-2018-00099,Mali,2018,1.76,commercial,False,667.0,15.1,frequent,7,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
100,IRR-UGA-2018-00100,Uganda,2018,1.88,semi-commercial,False,1039.0,23.6,occasional,5,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
101,IRR-KEN-2024-00101,Kenya,2024,1.37,subsistence,False,916.0,34.8,frequent,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
102,IRR-ETH-2023-00102,Ethiopia,2023,1.19,semi-commercial,False,885.0,18.4,occasional,4,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
103,IRR-ETH-2020-00103,Ethiopia,2020,2.6,semi-commercial,False,865.0,34.7,occasional,7,none,none,none,none,0.0,2.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
104,IRR-TAN-2024-00104,Tanzania,2024,1.02,subsistence,False,1074.0,15.7,frequent,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
105,IRR-ETH-2018-00105,Ethiopia,2018,1.6,commercial,False,981.0,16.9,occasional,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
106,IRR-BUR-2018-00106,Burkina Faso,2018,2.37,semi-commercial,False,869.0,21.1,occasional,3,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
107,IRR-ETH-2021-00107,Ethiopia,2021,1.72,subsistence,False,920.0,33.3,rare,2,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
108,IRR-ZAM-2020-00108,Zambia,2020,0.45,subsistence,False,1018.0,19.0,rare,7,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
109,IRR-NIG-2018-00109,Nigeria,2018,5.01,semi-commercial,False,1073.0,24.1,occasional,3,none,none,none,none,0.0,5.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
110,IRR-ZAM-2022-00110,Zambia,2022,0.85,subsistence,False,1121.0,17.7,rare,6,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
111,IRR-MAL-2018-00111,Malawi,2018,2.2,semi-commercial,False,1223.0,33.9,frequent,3,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
112,IRR-GHA-2024-00112,Ghana,2024,1.53,commercial,False,776.0,29.7,frequent,3,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
113,IRR-UGA-2022-00113,Uganda,2022,1.81,semi-commercial,False,654.0,34.8,rare,3,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
114,IRR-KEN-2024-00114,Kenya,2024,0.7,semi-commercial,False,705.0,25.5,frequent,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
115,IRR-GHA-2025-00115,Ghana,2025,0.55,subsistence,False,1100.0,22.0,rare,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
116,IRR-UGA-2021-00116,Uganda,2021,1.22,semi-commercial,True,586.0,27.8,rare,7,flood,reservoir,wind,individual,0.66,0.56,54.2,32.0,6,fair,265.0,24.0,False,0.0,False,492.0,556.0,48.6,239.0,0.87,89.1,70.7,30.7,0.0,27.0,daily,visual,rice,30.6,2.45,2,3264.0,4920.0,False,True,False,0.0,0.0,poor,low,True,False,False,1.4,traditional,moderate_burden
117,IRR-MAL-2018-00117,Malawi,2018,2.09,semi-commercial,False,1138.0,19.4,frequent,2,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
118,IRR-ZAM-2024-00118,Zambia,2024,0.71,semi-commercial,False,1232.0,34.9,occasional,6,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
119,IRR-KEN-2024-00119,Kenya,2024,1.37,semi-commercial,False,400.0,27.6,occasional,3,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
120,IRR-NIG-2025-00120,Nigeria,2025,1.22,subsistence,False,1076.0,28.9,occasional,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
121,IRR-TAN-2020-00121,Tanzania,2020,1.15,semi-commercial,False,725.0,18.8,rare,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
122,IRR-NIG-2019-00122,Nigeria,2019,1.15,subsistence,False,1003.0,15.7,rare,7,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
123,IRR-UGA-2023-00123,Uganda,2023,4.64,subsistence,False,1026.0,25.6,frequent,4,none,none,none,none,0.0,4.64,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
124,IRR-GHA-2022-00124,Ghana,2022,1.45,subsistence,False,889.0,33.6,occasional,7,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
125,IRR-MAL-2022-00125,Malawi,2022,3.47,subsistence,False,1013.0,22.3,occasional,7,none,none,none,none,0.0,3.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
126,IRR-GHA-2022-00126,Ghana,2022,2.03,subsistence,False,689.0,27.6,frequent,4,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
127,IRR-TAN-2018-00127,Tanzania,2018,1.18,subsistence,False,772.0,15.7,occasional,6,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
128,IRR-KEN-2024-00128,Kenya,2024,0.54,commercial,False,720.0,26.2,rare,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
129,IRR-ETH-2021-00129,Ethiopia,2021,0.64,semi-commercial,True,943.0,16.7,frequent,4,surface,rainwater_harvesting,gravity,individual,0.48,0.16,75.0,17.0,19,good,386.0,55.0,False,0.0,False,745.0,662.0,57.9,431.0,1.59,91.1,73.2,38.6,0.0,14.0,biweekly,weather_based,fruits,36.4,2.08,2,3595.0,7445.0,False,False,False,0.0,0.0,good,low,False,True,False,3.3,traditional,moderate_burden
130,IRR-KEN-2023-00130,Kenya,2023,1.37,semi-commercial,False,623.0,28.6,occasional,6,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
131,IRR-NIG-2023-00131,Nigeria,2023,2.16,semi-commercial,False,671.0,16.5,frequent,3,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
132,IRR-MAL-2022-00132,Mali,2022,0.9,subsistence,False,719.0,31.8,occasional,3,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
133,IRR-NIG-2024-00133,Nigeria,2024,0.9,subsistence,False,999.0,34.3,occasional,3,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
134,IRR-BUR-2025-00134,Burkina Faso,2025,1.33,semi-commercial,False,546.0,34.3,rare,7,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
135,IRR-TAN-2023-00135,Tanzania,2023,1.27,commercial,False,868.0,34.6,occasional,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
136,IRR-MAL-2021-00136,Mali,2021,0.74,subsistence,False,1005.0,33.1,frequent,3,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
137,IRR-BUR-2018-00137,Burkina Faso,2018,2.06,subsistence,False,1371.0,25.6,occasional,6,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
138,IRR-BUR-2019-00138,Burkina Faso,2019,0.84,semi-commercial,True,847.0,16.7,frequent,3,drip,river,diesel,shared,0.65,0.19,77.9,21.0,6,fair,1633.0,89.0,False,0.0,False,777.0,522.0,79.2,615.0,1.46,93.9,87.4,65.0,148.0,10.0,weekly,visual,vegetables,29.2,1.55,1,5076.0,7770.0,False,False,False,0.0,13.1,poor,high,True,True,False,13.3,modern,moderate_burden
139,IRR-MAL-2021-00139,Malawi,2021,2.14,semi-commercial,False,1147.0,25.5,occasional,5,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
140,IRR-GHA-2020-00140,Ghana,2020,3.61,commercial,False,929.0,31.9,occasional,6,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
141,IRR-TAN-2025-00141,Tanzania,2025,4.44,subsistence,False,1112.0,33.3,occasional,2,none,none,none,none,0.0,4.44,0.0,0.0,0,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,False,False,0.0,none,moderate_burden
142,IRR-MAL-2019-00142,Malawi,2019,1.3,subsistence,False,1037.0,28.7,occasional,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
143,IRR-NIG-2025-00143,Nigeria,2025,1.51,semi-commercial,True,1012.0,26.3,rare,7,surface,lake,electric,individual,1.19,0.32,79.1,37.0,15,good,956.0,86.0,False,0.0,True,729.0,586.0,47.3,345.0,1.68,80.9,63.5,24.3,93.0,36.0,weekly,visual,fruits,28.1,2.1,1,8711.0,7293.0,True,False,False,0.0,17.9,good,low,False,False,False,4.5,traditional,moderate_burden
144,IRR-GHA-2022-00144,Ghana,2022,2.6,subsistence,False,1085.0,24.2,frequent,3,none,none,none,none,0.0,2.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
145,IRR-ZAM-2018-00145,Zambia,2018,1.56,commercial,False,1004.0,26.7,occasional,5,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
146,IRR-NIG-2023-00146,Nigeria,2023,0.43,subsistence,False,667.0,22.7,occasional,3,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
147,IRR-KEN-2021-00147,Kenya,2021,2.12,subsistence,False,1115.0,33.8,occasional,6,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
148,IRR-TAN-2024-00148,Tanzania,2024,0.78,commercial,False,1377.0,17.1,occasional,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
149,IRR-KEN-2025-00149,Kenya,2025,0.87,subsistence,False,1050.0,27.3,frequent,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
150,IRR-KEN-2025-00150,Kenya,2025,1.91,semi-commercial,False,1011.0,31.7,occasional,7,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
151,IRR-ZAM-2019-00151,Zambia,2019,1.19,semi-commercial,False,778.0,31.7,occasional,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
152,IRR-UGA-2024-00152,Uganda,2024,5.15,subsistence,True,1070.0,25.8,occasional,6,drip,rainwater_harvesting,electric,individual,4.37,0.78,84.9,255.0,12,good,10937.0,1282.0,False,0.0,False,411.0,479.0,83.3,343.0,1.64,72.4,95.0,57.3,363.0,66.0,as_needed,weather_based,rice,43.9,2.2,1,17998.0,4114.0,False,True,False,0.0,20.0,good,high,False,False,False,9.7,modern,moderate_burden
153,IRR-ZAM-2020-00153,Zambia,2020,1.67,semi-commercial,False,1037.0,22.2,occasional,5,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
154,IRR-UGA-2021-00154,Uganda,2021,3.54,subsistence,False,1268.0,24.3,occasional,5,none,none,none,none,0.0,3.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
155,IRR-ETH-2021-00155,Ethiopia,2021,2.3,subsistence,False,948.0,17.9,frequent,3,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
156,IRR-ETH-2018-00156,Ethiopia,2018,0.48,semi-commercial,False,916.0,20.1,frequent,5,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
157,IRR-NIG-2019-00157,Nigeria,2019,1.59,semi-commercial,False,974.0,21.6,occasional,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
158,IRR-NIG-2018-00158,Nigeria,2018,0.46,semi-commercial,True,761.0,33.2,occasional,3,surface,river,wind,shared,0.46,0.0,99.9,25.0,2,fair,365.0,44.0,True,154.0,True,674.0,668.0,59.0,398.0,1.22,78.0,65.0,29.9,0.0,14.0,weekly,soil_moisture,cotton,25.3,2.03,3,3076.0,6743.0,False,True,False,0.0,0.0,poor,low,True,False,False,6.3,traditional,moderate_burden
159,IRR-TAN-2025-00159,Tanzania,2025,0.93,subsistence,False,999.0,26.8,rare,3,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
160,IRR-MAL-2025-00160,Mali,2025,1.07,subsistence,False,623.0,27.9,occasional,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
161,IRR-ZAM-2022-00161,Zambia,2022,2.05,subsistence,False,830.0,22.9,occasional,2,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
162,IRR-ZAM-2024-00162,Zambia,2024,2.39,subsistence,False,986.0,16.4,occasional,7,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
163,IRR-BUR-2018-00163,Burkina Faso,2018,0.93,semi-commercial,False,744.0,24.1,occasional,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
164,IRR-NIG-2024-00164,Nigeria,2024,0.76,subsistence,False,535.0,26.7,rare,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
165,IRR-TAN-2019-00165,Tanzania,2019,0.2,subsistence,False,411.0,34.9,rare,5,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
166,IRR-ETH-2022-00166,Ethiopia,2022,1.24,subsistence,False,789.0,27.1,rare,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
167,IRR-UGA-2018-00167,Uganda,2018,1.6,subsistence,False,611.0,27.3,frequent,4,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
168,IRR-UGA-2024-00168,Uganda,2024,1.66,subsistence,False,639.0,17.9,occasional,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
169,IRR-NIG-2022-00169,Nigeria,2022,0.86,commercial,False,400.0,15.3,occasional,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
170,IRR-TAN-2022-00170,Tanzania,2022,1.87,subsistence,False,1059.0,26.9,rare,7,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
171,IRR-NIG-2023-00171,Nigeria,2023,0.2,subsistence,False,865.0,25.8,occasional,3,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
172,IRR-GHA-2023-00172,Ghana,2023,0.26,semi-commercial,False,1075.0,28.3,occasional,2,none,none,none,none,0.0,0.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
173,IRR-TAN-2018-00173,Tanzania,2018,5.28,subsistence,False,1133.0,17.0,occasional,4,none,none,none,none,0.0,5.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
174,IRR-KEN-2019-00174,Kenya,2019,2.06,commercial,False,885.0,18.3,occasional,6,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
175,IRR-ETH-2023-00175,Ethiopia,2023,0.64,subsistence,False,1444.0,26.5,rare,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
176,IRR-KEN-2019-00176,Kenya,2019,0.91,subsistence,False,502.0,23.7,occasional,7,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
177,IRR-MAL-2020-00177,Malawi,2020,1.06,subsistence,False,1050.0,19.8,frequent,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
178,IRR-MAL-2024-00178,Mali,2024,2.33,semi-commercial,True,1044.0,33.3,frequent,6,flood,river,diesel,cooperative,2.25,0.08,96.5,95.0,10,excellent,898.0,80.0,True,441.0,True,412.0,598.0,45.5,187.0,0.84,86.6,82.4,32.5,533.0,90.0,as_needed,calendar,rice,52.9,1.7,2,9243.0,4117.0,False,False,False,0.0,8.8,good,low,False,True,False,1.5,traditional,moderate_burden
179,IRR-ETH-2023-00179,Ethiopia,2023,1.43,semi-commercial,False,958.0,31.0,occasional,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
180,IRR-MAL-2025-00180,Mali,2025,2.36,semi-commercial,False,885.0,34.8,rare,3,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
181,IRR-UGA-2018-00181,Uganda,2018,1.69,subsistence,False,1008.0,15.8,frequent,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
182,IRR-TAN-2021-00182,Tanzania,2021,0.6,subsistence,False,916.0,27.4,frequent,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
183,IRR-GHA-2019-00183,Ghana,2019,5.75,commercial,False,976.0,16.6,rare,5,none,none,none,none,0.0,5.75,0.0,0.0,0,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,moderate_burden
184,IRR-KEN-2021-00184,Kenya,2021,1.13,semi-commercial,False,479.0,15.3,frequent,4,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
185,IRR-ETH-2025-00185,Ethiopia,2025,1.08,semi-commercial,True,1203.0,21.1,occasional,5,surface,reservoir,gravity,individual,0.95,0.13,87.5,37.0,6,fair,758.0,64.0,False,0.0,False,416.0,574.0,60.0,249.0,1.75,94.3,74.7,42.3,0.0,28.0,weekly,calendar,maize,45.7,1.34,1,3942.0,4158.0,True,False,False,0.0,0.0,poor,low,False,False,False,3.1,traditional,moderate_burden
186,IRR-NIG-2019-00186,Nigeria,2019,1.37,semi-commercial,False,876.0,34.0,rare,6,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
187,IRR-ZAM-2022-00187,Zambia,2022,0.71,subsistence,False,1039.0,22.2,rare,5,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
188,IRR-ETH-2025-00188,Ethiopia,2025,2.25,subsistence,False,1076.0,27.8,frequent,2,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
189,IRR-KEN-2021-00189,Kenya,2021,2.13,commercial,True,400.0,19.2,rare,2,manual,groundwater,solar,individual,1.05,1.08,49.3,46.0,0,excellent,210.0,15.0,False,0.0,False,788.0,686.0,64.1,505.0,1.65,81.2,66.3,34.5,0.0,84.0,as_needed,calendar,horticulture,29.7,2.18,1,8275.0,7875.0,False,True,False,37.2,12.1,good,low,False,False,True,0.7,traditional,moderate_burden
190,IRR-MAL-2019-00190,Mali,2019,4.5,semi-commercial,False,1113.0,33.0,rare,3,none,none,none,none,0.0,4.5,0.0,0.0,0,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,moderate_burden
191,IRR-GHA-2021-00191,Ghana,2021,1.82,semi-commercial,False,699.0,34.3,rare,5,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
192,IRR-UGA-2022-00192,Uganda,2022,1.38,semi-commercial,False,1144.0,24.5,occasional,6,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
193,IRR-MAL-2019-00193,Mali,2019,0.62,subsistence,False,668.0,24.2,occasional,5,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
194,IRR-TAN-2019-00194,Tanzania,2019,0.4,commercial,False,508.0,33.6,rare,5,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
195,IRR-ETH-2024-00195,Ethiopia,2024,1.97,semi-commercial,False,684.0,30.1,rare,3,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
196,IRR-MAL-2023-00196,Malawi,2023,1.46,subsistence,False,1129.0,26.2,rare,6,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
197,IRR-BUR-2019-00197,Burkina Faso,2019,1.64,subsistence,False,857.0,33.9,frequent,2,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
198,IRR-BUR-2020-00198,Burkina Faso,2020,2.02,subsistence,False,1056.0,19.3,frequent,4,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
199,IRR-BUR-2020-00199,Burkina Faso,2020,0.43,subsistence,True,1098.0,17.3,occasional,5,sprinkler,groundwater,electric,shared,0.3,0.13,69.1,16.0,14,poor,451.0,51.0,False,0.0,True,472.0,522.0,74.1,349.0,2.37,82.0,63.1,38.3,30.0,6.0,daily,soil_moisture,maize,23.2,2.14,1,1418.0,4717.0,False,True,False,72.1,4.2,poor,medium,True,False,False,8.9,modern,moderate_burden
200,IRR-TAN-2020-00200,Tanzania,2020,1.28,subsistence,False,752.0,26.8,rare,3,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
201,IRR-ZAM-2025-00201,Zambia,2025,0.85,subsistence,False,819.0,18.8,rare,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
202,IRR-BUR-2018-00202,Burkina Faso,2018,3.15,semi-commercial,False,1132.0,21.2,rare,5,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
203,IRR-MAL-2021-00203,Malawi,2021,3.51,commercial,False,763.0,24.2,occasional,3,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
204,IRR-GHA-2025-00204,Ghana,2025,1.43,subsistence,False,613.0,33.9,occasional,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
205,IRR-NIG-2018-00205,Nigeria,2018,1.2,subsistence,False,1049.0,34.0,occasional,3,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
206,IRR-ZAM-2021-00206,Zambia,2021,0.61,semi-commercial,False,744.0,18.5,occasional,7,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
207,IRR-MAL-2024-00207,Mali,2024,0.4,semi-commercial,False,1321.0,22.7,occasional,3,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
208,IRR-ETH-2022-00208,Ethiopia,2022,4.57,subsistence,False,730.0,17.9,occasional,3,none,none,none,none,0.0,4.57,0.0,0.0,0,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,moderate_burden
209,IRR-TAN-2018-00209,Tanzania,2018,1.81,subsistence,False,1080.0,21.0,occasional,7,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
210,IRR-GHA-2019-00210,Ghana,2019,3.48,semi-commercial,False,1228.0,19.3,rare,4,none,none,none,none,0.0,3.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
211,IRR-UGA-2024-00211,Uganda,2024,0.59,semi-commercial,False,454.0,23.0,rare,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
212,IRR-MAL-2023-00212,Mali,2023,1.36,subsistence,False,1046.0,23.0,frequent,5,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
213,IRR-GHA-2024-00213,Ghana,2024,0.61,subsistence,True,1042.0,34.4,occasional,4,sprinkler,lake,diesel,shared,0.33,0.28,54.1,18.0,15,excellent,496.0,43.0,False,0.0,False,644.0,475.0,70.2,452.0,0.92,93.0,60.4,39.5,65.0,7.0,daily,visual,maize,28.4,2.41,1,2128.0,6437.0,False,False,False,0.0,4.4,good,medium,True,False,False,5.7,modern,moderate_burden
214,IRR-MAL-2019-00214,Mali,2019,2.71,semi-commercial,False,784.0,23.8,rare,3,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
215,IRR-MAL-2018-00215,Mali,2018,0.77,subsistence,False,693.0,16.2,occasional,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
216,IRR-ZAM-2021-00216,Zambia,2021,1.56,subsistence,False,866.0,30.9,occasional,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
217,IRR-ZAM-2022-00217,Zambia,2022,1.9,semi-commercial,False,785.0,17.5,frequent,5,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
218,IRR-ZAM-2019-00218,Zambia,2019,2.86,semi-commercial,False,773.0,29.7,rare,6,none,none,none,none,0.0,2.86,0.0,0.0,0,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,moderate_burden
219,IRR-BUR-2025-00219,Burkina Faso,2025,1.49,semi-commercial,True,1126.0,18.6,frequent,5,sprinkler,reservoir,manual,individual,1.0,0.49,67.3,54.0,8,good,1506.0,218.0,True,870.0,False,370.0,460.0,70.3,260.0,0.87,88.4,84.6,52.6,0.0,20.0,daily,weather_based,rice,35.3,2.45,1,3713.0,3698.0,True,False,True,0.0,0.0,good,medium,False,False,True,5.7,modern,moderate_burden
220,IRR-ZAM-2019-00220,Zambia,2019,1.2,subsistence,False,960.0,24.8,occasional,4,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
221,IRR-BUR-2023-00221,Burkina Faso,2023,1.0,commercial,False,991.0,27.3,occasional,5,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
222,IRR-KEN-2024-00222,Kenya,2024,0.52,subsistence,False,1353.0,27.9,occasional,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
223,IRR-ETH-2025-00223,Ethiopia,2025,2.52,subsistence,False,758.0,16.7,rare,2,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
224,IRR-UGA-2018-00224,Uganda,2018,0.88,semi-commercial,False,1473.0,24.9,rare,7,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
225,IRR-ZAM-2023-00225,Zambia,2023,0.32,subsistence,True,414.0,31.8,occasional,2,surface,river,solar,shared,0.16,0.16,50.9,7.0,8,good,129.0,9.0,False,0.0,False,390.0,656.0,49.9,194.0,1.39,91.8,87.1,39.9,0.0,5.0,weekly,visual,cotton,55.8,1.61,2,626.0,3896.0,False,True,True,0.0,24.9,good,low,False,False,False,1.5,traditional,moderate_burden
226,IRR-NIG-2025-00226,Nigeria,2025,0.47,subsistence,True,400.0,18.8,frequent,2,sprinkler,reservoir,gravity,individual,0.16,0.31,34.2,8.0,2,excellent,243.0,26.0,False,0.0,False,482.0,686.0,73.2,353.0,2.25,78.3,87.7,50.3,0.0,3.0,as_needed,weather_based,sugarcane,33.1,1.6,1,779.0,4821.0,False,False,False,0.0,0.0,good,medium,True,True,True,3.1,modern,moderate_burden
227,IRR-MAL-2024-00227,Mali,2024,1.85,semi-commercial,False,703.0,26.4,occasional,7,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
228,IRR-BUR-2022-00228,Burkina Faso,2022,1.44,semi-commercial,False,625.0,16.2,occasional,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
229,IRR-UGA-2022-00229,Uganda,2022,2.37,subsistence,False,961.0,17.8,frequent,3,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
230,IRR-KEN-2019-00230,Kenya,2019,0.57,subsistence,False,727.0,34.1,occasional,2,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
231,IRR-GHA-2022-00231,Ghana,2022,0.52,semi-commercial,False,858.0,19.7,rare,6,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
232,IRR-KEN-2018-00232,Kenya,2018,1.07,commercial,False,1059.0,25.4,frequent,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
233,IRR-ZAM-2020-00233,Zambia,2020,1.21,semi-commercial,False,850.0,20.1,frequent,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
234,IRR-UGA-2018-00234,Uganda,2018,1.88,subsistence,False,1050.0,27.5,frequent,3,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
235,IRR-MAL-2025-00235,Malawi,2025,0.46,semi-commercial,True,817.0,26.1,occasional,6,manual,rainwater_harvesting,solar,individual,0.34,0.12,74.7,11.0,17,excellent,68.0,5.0,False,0.0,False,524.0,641.0,54.2,284.0,2.49,78.6,65.4,27.9,0.0,27.0,as_needed,calendar,cotton,31.0,2.04,2,1791.0,5241.0,False,False,False,0.0,13.0,good,low,True,False,False,1.0,traditional,moderate_burden
236,IRR-UGA-2021-00236,Uganda,2021,2.46,subsistence,False,1020.0,17.9,occasional,4,none,none,none,none,0.0,2.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
237,IRR-ETH-2024-00237,Ethiopia,2024,1.52,semi-commercial,False,885.0,32.5,rare,3,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
238,IRR-UGA-2022-00238,Uganda,2022,1.33,subsistence,False,1204.0,20.6,frequent,3,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
239,IRR-GHA-2021-00239,Ghana,2021,0.68,subsistence,False,1106.0,19.2,rare,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
240,IRR-ETH-2024-00240,Ethiopia,2024,0.43,semi-commercial,False,563.0,16.4,occasional,7,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
241,IRR-KEN-2020-00241,Kenya,2020,2.19,semi-commercial,False,400.0,21.1,frequent,3,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
242,IRR-ZAM-2018-00242,Zambia,2018,0.92,subsistence,False,450.0,33.2,occasional,5,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
243,IRR-ZAM-2019-00243,Zambia,2019,1.78,subsistence,False,888.0,34.5,occasional,2,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
244,IRR-ETH-2023-00244,Ethiopia,2023,2.04,subsistence,False,1069.0,17.4,occasional,3,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
245,IRR-TAN-2024-00245,Tanzania,2024,5.58,subsistence,False,756.0,32.4,occasional,4,none,none,none,none,0.0,5.58,0.0,0.0,0,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,moderate_burden
246,IRR-MAL-2023-00246,Malawi,2023,0.58,semi-commercial,False,1175.0,16.1,rare,7,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
247,IRR-TAN-2022-00247,Tanzania,2022,0.84,subsistence,False,1183.0,22.3,frequent,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
248,IRR-UGA-2019-00248,Uganda,2019,4.99,semi-commercial,False,878.0,34.4,frequent,3,none,none,none,none,0.0,4.99,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
249,IRR-NIG-2018-00249,Nigeria,2018,0.48,subsistence,False,799.0,22.0,rare,7,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
250,IRR-UGA-2018-00250,Uganda,2018,7.03,semi-commercial,False,816.0,16.2,occasional,5,none,none,none,none,0.0,7.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
251,IRR-UGA-2022-00251,Uganda,2022,0.91,subsistence,False,701.0,31.1,frequent,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
252,IRR-NIG-2023-00252,Nigeria,2023,2.68,subsistence,False,1016.0,22.4,rare,4,none,none,none,none,0.0,2.68,0.0,0.0,0,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,moderate_burden
253,IRR-UGA-2024-00253,Uganda,2024,0.8,semi-commercial,False,501.0,27.4,occasional,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
254,IRR-MAL-2024-00254,Malawi,2024,0.7,semi-commercial,False,698.0,19.3,rare,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
255,IRR-GHA-2021-00255,Ghana,2021,0.59,semi-commercial,False,1105.0,22.0,frequent,7,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
256,IRR-ETH-2024-00256,Ethiopia,2024,2.35,subsistence,False,529.0,29.0,rare,4,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
257,IRR-MAL-2021-00257,Mali,2021,1.54,commercial,False,807.0,18.1,rare,6,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
258,IRR-MAL-2021-00258,Mali,2021,0.99,subsistence,True,790.0,33.7,occasional,2,drip,reservoir,diesel,individual,0.86,0.13,87.2,45.0,15,poor,2153.0,272.0,False,0.0,False,455.0,475.0,89.4,406.0,0.81,75.8,72.5,49.1,211.0,13.0,as_needed,visual,maize,48.6,1.57,1,3917.0,4548.0,False,True,False,0.0,16.3,poor,high,False,False,False,9.0,modern,moderate_burden
259,IRR-MAL-2021-00259,Malawi,2021,1.04,subsistence,False,850.0,16.1,rare,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
260,IRR-GHA-2025-00260,Ghana,2025,2.15,subsistence,True,1009.0,26.4,occasional,7,flood,river,diesel,government,1.73,0.41,80.8,67.0,14,excellent,694.0,75.0,False,0.0,True,583.0,614.0,44.0,257.0,2.47,74.2,79.7,26.0,227.0,69.0,daily,weather_based,vegetables,29.8,1.31,2,10117.0,5834.0,True,False,False,0.0,9.9,good,low,False,False,False,2.2,traditional,moderate_burden
261,IRR-UGA-2021-00261,Uganda,2021,0.93,semi-commercial,False,932.0,22.3,rare,3,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
262,IRR-GHA-2018-00262,Ghana,2018,2.83,commercial,False,1000.0,17.2,occasional,4,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
263,IRR-ZAM-2018-00263,Zambia,2018,0.8,subsistence,True,635.0,18.7,rare,5,flood,groundwater,gravity,individual,0.27,0.53,34.1,14.0,1,fair,110.0,10.0,False,0.0,False,322.0,649.0,45.8,148.0,1.85,79.0,78.7,28.5,0.0,11.0,biweekly,soil_moisture,horticulture,35.1,2.1,1,882.0,3222.0,False,True,False,43.8,0.0,poor,low,False,False,False,0.8,traditional,moderate_burden
264,IRR-GHA-2023-00264,Ghana,2023,1.13,semi-commercial,False,1051.0,31.5,occasional,4,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
265,IRR-KEN-2021-00265,Kenya,2021,4.88,semi-commercial,False,807.0,30.0,rare,7,none,none,none,none,0.0,4.88,0.0,0.0,0,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,moderate_burden
266,IRR-BUR-2019-00266,Burkina Faso,2019,2.08,subsistence,False,727.0,30.0,occasional,5,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
267,IRR-MAL-2025-00267,Mali,2025,2.03,semi-commercial,False,627.0,33.3,occasional,6,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
268,IRR-BUR-2018-00268,Burkina Faso,2018,0.79,subsistence,False,862.0,30.1,occasional,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
269,IRR-GHA-2025-00269,Ghana,2025,2.22,subsistence,False,993.0,16.5,occasional,2,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
270,IRR-KEN-2022-00270,Kenya,2022,0.5,semi-commercial,False,1102.0,29.8,rare,2,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
271,IRR-UGA-2024-00271,Uganda,2024,2.19,subsistence,False,1177.0,30.2,occasional,7,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
272,IRR-MAL-2020-00272,Malawi,2020,0.64,semi-commercial,False,987.0,27.7,frequent,5,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
273,IRR-ETH-2023-00273,Ethiopia,2023,3.11,semi-commercial,True,1152.0,19.7,frequent,5,surface,groundwater,electric,government,0.98,2.13,31.4,41.0,5,excellent,781.0,64.0,False,0.0,True,627.0,564.0,52.5,329.0,2.49,71.0,70.5,26.3,133.0,29.0,weekly,soil_moisture,maize,55.2,2.1,3,6125.0,6274.0,False,False,False,62.9,18.9,good,low,False,True,True,0.9,traditional,moderate_burden
274,IRR-MAL-2020-00274,Malawi,2020,4.27,subsistence,False,1129.0,25.4,frequent,3,none,none,none,none,0.0,4.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
275,IRR-KEN-2020-00275,Kenya,2020,1.56,semi-commercial,False,1403.0,34.8,occasional,3,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
276,IRR-NIG-2019-00276,Nigeria,2019,0.79,commercial,False,789.0,17.0,occasional,7,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
277,IRR-MAL-2020-00277,Mali,2020,2.17,commercial,False,605.0,16.0,frequent,3,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
278,IRR-NIG-2023-00278,Nigeria,2023,2.4,subsistence,True,883.0,25.2,occasional,2,manual,river,electric,cooperative,0.73,1.67,30.3,37.0,0,fair,145.0,14.0,False,0.0,False,327.0,483.0,59.3,194.0,1.38,75.9,64.8,29.1,63.0,58.0,weekly,visual,horticulture,25.0,2.27,3,2378.0,3271.0,False,False,False,0.0,19.9,poor,low,True,False,False,0.5,traditional,moderate_burden
279,IRR-TAN-2023-00279,Tanzania,2023,0.96,subsistence,False,529.0,15.2,rare,4,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
280,IRR-MAL-2018-00280,Mali,2018,3.47,subsistence,False,1136.0,21.1,occasional,5,none,none,none,none,0.0,3.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
281,IRR-ZAM-2023-00281,Zambia,2023,0.44,semi-commercial,False,810.0,32.1,occasional,3,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
282,IRR-MAL-2019-00282,Malawi,2019,0.75,semi-commercial,False,1012.0,32.9,occasional,2,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
283,IRR-NIG-2021-00283,Nigeria,2021,0.88,semi-commercial,False,1411.0,33.7,occasional,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
284,IRR-ETH-2020-00284,Ethiopia,2020,1.72,subsistence,True,482.0,32.1,rare,7,sprinkler,reservoir,solar,individual,1.15,0.57,66.9,48.0,5,fair,1731.0,101.0,False,0.0,False,797.0,460.0,78.4,625.0,1.77,92.2,77.9,56.3,0.0,23.0,daily,soil_moisture,vegetables,29.7,1.35,3,9193.0,7967.0,True,False,False,0.0,8.3,poor,medium,False,False,False,6.8,modern,moderate_burden
285,IRR-UGA-2025-00285,Uganda,2025,3.9,subsistence,False,640.0,26.5,occasional,6,none,none,none,none,0.0,3.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
286,IRR-ZAM-2020-00286,Zambia,2020,1.97,semi-commercial,False,1302.0,31.2,rare,6,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
287,IRR-KEN-2025-00287,Kenya,2025,0.85,subsistence,False,983.0,31.8,occasional,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
288,IRR-ETH-2022-00288,Ethiopia,2022,4.84,semi-commercial,False,968.0,18.2,frequent,6,none,none,none,none,0.0,4.84,0.0,0.0,0,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,moderate_burden
289,IRR-BUR-2021-00289,Burkina Faso,2021,1.35,subsistence,False,1190.0,31.7,occasional,6,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
290,IRR-GHA-2021-00290,Ghana,2021,3.19,subsistence,False,1014.0,16.0,occasional,6,none,none,none,none,0.0,3.19,0.0,0.0,0,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,moderate_burden
291,IRR-ZAM-2023-00291,Zambia,2023,1.0,subsistence,False,918.0,19.1,occasional,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
292,IRR-ZAM-2021-00292,Zambia,2021,0.52,commercial,True,469.0,34.4,occasional,5,sprinkler,rainwater_harvesting,diesel,individual,0.47,0.06,89.1,16.0,11,fair,699.0,101.0,False,0.0,True,545.0,465.0,74.3,405.0,2.05,87.7,82.3,53.6,116.0,9.0,biweekly,calendar,rice,47.6,1.67,1,2542.0,5452.0,False,True,False,0.0,4.4,poor,medium,False,False,False,5.6,modern,moderate_burden
293,IRR-MAL-2020-00293,Malawi,2020,0.51,commercial,False,696.0,19.5,occasional,2,none,none,none,none,0.0,0.51,0.0,0.0,0,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,moderate_burden
294,IRR-NIG-2025-00294,Nigeria,2025,4.85,semi-commercial,False,843.0,26.4,occasional,3,none,none,none,none,0.0,4.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
295,IRR-NIG-2025-00295,Nigeria,2025,1.29,subsistence,False,851.0,19.9,rare,4,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
296,IRR-MAL-2020-00296,Malawi,2020,1.49,subsistence,False,1110.0,31.3,rare,4,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
297,IRR-MAL-2024-00297,Malawi,2024,1.18,semi-commercial,False,820.0,23.2,rare,6,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
298,IRR-UGA-2021-00298,Uganda,2021,6.47,commercial,False,1243.0,18.2,rare,3,none,none,none,none,0.0,6.47,0.0,0.0,0,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,moderate_burden
299,IRR-GHA-2019-00299,Ghana,2019,1.8,semi-commercial,False,1069.0,25.0,frequent,6,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
300,IRR-ZAM-2025-00300,Zambia,2025,1.84,subsistence,False,890.0,29.3,rare,5,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
301,IRR-GHA-2021-00301,Ghana,2021,0.29,subsistence,False,989.0,27.8,rare,7,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
302,IRR-ZAM-2021-00302,Zambia,2021,1.27,semi-commercial,False,1152.0,19.9,occasional,6,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
303,IRR-BUR-2021-00303,Burkina Faso,2021,0.42,subsistence,True,1183.0,30.9,frequent,2,center_pivot,reservoir,solar,individual,0.33,0.09,78.7,17.0,8,good,1652.0,141.0,False,0.0,False,401.0,612.0,79.8,320.0,2.48,77.7,71.0,44.0,0.0,3.0,biweekly,visual,horticulture,45.3,2.44,3,1324.0,4006.0,True,True,False,0.0,18.6,good,high,False,True,True,17.4,traditional,moderate_burden
304,IRR-ETH-2021-00304,Ethiopia,2021,3.38,semi-commercial,False,643.0,18.4,occasional,7,none,none,none,none,0.0,3.38,0.0,0.0,0,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,moderate_burden
305,IRR-BUR-2019-00305,Burkina Faso,2019,1.72,commercial,False,1559.0,18.8,frequent,4,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
306,IRR-BUR-2023-00306,Burkina Faso,2023,0.8,semi-commercial,False,1005.0,27.3,rare,5,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
307,IRR-ETH-2019-00307,Ethiopia,2019,1.54,subsistence,False,1109.0,30.8,occasional,2,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
308,IRR-TAN-2023-00308,Tanzania,2023,1.22,semi-commercial,True,1050.0,24.2,occasional,5,surface,rainwater_harvesting,wind,individual,0.94,0.28,77.2,56.0,7,fair,752.0,89.0,True,270.0,False,604.0,562.0,60.0,362.0,1.99,73.5,66.8,29.4,0.0,28.0,as_needed,calendar,cotton,59.7,1.87,3,5679.0,6040.0,True,True,True,0.0,0.0,poor,low,False,False,False,2.1,traditional,moderate_burden
309,IRR-BUR-2022-00309,Burkina Faso,2022,0.49,semi-commercial,False,563.0,24.3,occasional,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
310,IRR-MAL-2022-00310,Malawi,2022,1.18,subsistence,False,812.0,24.3,occasional,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
311,IRR-BUR-2024-00311,Burkina Faso,2024,1.17,commercial,True,945.0,32.8,frequent,2,flood,rainwater_harvesting,gravity,individual,0.55,0.62,46.8,28.0,0,good,219.0,26.0,False,0.0,False,714.0,695.0,43.7,312.0,0.98,93.7,88.1,36.1,0.0,22.0,as_needed,calendar,fruits,54.0,2.0,2,3903.0,7145.0,False,True,False,0.0,0.0,good,low,True,True,False,0.7,traditional,moderate_burden
312,IRR-KEN-2020-00312,Kenya,2020,4.11,subsistence,False,973.0,21.8,rare,5,none,none,none,none,0.0,4.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
313,IRR-ZAM-2022-00313,Zambia,2022,0.88,subsistence,False,1450.0,31.6,rare,3,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
314,IRR-NIG-2020-00314,Nigeria,2020,1.36,semi-commercial,False,1062.0,15.8,frequent,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
315,IRR-MAL-2023-00315,Mali,2023,0.62,commercial,False,1103.0,29.0,rare,3,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
316,IRR-BUR-2023-00316,Burkina Faso,2023,2.08,subsistence,False,972.0,16.2,rare,4,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
317,IRR-MAL-2024-00317,Mali,2024,0.86,subsistence,False,971.0,24.9,occasional,5,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
318,IRR-MAL-2020-00318,Mali,2020,0.55,semi-commercial,False,950.0,28.9,occasional,2,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
319,IRR-BUR-2024-00319,Burkina Faso,2024,0.77,commercial,True,1456.0,22.6,occasional,6,surface,wetland,solar,shared,0.47,0.3,60.5,26.0,19,fair,372.0,53.0,False,0.0,True,532.0,658.0,58.3,310.0,1.45,91.6,80.8,43.2,0.0,14.0,daily,calendar,maize,20.6,1.27,1,2477.0,5325.0,True,False,False,0.0,5.2,poor,low,False,False,False,4.7,traditional,moderate_burden
320,IRR-ETH-2022-00320,Ethiopia,2022,2.91,subsistence,False,1101.0,25.0,occasional,6,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
321,IRR-MAL-2023-00321,Malawi,2023,0.87,semi-commercial,False,844.0,19.6,rare,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
322,IRR-UGA-2025-00322,Uganda,2025,1.57,subsistence,False,993.0,18.9,rare,3,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
323,IRR-TAN-2020-00323,Tanzania,2020,1.15,subsistence,False,976.0,34.0,rare,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
324,IRR-BUR-2025-00324,Burkina Faso,2025,0.91,semi-commercial,False,734.0,28.8,occasional,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
325,IRR-ZAM-2023-00325,Zambia,2023,0.23,semi-commercial,False,877.0,18.1,occasional,6,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
326,IRR-NIG-2022-00326,Nigeria,2022,2.48,commercial,False,973.0,31.4,occasional,4,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
327,IRR-ETH-2024-00327,Ethiopia,2024,1.06,subsistence,False,877.0,33.4,occasional,4,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
328,IRR-ETH-2025-00328,Ethiopia,2025,0.79,subsistence,False,989.0,34.8,frequent,4,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
329,IRR-KEN-2024-00329,Kenya,2024,1.18,semi-commercial,True,734.0,29.4,frequent,3,flood,river,solar,shared,0.38,0.81,31.8,22.0,14,good,151.0,10.0,False,0.0,False,609.0,444.0,48.7,297.0,0.83,92.9,89.6,40.5,0.0,15.0,biweekly,visual,cotton,23.1,1.76,2,2295.0,6095.0,True,False,False,0.0,18.0,good,low,True,True,False,1.1,traditional,moderate_burden
330,IRR-MAL-2018-00330,Malawi,2018,0.9,subsistence,False,715.0,31.5,rare,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
331,IRR-GHA-2019-00331,Ghana,2019,1.04,subsistence,False,721.0,31.1,occasional,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
332,IRR-UGA-2023-00332,Uganda,2023,1.25,semi-commercial,False,1031.0,27.3,rare,5,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
333,IRR-GHA-2018-00333,Ghana,2018,1.53,semi-commercial,False,759.0,15.0,frequent,6,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
334,IRR-MAL-2023-00334,Mali,2023,0.69,semi-commercial,False,1154.0,33.0,occasional,3,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
335,IRR-UGA-2020-00335,Uganda,2020,0.95,subsistence,False,400.0,27.1,frequent,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
336,IRR-MAL-2022-00336,Malawi,2022,0.82,semi-commercial,False,1159.0,29.5,rare,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
337,IRR-UGA-2025-00337,Uganda,2025,0.3,subsistence,False,915.0,24.6,rare,6,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
338,IRR-ZAM-2025-00338,Zambia,2025,1.97,semi-commercial,True,1105.0,31.2,occasional,3,drip,river,solar,cooperative,1.45,0.53,73.2,71.0,18,good,3616.0,233.0,True,1238.0,True,480.0,465.0,85.2,409.0,1.64,73.0,91.9,57.2,0.0,22.0,biweekly,weather_based,horticulture,48.3,1.38,1,6944.0,4801.0,True,False,False,0.0,17.8,good,high,True,False,False,7.6,modern,moderate_burden
339,IRR-KEN-2022-00339,Kenya,2022,2.2,semi-commercial,False,561.0,28.0,occasional,5,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
340,IRR-ZAM-2019-00340,Zambia,2019,1.04,subsistence,False,400.0,19.0,frequent,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
341,IRR-GHA-2019-00341,Ghana,2019,0.86,semi-commercial,False,1041.0,26.9,frequent,2,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
342,IRR-BUR-2023-00342,Burkina Faso,2023,1.67,semi-commercial,False,1260.0,34.9,occasional,4,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
343,IRR-BUR-2020-00343,Burkina Faso,2020,1.66,subsistence,False,757.0,34.2,frequent,5,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
344,IRR-NIG-2020-00344,Nigeria,2020,1.66,semi-commercial,False,829.0,21.4,frequent,3,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
345,IRR-MAL-2022-00345,Malawi,2022,3.16,semi-commercial,False,1022.0,30.0,occasional,4,none,none,none,none,0.0,3.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
346,IRR-MAL-2023-00346,Mali,2023,2.44,semi-commercial,False,1196.0,26.0,rare,5,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
347,IRR-ETH-2021-00347,Ethiopia,2021,5.27,subsistence,False,1013.0,20.0,rare,6,none,none,none,none,0.0,5.27,0.0,0.0,0,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,moderate_burden
348,IRR-MAL-2018-00348,Malawi,2018,1.58,subsistence,False,579.0,31.7,occasional,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
349,IRR-NIG-2023-00349,Nigeria,2023,2.41,commercial,True,803.0,26.8,rare,3,surface,river,gravity,individual,1.79,0.62,74.3,60.0,15,good,1435.0,78.0,False,0.0,True,481.0,630.0,56.7,273.0,1.77,84.5,68.2,32.7,0.0,54.0,daily,visual,fruits,59.2,2.28,2,8624.0,4808.0,False,False,False,0.0,0.0,good,low,True,False,False,2.0,traditional,moderate_burden
350,IRR-BUR-2023-00350,Burkina Faso,2023,1.18,commercial,False,631.0,31.6,frequent,6,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
351,IRR-GHA-2019-00351,Ghana,2019,2.23,subsistence,True,914.0,23.6,frequent,7,drip,rainwater_harvesting,diesel,cooperative,1.45,0.78,65.2,59.0,7,fair,3630.0,462.0,False,0.0,False,380.0,526.0,82.5,314.0,0.82,85.6,74.7,52.7,201.0,22.0,daily,visual,vegetables,47.0,2.14,1,5523.0,3804.0,True,False,False,0.0,13.0,poor,high,False,True,False,6.9,modern,moderate_burden
352,IRR-KEN-2023-00352,Kenya,2023,3.39,subsistence,False,953.0,32.2,occasional,3,none,none,none,none,0.0,3.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
353,IRR-MAL-2021-00353,Malawi,2021,3.86,subsistence,False,902.0,18.3,frequent,4,none,none,none,none,0.0,3.86,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
354,IRR-GHA-2025-00354,Ghana,2025,3.42,subsistence,True,529.0,33.2,occasional,5,drip,rainwater_harvesting,solar,cooperative,2.07,1.35,60.5,89.0,0,fair,5178.0,538.0,False,0.0,False,555.0,475.0,95.0,527.0,0.86,93.9,75.2,67.1,0.0,31.0,daily,visual,vegetables,43.8,1.34,2,11499.0,5552.0,True,True,False,0.0,9.0,poor,high,False,False,False,6.9,modern,moderate_burden
355,IRR-KEN-2024-00355,Kenya,2024,1.77,semi-commercial,False,800.0,32.0,occasional,7,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
356,IRR-MAL-2018-00356,Malawi,2018,0.76,semi-commercial,False,935.0,20.8,occasional,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
357,IRR-BUR-2025-00357,Burkina Faso,2025,1.42,semi-commercial,False,911.0,15.3,frequent,4,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
358,IRR-KEN-2022-00358,Kenya,2022,1.63,subsistence,False,828.0,33.6,occasional,6,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
359,IRR-MAL-2025-00359,Malawi,2025,0.37,semi-commercial,False,518.0,17.2,rare,6,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
360,IRR-ZAM-2023-00360,Zambia,2023,1.11,subsistence,False,1262.0,23.9,occasional,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
361,IRR-UGA-2022-00361,Uganda,2022,0.29,subsistence,False,463.0,21.5,occasional,3,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
362,IRR-GHA-2018-00362,Ghana,2018,3.73,subsistence,False,922.0,32.0,frequent,5,none,none,none,none,0.0,3.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
363,IRR-BUR-2021-00363,Burkina Faso,2021,0.74,commercial,False,663.0,26.7,occasional,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
364,IRR-KEN-2019-00364,Kenya,2019,2.9,subsistence,False,785.0,33.1,occasional,2,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
365,IRR-MAL-2020-00365,Mali,2020,2.69,subsistence,False,1002.0,32.5,rare,6,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
366,IRR-KEN-2022-00366,Kenya,2022,3.15,semi-commercial,False,459.0,24.7,frequent,2,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
367,IRR-MAL-2025-00367,Malawi,2025,0.59,commercial,True,1141.0,35.0,occasional,3,sprinkler,groundwater,diesel,cooperative,0.23,0.36,39.5,12.0,0,poor,348.0,46.0,False,0.0,True,340.0,697.0,79.8,271.0,2.25,82.2,72.3,47.4,67.0,5.0,weekly,visual,rice,36.5,2.41,2,790.0,3401.0,True,False,False,44.3,9.4,poor,medium,False,False,False,3.2,modern,moderate_burden
368,IRR-TAN-2024-00368,Tanzania,2024,3.19,subsistence,False,1006.0,31.9,frequent,3,none,none,none,none,0.0,3.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
369,IRR-NIG-2025-00369,Nigeria,2025,0.86,semi-commercial,True,792.0,27.3,frequent,2,manual,groundwater,electric,individual,0.3,0.56,34.9,16.0,0,fair,60.0,8.0,False,0.0,False,492.0,628.0,61.8,304.0,2.42,71.5,75.6,33.4,30.0,24.0,daily,visual,vegetables,54.0,2.43,1,1472.0,4919.0,False,False,False,20.7,5.9,poor,low,False,True,False,0.3,traditional,moderate_burden
370,IRR-KEN-2021-00370,Kenya,2021,0.82,commercial,False,1094.0,31.1,rare,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
371,IRR-TAN-2023-00371,Tanzania,2023,2.78,subsistence,True,400.0,29.6,rare,7,flood,groundwater,manual,individual,1.91,0.87,68.7,65.0,18,good,765.0,72.0,False,0.0,True,470.0,666.0,44.9,211.0,1.95,93.4,79.8,33.5,0.0,77.0,biweekly,calendar,vegetables,40.1,2.15,1,8983.0,4697.0,False,False,False,37.3,0.0,good,low,False,False,True,1.4,traditional,moderate_burden
372,IRR-MAL-2022-00372,Mali,2022,1.78,subsistence,True,855.0,24.4,frequent,5,surface,river,diesel,cooperative,0.6,1.18,33.6,22.0,2,excellent,479.0,52.0,False,0.0,True,329.0,633.0,57.6,190.0,1.83,74.2,64.7,27.7,77.0,18.0,daily,calendar,maize,52.7,1.79,1,1969.0,3292.0,True,False,True,0.0,14.7,good,low,False,False,False,1.0,traditional,moderate_burden
373,IRR-TAN-2023-00373,Tanzania,2023,1.33,subsistence,False,840.0,30.6,occasional,4,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
374,IRR-TAN-2021-00374,Tanzania,2021,0.97,subsistence,False,793.0,15.7,occasional,4,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
375,IRR-BUR-2024-00375,Burkina Faso,2024,0.94,subsistence,False,719.0,20.5,occasional,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
376,IRR-ZAM-2018-00376,Zambia,2018,3.04,subsistence,False,678.0,15.9,occasional,7,none,none,none,none,0.0,3.04,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
377,IRR-MAL-2023-00377,Malawi,2023,1.49,subsistence,False,1007.0,23.7,rare,7,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
378,IRR-NIG-2019-00378,Nigeria,2019,2.49,subsistence,False,496.0,17.0,occasional,5,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
379,IRR-MAL-2020-00379,Malawi,2020,1.2,semi-commercial,False,978.0,23.1,frequent,2,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
380,IRR-GHA-2025-00380,Ghana,2025,2.11,subsistence,False,860.0,15.7,occasional,4,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
381,IRR-MAL-2021-00381,Malawi,2021,1.84,semi-commercial,False,614.0,20.3,rare,7,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
382,IRR-ETH-2022-00382,Ethiopia,2022,0.66,subsistence,True,1123.0,18.9,frequent,7,drip,river,electric,government,0.56,0.09,85.6,25.0,1,fair,1407.0,80.0,True,599.0,True,732.0,655.0,90.3,660.0,2.01,87.6,78.7,62.2,31.0,8.0,as_needed,visual,vegetables,53.6,1.67,3,4118.0,7316.0,True,False,True,0.0,2.5,poor,high,True,False,False,8.0,modern,moderate_burden
383,IRR-MAL-2024-00383,Mali,2024,1.51,subsistence,False,1179.0,15.2,occasional,7,none,none,none,none,0.0,1.51,0.0,0.0,0,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,moderate_burden
384,IRR-ETH-2020-00384,Ethiopia,2020,3.18,subsistence,False,1020.0,20.5,occasional,5,none,none,none,none,0.0,3.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
385,IRR-MAL-2019-00385,Mali,2019,1.69,subsistence,False,528.0,22.5,occasional,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
386,IRR-UGA-2024-00386,Uganda,2024,3.11,subsistence,False,668.0,22.5,rare,4,none,none,none,none,0.0,3.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
387,IRR-MAL-2025-00387,Malawi,2025,0.38,subsistence,False,1037.0,29.5,rare,7,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
388,IRR-ZAM-2024-00388,Zambia,2024,0.6,semi-commercial,False,1187.0,20.7,occasional,6,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
389,IRR-MAL-2025-00389,Mali,2025,1.0,semi-commercial,False,885.0,28.3,rare,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
390,IRR-MAL-2019-00390,Malawi,2019,1.43,subsistence,False,915.0,31.9,occasional,4,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
391,IRR-MAL-2019-00391,Malawi,2019,0.76,subsistence,False,1305.0,33.2,occasional,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
392,IRR-MAL-2021-00392,Mali,2021,3.53,semi-commercial,False,978.0,19.0,rare,4,none,none,none,none,0.0,3.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
393,IRR-UGA-2025-00393,Uganda,2025,4.94,subsistence,False,646.0,22.9,occasional,5,none,none,none,none,0.0,4.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
394,IRR-NIG-2022-00394,Nigeria,2022,1.05,semi-commercial,False,1186.0,29.3,frequent,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
395,IRR-UGA-2024-00395,Uganda,2024,1.06,subsistence,False,726.0,24.5,frequent,2,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
396,IRR-GHA-2019-00396,Ghana,2019,1.29,subsistence,False,774.0,23.2,frequent,3,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
397,IRR-ZAM-2021-00397,Zambia,2021,1.76,semi-commercial,True,1051.0,24.5,rare,7,flood,rainwater_harvesting,gravity,shared,0.99,0.77,56.1,33.0,13,fair,396.0,29.0,False,0.0,False,741.0,680.0,48.7,361.0,1.66,87.3,67.4,28.7,0.0,40.0,weekly,calendar,rice,46.1,1.27,2,7340.0,7411.0,False,True,False,0.0,0.0,poor,low,False,False,False,1.0,traditional,moderate_burden
398,IRR-MAL-2024-00398,Malawi,2024,2.3,subsistence,False,674.0,28.2,occasional,4,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
399,IRR-ETH-2020-00399,Ethiopia,2020,3.22,semi-commercial,True,400.0,24.2,occasional,4,sprinkler,reservoir,gravity,individual,2.71,0.51,84.2,138.0,4,good,4071.0,610.0,False,0.0,False,450.0,699.0,68.6,309.0,2.45,94.3,68.5,44.4,0.0,54.0,biweekly,calendar,maize,57.9,2.13,2,12219.0,4502.0,False,True,False,0.0,0.0,good,medium,True,False,True,4.4,modern,moderate_burden
400,IRR-ZAM-2023-00400,Zambia,2023,1.82,semi-commercial,False,933.0,34.5,occasional,6,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
401,IRR-MAL-2021-00401,Malawi,2021,1.2,subsistence,False,627.0,28.4,occasional,2,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
402,IRR-BUR-2020-00402,Burkina Faso,2020,0.47,commercial,True,665.0,28.9,rare,7,sprinkler,reservoir,gravity,individual,0.19,0.29,39.1,7.0,0,poor,278.0,37.0,False,0.0,True,326.0,670.0,64.1,209.0,2.28,91.0,72.5,42.2,0.0,4.0,biweekly,visual,cotton,20.8,1.95,2,606.0,3263.0,False,False,False,0.0,0.0,poor,medium,True,False,False,5.6,modern,moderate_burden
403,IRR-GHA-2020-00403,Ghana,2020,1.5,subsistence,False,922.0,34.8,rare,5,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
404,IRR-MAL-2021-00404,Malawi,2021,2.67,semi-commercial,False,571.0,15.8,occasional,7,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
405,IRR-UGA-2018-00405,Uganda,2018,1.47,commercial,False,1144.0,27.4,occasional,7,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
406,IRR-ETH-2020-00406,Ethiopia,2020,2.17,semi-commercial,False,1129.0,33.4,frequent,3,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
407,IRR-BUR-2018-00407,Burkina Faso,2018,1.02,subsistence,False,829.0,23.7,occasional,3,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
408,IRR-MAL-2018-00408,Mali,2018,0.7,subsistence,False,997.0,25.8,occasional,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
409,IRR-MAL-2022-00409,Mali,2022,2.15,semi-commercial,False,585.0,16.9,rare,6,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
410,IRR-UGA-2020-00410,Uganda,2020,4.63,subsistence,False,1151.0,23.5,rare,3,none,none,none,none,0.0,4.63,0.0,0.0,0,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,moderate_burden
411,IRR-KEN-2018-00411,Kenya,2018,2.34,subsistence,False,434.0,26.6,frequent,4,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
412,IRR-ETH-2020-00412,Ethiopia,2020,1.33,subsistence,False,1126.0,32.1,occasional,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
413,IRR-TAN-2024-00413,Tanzania,2024,1.62,subsistence,False,527.0,26.8,rare,7,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
414,IRR-ZAM-2020-00414,Zambia,2020,0.79,semi-commercial,False,896.0,29.3,frequent,7,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
415,IRR-UGA-2020-00415,Uganda,2020,3.31,semi-commercial,False,424.0,30.2,rare,4,none,none,none,none,0.0,3.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
416,IRR-ETH-2020-00416,Ethiopia,2020,0.48,semi-commercial,True,832.0,24.9,frequent,7,manual,river,electric,government,0.17,0.31,35.5,7.0,8,poor,34.0,3.0,False,0.0,True,303.0,633.0,51.5,156.0,0.88,79.5,60.9,24.9,25.0,14.0,as_needed,soil_moisture,horticulture,25.0,2.48,2,514.0,3028.0,False,False,False,0.0,20.8,poor,low,False,True,False,0.6,traditional,moderate_burden
417,IRR-GHA-2023-00417,Ghana,2023,3.67,subsistence,False,1046.0,22.5,occasional,2,none,none,none,none,0.0,3.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
418,IRR-GHA-2022-00418,Ghana,2022,0.93,semi-commercial,False,411.0,25.9,occasional,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
419,IRR-BUR-2018-00419,Burkina Faso,2018,0.38,subsistence,False,962.0,27.4,frequent,3,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
420,IRR-NIG-2020-00420,Nigeria,2020,2.51,semi-commercial,True,743.0,15.1,rare,3,surface,reservoir,diesel,private_company,1.44,1.07,57.3,68.0,15,excellent,1151.0,93.0,False,0.0,False,731.0,412.0,51.6,377.0,0.92,77.3,64.4,25.7,370.0,43.0,weekly,visual,vegetables,44.6,1.59,3,10526.0,7315.0,True,False,False,0.0,12.7,good,low,False,False,True,2.1,traditional,moderate_burden
421,IRR-KEN-2021-00421,Kenya,2021,4.0,subsistence,True,598.0,17.6,occasional,3,sprinkler,groundwater,diesel,government,1.29,2.71,32.3,45.0,0,excellent,1936.0,134.0,False,0.0,True,470.0,692.0,76.6,360.0,1.89,81.8,77.3,48.4,162.0,26.0,daily,visual,fruits,42.5,2.46,2,6066.0,4700.0,True,False,False,23.4,15.6,good,medium,False,False,True,2.3,modern,moderate_burden
422,IRR-ETH-2020-00422,Ethiopia,2020,1.39,semi-commercial,False,1012.0,16.3,rare,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
423,IRR-MAL-2022-00423,Mali,2022,2.78,subsistence,True,813.0,15.5,occasional,3,sprinkler,groundwater,manual,individual,2.3,0.48,82.6,86.0,11,good,3445.0,326.0,False,0.0,False,728.0,545.0,65.6,477.0,1.06,82.9,81.9,44.5,0.0,46.0,daily,visual,vegetables,44.0,2.0,2,16714.0,7278.0,False,False,False,40.9,0.0,good,medium,False,False,True,5.6,modern,moderate_burden
424,IRR-KEN-2024-00424,Kenya,2024,1.24,commercial,False,959.0,17.9,occasional,3,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
425,IRR-ETH-2023-00425,Ethiopia,2023,0.85,subsistence,False,1219.0,30.9,rare,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
426,IRR-UGA-2021-00426,Uganda,2021,0.79,subsistence,False,728.0,31.4,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
427,IRR-GHA-2024-00427,Ghana,2024,3.11,subsistence,False,926.0,18.7,rare,3,none,none,none,none,0.0,3.11,0.0,0.0,0,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,False,False,0.0,none,moderate_burden
428,IRR-MAL-2021-00428,Mali,2021,1.68,semi-commercial,False,597.0,31.4,rare,6,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
429,IRR-BUR-2022-00429,Burkina Faso,2022,1.67,semi-commercial,False,622.0,15.8,occasional,4,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
430,IRR-ETH-2021-00430,Ethiopia,2021,1.75,semi-commercial,False,1036.0,17.3,occasional,6,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
431,IRR-KEN-2019-00431,Kenya,2019,1.38,semi-commercial,False,784.0,33.8,rare,3,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
432,IRR-MAL-2019-00432,Malawi,2019,0.45,semi-commercial,False,827.0,31.2,rare,2,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
433,IRR-ETH-2019-00433,Ethiopia,2019,0.45,subsistence,False,985.0,25.6,occasional,5,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
434,IRR-KEN-2025-00434,Kenya,2025,2.36,semi-commercial,True,950.0,34.2,occasional,7,surface,river,solar,individual,1.17,1.19,49.7,56.0,17,fair,939.0,95.0,False,0.0,False,672.0,531.0,57.8,388.0,1.72,79.3,89.5,41.1,0.0,35.0,biweekly,visual,maize,56.7,2.0,1,7886.0,6715.0,False,False,False,0.0,20.7,poor,low,False,False,False,1.4,traditional,moderate_burden
435,IRR-TAN-2021-00435,Tanzania,2021,1.16,subsistence,False,1599.0,30.9,rare,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
436,IRR-KEN-2020-00436,Kenya,2020,0.42,semi-commercial,False,609.0,28.0,occasional,7,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
437,IRR-TAN-2018-00437,Tanzania,2018,1.99,subsistence,False,1212.0,27.2,frequent,4,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
438,IRR-TAN-2019-00438,Tanzania,2019,0.74,subsistence,False,1075.0,22.3,rare,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
439,IRR-GHA-2020-00439,Ghana,2020,1.02,subsistence,False,802.0,16.2,occasional,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
440,IRR-MAL-2023-00440,Mali,2023,0.95,subsistence,False,1214.0,34.0,frequent,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
441,IRR-MAL-2018-00441,Malawi,2018,0.59,semi-commercial,False,426.0,24.8,frequent,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
442,IRR-GHA-2024-00442,Ghana,2024,0.97,subsistence,False,869.0,20.5,occasional,4,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
443,IRR-MAL-2022-00443,Malawi,2022,4.11,semi-commercial,False,754.0,24.3,rare,4,none,none,none,none,0.0,4.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
444,IRR-MAL-2018-00444,Malawi,2018,0.61,subsistence,False,485.0,30.0,frequent,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
445,IRR-BUR-2022-00445,Burkina Faso,2022,0.43,semi-commercial,False,851.0,32.7,frequent,5,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
446,IRR-UGA-2021-00446,Uganda,2021,1.83,subsistence,False,733.0,17.3,frequent,5,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
447,IRR-GHA-2023-00447,Ghana,2023,1.83,semi-commercial,False,576.0,16.9,rare,2,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
448,IRR-ETH-2024-00448,Ethiopia,2024,1.02,subsistence,False,400.0,22.7,rare,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
449,IRR-BUR-2021-00449,Burkina Faso,2021,0.96,subsistence,False,743.0,22.1,occasional,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
450,IRR-MAL-2023-00450,Malawi,2023,0.27,subsistence,False,552.0,22.2,occasional,7,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
451,IRR-TAN-2024-00451,Tanzania,2024,2.0,subsistence,False,662.0,15.9,frequent,5,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
452,IRR-GHA-2024-00452,Ghana,2024,0.28,commercial,False,786.0,29.8,occasional,3,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
453,IRR-TAN-2018-00453,Tanzania,2018,0.92,subsistence,False,696.0,17.1,frequent,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
454,IRR-GHA-2024-00454,Ghana,2024,0.73,subsistence,False,870.0,21.8,occasional,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
455,IRR-GHA-2025-00455,Ghana,2025,1.09,semi-commercial,True,1077.0,20.8,rare,6,flood,river,wind,individual,0.6,0.49,54.8,20.0,10,fair,239.0,24.0,False,0.0,False,727.0,652.0,40.6,295.0,1.61,94.9,88.4,34.1,0.0,24.0,as_needed,calendar,maize,53.8,2.29,1,4351.0,7272.0,True,False,True,0.0,0.0,poor,low,False,False,False,0.8,traditional,moderate_burden
456,IRR-MAL-2022-00456,Malawi,2022,2.0,subsistence,False,842.0,27.3,occasional,6,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
457,IRR-BUR-2023-00457,Burkina Faso,2023,1.02,semi-commercial,True,662.0,20.7,occasional,6,manual,lake,solar,individual,0.98,0.04,95.8,35.0,5,good,196.0,24.0,False,0.0,True,306.0,485.0,57.1,175.0,1.18,87.0,87.5,43.4,0.0,78.0,daily,calendar,vegetables,47.9,1.81,2,2997.0,3063.0,True,False,False,0.0,4.7,good,low,False,False,False,0.8,traditional,moderate_burden
458,IRR-ZAM-2023-00458,Zambia,2023,2.08,subsistence,False,822.0,20.3,occasional,2,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
459,IRR-GHA-2019-00459,Ghana,2019,1.1,subsistence,False,482.0,23.4,frequent,5,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
460,IRR-UGA-2021-00460,Uganda,2021,0.44,semi-commercial,False,1123.0,20.7,occasional,7,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
461,IRR-UGA-2022-00461,Uganda,2022,1.46,semi-commercial,False,893.0,31.4,rare,4,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
462,IRR-NIG-2019-00462,Nigeria,2019,1.66,semi-commercial,False,1060.0,32.9,occasional,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
463,IRR-KEN-2018-00463,Kenya,2018,1.5,semi-commercial,False,848.0,34.5,occasional,5,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
464,IRR-ETH-2023-00464,Ethiopia,2023,1.52,subsistence,False,801.0,26.6,frequent,7,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
465,IRR-MAL-2019-00465,Mali,2019,4.82,subsistence,True,1112.0,32.3,occasional,2,sprinkler,reservoir,gravity,individual,2.71,2.11,56.2,113.0,4,fair,4064.0,604.0,False,0.0,True,586.0,616.0,70.8,415.0,1.82,79.9,75.0,42.5,0.0,54.0,daily,visual,maize,28.4,2.28,1,15868.0,5857.0,True,False,True,0.0,0.0,poor,medium,False,False,False,5.9,modern,moderate_burden
466,IRR-KEN-2025-00466,Kenya,2025,1.05,semi-commercial,False,1081.0,24.7,occasional,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
467,IRR-TAN-2023-00467,Tanzania,2023,1.41,subsistence,True,881.0,25.9,frequent,5,center_pivot,lake,solar,private_company,1.25,0.16,88.5,52.0,8,excellent,6247.0,549.0,False,0.0,False,532.0,613.0,86.4,459.0,1.32,71.2,82.8,51.0,0.0,12.0,daily,visual,cotton,33.3,1.63,2,6641.0,5316.0,True,False,False,0.0,20.7,good,high,True,True,False,26.6,traditional,moderate_burden
468,IRR-GHA-2020-00468,Ghana,2020,2.34,commercial,False,726.0,24.8,frequent,5,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
469,IRR-KEN-2018-00469,Kenya,2018,1.9,semi-commercial,False,400.0,17.1,frequent,6,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
470,IRR-NIG-2021-00470,Nigeria,2021,0.46,subsistence,False,941.0,21.9,rare,2,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
471,IRR-TAN-2021-00471,Tanzania,2021,3.21,semi-commercial,False,1102.0,27.0,rare,6,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
472,IRR-UGA-2018-00472,Uganda,2018,3.73,subsistence,False,1107.0,30.9,occasional,3,none,none,none,none,0.0,3.73,0.0,0.0,0,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,moderate_burden
473,IRR-ZAM-2022-00473,Zambia,2022,1.63,semi-commercial,False,847.0,16.2,rare,4,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
474,IRR-MAL-2023-00474,Malawi,2023,0.8,commercial,False,1158.0,24.3,occasional,3,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
475,IRR-NIG-2025-00475,Nigeria,2025,0.46,commercial,False,574.0,31.2,occasional,2,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
476,IRR-MAL-2020-00476,Malawi,2020,1.95,subsistence,False,837.0,20.5,frequent,5,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
477,IRR-BUR-2024-00477,Burkina Faso,2024,3.86,semi-commercial,True,1252.0,15.1,rare,3,surface,lake,diesel,individual,2.29,1.58,59.2,135.0,7,good,1830.0,137.0,False,0.0,False,304.0,460.0,53.5,162.0,2.28,82.3,64.7,28.5,556.0,69.0,biweekly,soil_moisture,vegetables,45.5,2.36,1,6944.0,3036.0,False,True,False,0.0,13.0,good,low,False,False,False,2.1,traditional,moderate_burden
478,IRR-MAL-2021-00478,Mali,2021,4.45,subsistence,False,751.0,15.2,occasional,7,none,none,none,none,0.0,4.45,0.0,0.0,0,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,moderate_burden
479,IRR-TAN-2025-00479,Tanzania,2025,1.38,subsistence,False,1413.0,25.3,rare,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
480,IRR-MAL-2022-00480,Mali,2022,0.53,semi-commercial,False,1108.0,30.4,occasional,2,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
481,IRR-KEN-2024-00481,Kenya,2024,2.66,semi-commercial,True,791.0,15.6,occasional,6,flood,groundwater,manual,government,1.94,0.72,73.0,68.0,7,fair,777.0,108.0,False,0.0,False,774.0,449.0,40.0,310.0,2.47,91.2,68.8,25.1,0.0,78.0,daily,calendar,vegetables,59.6,2.12,1,15040.0,7745.0,True,False,False,43.1,0.0,poor,low,False,False,False,1.0,traditional,moderate_burden
482,IRR-MAL-2025-00482,Mali,2025,2.57,semi-commercial,False,813.0,16.1,frequent,5,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
483,IRR-ZAM-2024-00483,Zambia,2024,1.52,semi-commercial,False,1080.0,31.7,frequent,5,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
484,IRR-MAL-2019-00484,Malawi,2019,0.47,subsistence,False,985.0,19.6,occasional,4,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
485,IRR-MAL-2018-00485,Malawi,2018,0.84,semi-commercial,False,1000.0,32.7,rare,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
486,IRR-MAL-2020-00486,Mali,2020,0.78,subsistence,False,906.0,23.8,rare,6,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
487,IRR-MAL-2020-00487,Mali,2020,0.89,subsistence,False,759.0,24.8,rare,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
488,IRR-GHA-2023-00488,Ghana,2023,0.99,semi-commercial,False,1356.0,26.3,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,moderate_burden
489,IRR-BUR-2024-00489,Burkina Faso,2024,1.67,commercial,True,831.0,31.9,rare,3,flood,groundwater,diesel,shared,1.41,0.27,84.1,50.0,16,good,563.0,57.0,True,183.0,False,636.0,504.0,40.2,255.0,1.8,88.2,90.0,31.9,389.0,56.0,as_needed,visual,maize,28.1,1.92,2,8948.0,6357.0,False,False,False,75.8,2.1,good,low,False,False,True,2.4,traditional,moderate_burden
490,IRR-GHA-2021-00490,Ghana,2021,1.04,semi-commercial,False,1061.0,28.1,rare,2,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
491,IRR-BUR-2022-00491,Burkina Faso,2022,7.83,semi-commercial,False,1059.0,19.3,occasional,6,none,none,none,none,0.0,7.83,0.0,0.0,0,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,moderate_burden
492,IRR-ETH-2023-00492,Ethiopia,2023,0.73,subsistence,True,1136.0,18.9,occasional,6,manual,groundwater,solar,private_company,0.61,0.12,84.1,29.0,3,fair,123.0,11.0,False,0.0,False,426.0,637.0,52.5,223.0,2.14,70.5,87.2,32.3,0.0,49.0,as_needed,soil_moisture,sugarcane,50.7,1.87,1,2610.0,4257.0,False,False,False,49.0,20.1,poor,low,False,False,False,0.7,traditional,moderate_burden
493,IRR-KEN-2021-00493,Kenya,2021,1.62,semi-commercial,False,1405.0,27.3,occasional,7,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
494,IRR-UGA-2020-00494,Uganda,2020,1.28,subsistence,False,1105.0,29.6,frequent,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
495,IRR-BUR-2022-00495,Burkina Faso,2022,2.7,commercial,False,1054.0,23.7,occasional,2,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
496,IRR-NIG-2021-00496,Nigeria,2021,1.86,subsistence,False,746.0,24.4,occasional,5,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
497,IRR-BUR-2022-00497,Burkina Faso,2022,1.39,subsistence,False,759.0,28.3,rare,7,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
498,IRR-MAL-2020-00498,Malawi,2020,0.45,commercial,False,764.0,16.8,frequent,4,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
499,IRR-ETH-2020-00499,Ethiopia,2020,1.21,commercial,False,625.0,23.0,occasional,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
500,IRR-BUR-2024-00500,Burkina Faso,2024,1.39,subsistence,False,1030.0,17.3,rare,7,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
501,IRR-ZAM-2021-00501,Zambia,2021,1.61,semi-commercial,True,1019.0,33.2,occasional,5,surface,rainwater_harvesting,solar,private_company,0.55,1.06,34.0,20.0,0,good,438.0,26.0,True,177.0,False,747.0,614.0,57.4,429.0,1.34,92.6,66.7,35.5,0.0,16.0,daily,visual,maize,28.1,1.85,1,4090.0,7472.0,False,True,False,0.0,2.9,good,low,False,False,False,1.9,traditional,moderate_burden
502,IRR-ZAM-2023-00502,Zambia,2023,0.87,commercial,False,1056.0,32.2,frequent,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
503,IRR-GHA-2020-00503,Ghana,2020,1.16,subsistence,False,1025.0,28.8,rare,4,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
504,IRR-NIG-2025-00504,Nigeria,2025,2.95,subsistence,False,1007.0,33.3,frequent,5,none,none,none,none,0.0,2.95,0.0,0.0,0,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,moderate_burden
505,IRR-MAL-2022-00505,Malawi,2022,0.35,subsistence,False,738.0,15.3,occasional,4,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
506,IRR-ZAM-2020-00506,Zambia,2020,2.51,subsistence,False,653.0,24.5,occasional,3,none,none,none,none,0.0,2.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
507,IRR-TAN-2020-00507,Tanzania,2020,3.68,semi-commercial,False,809.0,15.2,occasional,3,none,none,none,none,0.0,3.68,0.0,0.0,0,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,False,False,0.0,none,moderate_burden
508,IRR-ETH-2025-00508,Ethiopia,2025,0.82,subsistence,True,1037.0,19.7,rare,6,surface,river,gravity,government,0.47,0.34,58.1,25.0,14,good,379.0,26.0,False,0.0,False,502.0,427.0,52.9,265.0,1.79,93.7,75.8,37.6,0.0,14.0,weekly,calendar,vegetables,34.6,2.01,3,2380.0,5021.0,False,False,False,0.0,0.0,good,low,False,False,False,2.7,traditional,moderate_burden
509,IRR-UGA-2024-00509,Uganda,2024,0.79,commercial,True,896.0,31.0,rare,3,drip,rainwater_harvesting,solar,cooperative,0.27,0.51,34.9,9.0,18,poor,687.0,59.0,False,0.0,False,357.0,628.0,95.0,339.0,1.35,82.6,77.9,61.1,0.0,4.0,biweekly,calendar,fruits,57.6,2.48,2,980.0,3568.0,False,False,False,0.0,24.3,poor,high,True,False,False,3.0,modern,moderate_burden
510,IRR-NIG-2024-00510,Nigeria,2024,1.47,semi-commercial,False,444.0,26.3,occasional,4,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
511,IRR-NIG-2021-00511,Nigeria,2021,1.06,subsistence,True,966.0,19.0,occasional,4,flood,river,manual,cooperative,0.59,0.46,56.3,33.0,17,fair,238.0,13.0,False,0.0,False,552.0,535.0,42.1,232.0,1.89,75.2,65.5,20.7,0.0,24.0,weekly,calendar,cotton,30.5,1.29,3,3280.0,5516.0,False,True,True,0.0,0.0,poor,low,True,False,False,1.5,traditional,moderate_burden
512,IRR-NIG-2019-00512,Nigeria,2019,2.25,subsistence,False,1240.0,18.5,rare,2,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
513,IRR-GHA-2019-00513,Ghana,2019,1.29,subsistence,False,914.0,15.5,rare,2,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
514,IRR-BUR-2021-00514,Burkina Faso,2021,1.01,subsistence,False,522.0,24.9,occasional,2,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
515,IRR-ZAM-2024-00515,Zambia,2024,0.29,subsistence,False,467.0,31.5,rare,6,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
516,IRR-TAN-2021-00516,Tanzania,2021,1.55,commercial,False,663.0,20.5,frequent,6,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
517,IRR-UGA-2020-00517,Uganda,2020,1.81,semi-commercial,False,1269.0,23.1,frequent,3,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
518,IRR-MAL-2022-00518,Mali,2022,3.16,semi-commercial,False,697.0,22.5,rare,6,none,none,none,none,0.0,3.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
519,IRR-ETH-2021-00519,Ethiopia,2021,1.98,semi-commercial,False,887.0,23.7,rare,3,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
520,IRR-BUR-2020-00520,Burkina Faso,2020,1.18,commercial,False,562.0,31.8,rare,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
521,IRR-ETH-2022-00521,Ethiopia,2022,2.91,semi-commercial,True,615.0,17.5,occasional,6,flood,groundwater,gravity,private_company,1.46,1.44,50.4,60.0,7,excellent,585.0,44.0,False,0.0,False,607.0,447.0,45.5,276.0,0.88,94.5,71.7,30.8,0.0,59.0,weekly,calendar,vegetables,24.3,1.41,1,8880.0,6067.0,True,False,False,47.7,0.0,good,low,True,False,True,1.7,traditional,moderate_burden
522,IRR-MAL-2022-00522,Mali,2022,1.27,semi-commercial,False,1082.0,27.5,occasional,6,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
523,IRR-ETH-2024-00523,Ethiopia,2024,2.41,subsistence,False,1028.0,22.1,occasional,2,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
524,IRR-ETH-2022-00524,Ethiopia,2022,1.04,semi-commercial,False,968.0,18.1,frequent,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
525,IRR-GHA-2019-00525,Ghana,2019,5.16,commercial,False,1644.0,21.0,occasional,6,none,none,none,none,0.0,5.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
526,IRR-UGA-2025-00526,Uganda,2025,0.41,subsistence,False,996.0,28.6,frequent,7,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
527,IRR-UGA-2018-00527,Uganda,2018,0.62,semi-commercial,False,905.0,22.1,frequent,7,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
528,IRR-NIG-2023-00528,Nigeria,2023,1.7,semi-commercial,False,1045.0,33.0,rare,5,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
529,IRR-MAL-2022-00529,Malawi,2022,3.29,semi-commercial,False,991.0,15.1,rare,3,none,none,none,none,0.0,3.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
530,IRR-ETH-2022-00530,Ethiopia,2022,0.73,semi-commercial,False,1042.0,20.6,rare,3,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
531,IRR-KEN-2019-00531,Kenya,2019,1.47,semi-commercial,False,936.0,30.6,rare,2,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
532,IRR-ZAM-2025-00532,Zambia,2025,0.2,semi-commercial,True,1028.0,28.5,occasional,4,surface,river,solar,shared,0.17,0.03,86.7,10.0,16,fair,140.0,14.0,False,0.0,False,616.0,587.0,50.2,309.0,1.11,94.7,88.2,41.9,0.0,5.0,as_needed,calendar,horticulture,23.7,1.58,1,1075.0,6162.0,False,False,False,0.0,17.8,poor,low,False,False,False,5.9,traditional,moderate_burden
533,IRR-UGA-2022-00533,Uganda,2022,1.04,commercial,False,1016.0,27.6,occasional,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
534,IRR-KEN-2021-00534,Kenya,2021,1.92,subsistence,False,1025.0,19.0,occasional,4,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
535,IRR-UGA-2021-00535,Uganda,2021,1.01,semi-commercial,False,788.0,26.2,frequent,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
536,IRR-UGA-2024-00536,Uganda,2024,1.87,subsistence,False,1046.0,34.1,frequent,7,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
537,IRR-NIG-2018-00537,Nigeria,2018,1.34,subsistence,False,656.0,28.4,occasional,7,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
538,IRR-MAL-2022-00538,Mali,2022,0.66,subsistence,False,832.0,29.8,occasional,2,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
539,IRR-BUR-2025-00539,Burkina Faso,2025,0.83,commercial,False,407.0,22.5,frequent,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
540,IRR-MAL-2025-00540,Malawi,2025,3.2,semi-commercial,True,1253.0,30.5,rare,3,flood,river,diesel,individual,1.14,2.07,35.5,54.0,14,good,454.0,38.0,False,0.0,False,339.0,521.0,43.9,149.0,2.36,93.1,76.7,31.3,291.0,45.0,daily,calendar,rice,28.1,2.24,1,3852.0,3391.0,True,False,False,0.0,11.3,good,low,False,False,False,1.0,traditional,moderate_burden
541,IRR-ZAM-2020-00541,Zambia,2020,1.6,semi-commercial,False,1061.0,22.4,rare,6,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
542,IRR-MAL-2020-00542,Malawi,2020,0.67,semi-commercial,True,724.0,25.0,occasional,5,sprinkler,wetland,solar,individual,0.58,0.1,85.5,29.0,11,fair,865.0,99.0,False,0.0,True,439.0,528.0,72.4,318.0,2.42,91.6,84.4,56.0,0.0,12.0,as_needed,soil_moisture,rice,25.3,2.46,2,2530.0,4390.0,True,True,False,0.0,23.7,poor,medium,False,False,False,10.1,modern,moderate_burden
543,IRR-TAN-2024-00543,Tanzania,2024,2.48,commercial,False,1159.0,20.1,occasional,4,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
544,IRR-MAL-2021-00544,Malawi,2021,0.46,subsistence,True,874.0,18.7,occasional,3,drip,reservoir,electric,shared,0.15,0.3,33.6,7.0,1,good,384.0,25.0,True,190.0,True,634.0,487.0,78.3,497.0,1.11,80.1,89.8,56.4,8.0,2.0,weekly,weather_based,horticulture,30.1,2.05,1,975.0,6344.0,False,True,False,0.0,17.2,good,high,True,False,True,5.6,modern,moderate_burden
545,IRR-ZAM-2018-00545,Zambia,2018,0.45,semi-commercial,False,400.0,25.5,frequent,7,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
546,IRR-KEN-2018-00546,Kenya,2018,0.84,semi-commercial,False,525.0,17.2,rare,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
547,IRR-KEN-2022-00547,Kenya,2022,1.17,subsistence,False,449.0,31.9,rare,7,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
548,IRR-GHA-2021-00548,Ghana,2021,0.67,subsistence,False,1344.0,19.6,frequent,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
549,IRR-ZAM-2025-00549,Zambia,2025,1.87,semi-commercial,True,900.0,22.5,frequent,4,surface,rainwater_harvesting,electric,individual,0.99,0.89,52.6,50.0,7,good,789.0,104.0,False,0.0,False,624.0,533.0,56.3,351.0,1.83,79.1,61.9,27.6,110.0,30.0,biweekly,visual,cotton,42.6,1.88,3,6150.0,6239.0,True,False,False,0.0,23.4,good,low,False,True,False,2.0,traditional,moderate_burden
550,IRR-MAL-2022-00550,Mali,2022,1.49,subsistence,False,1249.0,20.3,occasional,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
551,IRR-GHA-2021-00551,Ghana,2021,1.59,semi-commercial,False,690.0,18.3,rare,7,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
552,IRR-TAN-2019-00552,Tanzania,2019,1.87,semi-commercial,False,1037.0,15.7,occasional,5,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
553,IRR-ZAM-2020-00553,Zambia,2020,1.75,semi-commercial,True,559.0,18.0,occasional,4,flood,reservoir,electric,individual,0.74,1.01,42.3,28.0,2,good,296.0,38.0,False,0.0,False,347.0,536.0,49.0,170.0,1.97,72.4,73.4,26.1,99.0,30.0,biweekly,calendar,rice,57.9,2.49,1,2564.0,3466.0,False,True,False,0.0,16.8,good,low,False,False,True,0.6,traditional,moderate_burden
554,IRR-GHA-2023-00554,Ghana,2023,0.66,semi-commercial,False,1239.0,29.3,rare,2,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
555,IRR-BUR-2019-00555,Burkina Faso,2019,2.02,semi-commercial,False,917.0,17.9,frequent,7,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
556,IRR-MAL-2019-00556,Mali,2019,2.3,semi-commercial,False,746.0,16.2,occasional,5,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
557,IRR-KEN-2018-00557,Kenya,2018,1.83,subsistence,False,1026.0,30.0,occasional,2,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
558,IRR-GHA-2018-00558,Ghana,2018,2.99,subsistence,False,449.0,16.7,frequent,5,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
559,IRR-MAL-2021-00559,Malawi,2021,1.16,semi-commercial,False,1034.0,20.0,occasional,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
560,IRR-MAL-2021-00560,Malawi,2021,0.45,subsistence,False,1011.0,18.6,occasional,7,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
561,IRR-UGA-2022-00561,Uganda,2022,2.28,commercial,False,746.0,31.5,occasional,2,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
562,IRR-ZAM-2018-00562,Zambia,2018,1.42,semi-commercial,False,486.0,30.4,occasional,3,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
563,IRR-GHA-2023-00563,Ghana,2023,2.5,subsistence,False,785.0,21.4,frequent,4,none,none,none,none,0.0,2.5,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
564,IRR-GHA-2024-00564,Ghana,2024,1.43,semi-commercial,False,1107.0,23.5,frequent,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
565,IRR-MAL-2023-00565,Mali,2023,2.32,semi-commercial,False,1051.0,20.4,occasional,3,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
566,IRR-UGA-2019-00566,Uganda,2019,1.32,subsistence,False,540.0,25.6,occasional,6,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
567,IRR-ZAM-2023-00567,Zambia,2023,1.98,semi-commercial,True,400.0,20.7,occasional,4,surface,groundwater,solar,individual,0.9,1.08,45.6,52.0,13,fair,721.0,69.0,False,0.0,True,767.0,687.0,57.1,438.0,2.33,90.6,73.1,37.8,0.0,27.0,weekly,calendar,fruits,28.4,2.28,3,6913.0,7675.0,False,False,True,6.1,4.2,poor,low,False,False,False,2.6,traditional,moderate_burden
568,IRR-ZAM-2020-00568,Zambia,2020,2.61,semi-commercial,False,1173.0,26.7,occasional,6,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
569,IRR-MAL-2023-00569,Mali,2023,0.67,subsistence,False,814.0,17.0,occasional,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
570,IRR-MAL-2020-00570,Mali,2020,1.6,subsistence,False,1017.0,33.0,occasional,5,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
571,IRR-MAL-2018-00571,Malawi,2018,1.83,subsistence,False,617.0,20.8,occasional,3,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
572,IRR-GHA-2023-00572,Ghana,2023,2.88,subsistence,False,1011.0,32.9,occasional,4,none,none,none,none,0.0,2.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
573,IRR-NIG-2019-00573,Nigeria,2019,1.87,subsistence,False,808.0,23.3,rare,7,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
574,IRR-GHA-2021-00574,Ghana,2021,3.16,subsistence,False,641.0,32.9,frequent,7,none,none,none,none,0.0,3.16,0.0,0.0,0,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,moderate_burden
575,IRR-ZAM-2023-00575,Zambia,2023,1.77,subsistence,False,864.0,28.2,occasional,5,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
576,IRR-MAL-2021-00576,Mali,2021,0.75,semi-commercial,False,604.0,26.1,rare,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
577,IRR-KEN-2023-00577,Kenya,2023,1.65,semi-commercial,False,828.0,30.5,occasional,2,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
578,IRR-NIG-2024-00578,Nigeria,2024,0.91,subsistence,False,1033.0,18.4,frequent,7,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
579,IRR-TAN-2018-00579,Tanzania,2018,0.86,subsistence,False,1067.0,27.2,occasional,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
580,IRR-BUR-2022-00580,Burkina Faso,2022,1.94,semi-commercial,True,1041.0,19.1,rare,4,sprinkler,groundwater,electric,shared,1.07,0.87,55.3,55.0,13,good,1608.0,90.0,True,540.0,False,799.0,501.0,80.0,639.0,1.14,85.6,67.3,46.1,62.0,21.0,biweekly,visual,vegetables,20.0,2.06,1,8568.0,7993.0,False,False,False,53.5,7.4,good,medium,False,False,True,8.3,modern,moderate_burden
581,IRR-MAL-2019-00581,Mali,2019,2.76,semi-commercial,False,757.0,30.1,frequent,2,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
582,IRR-UGA-2019-00582,Uganda,2019,0.99,semi-commercial,True,1367.0,21.2,rare,7,drip,reservoir,electric,government,0.33,0.66,33.3,19.0,14,fair,824.0,82.0,False,0.0,False,610.0,418.0,77.5,473.0,0.91,83.9,86.8,56.4,20.0,5.0,weekly,visual,rice,39.9,1.48,1,2010.0,6100.0,False,True,False,0.0,18.6,poor,high,False,False,False,4.2,modern,moderate_burden
583,IRR-KEN-2024-00583,Kenya,2024,0.55,subsistence,False,764.0,17.1,occasional,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
584,IRR-KEN-2021-00584,Kenya,2021,0.87,subsistence,False,950.0,32.0,occasional,7,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
585,IRR-MAL-2019-00585,Malawi,2019,0.57,subsistence,False,569.0,18.0,frequent,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
586,IRR-MAL-2023-00586,Mali,2023,8.78,subsistence,False,961.0,31.2,occasional,4,none,none,none,none,0.0,8.78,0.0,0.0,0,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,moderate_burden
587,IRR-ETH-2024-00587,Ethiopia,2024,1.56,subsistence,True,761.0,33.4,rare,4,surface,rainwater_harvesting,solar,shared,0.85,0.72,54.3,41.0,5,good,679.0,48.0,False,0.0,False,670.0,657.0,49.8,333.0,1.77,87.5,61.7,26.8,0.0,25.0,as_needed,soil_moisture,fruits,59.3,2.27,1,5690.0,6703.0,True,False,True,0.0,14.5,good,low,False,False,False,1.5,traditional,moderate_burden
588,IRR-TAN-2018-00588,Tanzania,2018,0.56,semi-commercial,False,1101.0,24.7,frequent,4,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
589,IRR-BUR-2025-00589,Burkina Faso,2025,1.25,subsistence,False,1061.0,26.1,occasional,6,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
590,IRR-ETH-2025-00590,Ethiopia,2025,1.81,commercial,False,400.0,27.9,occasional,7,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
591,IRR-ETH-2025-00591,Ethiopia,2025,1.71,semi-commercial,False,560.0,34.7,frequent,6,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
592,IRR-ETH-2023-00592,Ethiopia,2023,1.68,semi-commercial,False,657.0,19.2,rare,2,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
593,IRR-MAL-2019-00593,Mali,2019,1.93,subsistence,False,1100.0,16.3,occasional,7,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
594,IRR-NIG-2019-00594,Nigeria,2019,1.28,semi-commercial,False,717.0,22.7,occasional,5,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
595,IRR-MAL-2025-00595,Mali,2025,1.15,commercial,False,932.0,29.1,occasional,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
596,IRR-MAL-2020-00596,Malawi,2020,0.85,commercial,False,666.0,25.3,frequent,6,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
597,IRR-MAL-2024-00597,Malawi,2024,2.71,subsistence,False,1175.0,15.4,occasional,5,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
598,IRR-MAL-2022-00598,Mali,2022,9.06,semi-commercial,False,696.0,32.6,occasional,4,none,none,none,none,0.0,9.06,0.0,0.0,0,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,moderate_burden
599,IRR-BUR-2023-00599,Burkina Faso,2023,3.04,semi-commercial,True,907.0,21.6,rare,6,drip,reservoir,electric,individual,1.69,1.35,55.7,78.0,5,fair,4229.0,399.0,True,1733.0,False,702.0,604.0,92.9,653.0,1.39,85.7,81.1,64.6,129.0,25.0,as_needed,soil_moisture,vegetables,20.4,2.12,2,11878.0,7022.0,False,True,False,0.0,21.5,poor,high,False,False,False,13.6,modern,moderate_burden
600,IRR-GHA-2024-00600,Ghana,2024,1.71,semi-commercial,False,916.0,34.0,rare,6,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
601,IRR-GHA-2019-00601,Ghana,2019,1.09,subsistence,False,1283.0,26.5,occasional,7,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
602,IRR-TAN-2022-00602,Tanzania,2022,3.34,subsistence,False,837.0,22.4,rare,2,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
603,IRR-ETH-2025-00603,Ethiopia,2025,0.41,semi-commercial,False,1085.0,31.7,frequent,4,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
604,IRR-BUR-2024-00604,Burkina Faso,2024,0.55,semi-commercial,False,890.0,27.6,frequent,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
605,IRR-BUR-2021-00605,Burkina Faso,2021,0.8,subsistence,False,1208.0,32.6,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
606,IRR-BUR-2021-00606,Burkina Faso,2021,3.97,semi-commercial,False,1177.0,16.6,occasional,3,none,none,none,none,0.0,3.97,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
607,IRR-ETH-2025-00607,Ethiopia,2025,0.36,subsistence,False,982.0,20.0,rare,6,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
608,IRR-GHA-2020-00608,Ghana,2020,2.58,subsistence,False,1241.0,32.0,occasional,2,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
609,IRR-NIG-2025-00609,Nigeria,2025,1.05,semi-commercial,False,979.0,26.1,occasional,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
610,IRR-ETH-2018-00610,Ethiopia,2018,0.3,subsistence,False,912.0,26.0,rare,2,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
611,IRR-ZAM-2020-00611,Zambia,2020,0.83,subsistence,False,949.0,19.4,occasional,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
612,IRR-UGA-2022-00612,Uganda,2022,0.37,semi-commercial,True,1158.0,31.6,rare,7,drip,river,electric,cooperative,0.33,0.04,88.7,19.0,18,fair,822.0,122.0,False,0.0,True,439.0,406.0,77.5,340.0,1.5,87.4,94.5,64.0,37.0,5.0,weekly,soil_moisture,vegetables,24.9,1.43,2,1445.0,4394.0,False,False,False,0.0,2.3,poor,high,True,False,False,17.8,modern,moderate_burden
613,IRR-KEN-2021-00613,Kenya,2021,1.0,subsistence,False,1522.0,18.2,frequent,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
614,IRR-ETH-2024-00614,Ethiopia,2024,0.58,semi-commercial,True,623.0,27.1,rare,4,flood,groundwater,electric,individual,0.56,0.02,96.8,27.0,9,excellent,225.0,28.0,False,0.0,True,392.0,449.0,48.2,189.0,2.44,93.8,85.5,38.6,64.0,23.0,weekly,soil_moisture,maize,39.4,1.68,1,2208.0,3924.0,True,False,False,6.6,10.0,good,low,False,False,True,2.0,traditional,moderate_burden
615,IRR-MAL-2022-00615,Mali,2022,1.75,commercial,False,839.0,32.4,occasional,6,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
616,IRR-MAL-2024-00616,Malawi,2024,2.32,commercial,False,544.0,29.1,occasional,7,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
617,IRR-TAN-2022-00617,Tanzania,2022,0.38,subsistence,False,1020.0,18.1,occasional,6,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
618,IRR-ZAM-2018-00618,Zambia,2018,2.92,subsistence,False,943.0,34.0,frequent,5,none,none,none,none,0.0,2.92,0.0,0.0,0,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,moderate_burden
619,IRR-ETH-2019-00619,Ethiopia,2019,0.6,subsistence,False,1281.0,26.0,occasional,3,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
620,IRR-NIG-2020-00620,Nigeria,2020,3.52,semi-commercial,False,906.0,27.8,occasional,7,none,none,none,none,0.0,3.52,0.0,0.0,0,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,moderate_burden
621,IRR-KEN-2024-00621,Kenya,2024,2.01,semi-commercial,False,903.0,16.5,frequent,2,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
622,IRR-GHA-2019-00622,Ghana,2019,0.89,semi-commercial,False,709.0,32.4,occasional,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
623,IRR-ZAM-2018-00623,Zambia,2018,2.5,semi-commercial,False,1019.0,20.7,frequent,4,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
624,IRR-MAL-2024-00624,Mali,2024,0.36,subsistence,False,782.0,23.3,rare,5,none,none,none,none,0.0,0.36,0.0,0.0,0,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,moderate_burden
625,IRR-BUR-2021-00625,Burkina Faso,2021,0.83,subsistence,False,710.0,32.0,frequent,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
626,IRR-GHA-2021-00626,Ghana,2021,0.62,subsistence,False,423.0,25.9,occasional,3,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
627,IRR-MAL-2021-00627,Mali,2021,1.13,subsistence,False,1167.0,18.6,rare,7,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
628,IRR-MAL-2018-00628,Malawi,2018,5.31,commercial,False,1121.0,26.9,occasional,3,none,none,none,none,0.0,5.31,0.0,0.0,0,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,moderate_burden
629,IRR-ZAM-2018-00629,Zambia,2018,4.63,semi-commercial,False,1022.0,15.2,frequent,4,none,none,none,none,0.0,4.63,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
630,IRR-ZAM-2022-00630,Zambia,2022,0.43,subsistence,False,682.0,17.5,frequent,2,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
631,IRR-MAL-2021-00631,Mali,2021,0.68,semi-commercial,False,575.0,16.3,occasional,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
632,IRR-KEN-2021-00632,Kenya,2021,2.73,semi-commercial,False,707.0,28.9,occasional,6,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
633,IRR-KEN-2025-00633,Kenya,2025,1.74,semi-commercial,False,1011.0,18.2,occasional,3,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
634,IRR-MAL-2021-00634,Malawi,2021,0.86,semi-commercial,False,836.0,21.7,frequent,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
635,IRR-KEN-2025-00635,Kenya,2025,1.18,commercial,False,553.0,20.1,occasional,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
636,IRR-TAN-2023-00636,Tanzania,2023,0.95,subsistence,False,880.0,28.1,rare,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
637,IRR-MAL-2023-00637,Malawi,2023,0.65,subsistence,False,787.0,31.4,rare,7,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
638,IRR-NIG-2023-00638,Nigeria,2023,4.98,semi-commercial,False,872.0,34.1,occasional,6,none,none,none,none,0.0,4.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
639,IRR-GHA-2021-00639,Ghana,2021,0.38,commercial,False,1074.0,21.1,rare,6,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
640,IRR-TAN-2022-00640,Tanzania,2022,2.23,subsistence,False,471.0,28.0,occasional,3,none,none,none,none,0.0,2.23,0.0,0.0,0,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,moderate_burden
641,IRR-TAN-2019-00641,Tanzania,2019,0.54,semi-commercial,False,730.0,28.8,frequent,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
642,IRR-ETH-2019-00642,Ethiopia,2019,3.79,subsistence,False,800.0,31.7,frequent,7,none,none,none,none,0.0,3.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
643,IRR-GHA-2024-00643,Ghana,2024,2.04,semi-commercial,False,1369.0,22.2,occasional,3,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
644,IRR-TAN-2024-00644,Tanzania,2024,1.55,semi-commercial,False,1129.0,33.4,occasional,5,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
645,IRR-MAL-2024-00645,Malawi,2024,0.37,subsistence,False,679.0,17.2,occasional,4,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
646,IRR-BUR-2018-00646,Burkina Faso,2018,0.85,subsistence,False,1750.0,28.6,occasional,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
647,IRR-ETH-2025-00647,Ethiopia,2025,0.73,subsistence,False,1193.0,27.5,occasional,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
648,IRR-MAL-2025-00648,Malawi,2025,1.3,subsistence,False,1051.0,25.3,occasional,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
649,IRR-ZAM-2022-00649,Zambia,2022,1.94,semi-commercial,False,935.0,31.4,frequent,3,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
650,IRR-KEN-2024-00650,Kenya,2024,1.21,subsistence,False,1125.0,30.0,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,moderate_burden
651,IRR-TAN-2018-00651,Tanzania,2018,0.51,semi-commercial,False,620.0,33.4,frequent,4,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
652,IRR-ZAM-2020-00652,Zambia,2020,1.87,subsistence,False,400.0,28.9,occasional,3,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
653,IRR-TAN-2024-00653,Tanzania,2024,0.71,subsistence,False,1231.0,33.1,occasional,5,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
654,IRR-BUR-2022-00654,Burkina Faso,2022,0.66,subsistence,False,857.0,24.3,rare,4,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
655,IRR-MAL-2025-00655,Mali,2025,1.48,semi-commercial,False,847.0,26.6,rare,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
656,IRR-MAL-2024-00656,Malawi,2024,1.3,semi-commercial,False,1074.0,32.5,rare,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
657,IRR-TAN-2020-00657,Tanzania,2020,1.1,subsistence,False,842.0,34.8,frequent,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
658,IRR-MAL-2025-00658,Mali,2025,2.88,commercial,False,1467.0,21.9,occasional,7,none,none,none,none,0.0,2.88,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
659,IRR-NIG-2019-00659,Nigeria,2019,1.26,semi-commercial,False,951.0,27.2,occasional,2,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
660,IRR-MAL-2023-00660,Mali,2023,0.39,subsistence,False,654.0,19.0,rare,3,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
661,IRR-UGA-2018-00661,Uganda,2018,0.76,subsistence,False,479.0,23.7,occasional,4,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
662,IRR-ETH-2020-00662,Ethiopia,2020,1.64,subsistence,True,858.0,15.6,rare,4,flood,groundwater,gravity,individual,0.58,1.06,35.4,30.0,8,fair,232.0,14.0,True,128.0,True,584.0,570.0,44.5,260.0,2.2,80.6,72.8,26.1,0.0,23.0,weekly,weather_based,cotton,42.3,1.95,1,3385.0,5836.0,True,False,True,26.7,0.0,poor,low,False,False,False,0.7,traditional,moderate_burden
663,IRR-TAN-2022-00663,Tanzania,2022,2.9,subsistence,False,1100.0,30.8,rare,5,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
664,IRR-TAN-2021-00664,Tanzania,2021,4.65,subsistence,False,572.0,34.6,frequent,5,none,none,none,none,0.0,4.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
665,IRR-UGA-2024-00665,Uganda,2024,1.73,subsistence,False,923.0,34.2,frequent,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
666,IRR-KEN-2024-00666,Kenya,2024,0.73,semi-commercial,False,698.0,29.8,rare,6,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
667,IRR-KEN-2022-00667,Kenya,2022,2.23,semi-commercial,False,671.0,17.8,occasional,4,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
668,IRR-ZAM-2023-00668,Zambia,2023,0.47,subsistence,False,1552.0,19.0,rare,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
669,IRR-MAL-2024-00669,Mali,2024,0.98,subsistence,False,789.0,21.3,occasional,3,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
670,IRR-BUR-2020-00670,Burkina Faso,2020,1.17,subsistence,False,680.0,18.2,occasional,5,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
671,IRR-GHA-2025-00671,Ghana,2025,1.41,semi-commercial,True,757.0,15.9,rare,5,drip,rainwater_harvesting,diesel,individual,0.7,0.72,49.2,37.0,6,excellent,1738.0,136.0,False,0.0,False,377.0,569.0,94.0,354.0,1.31,91.7,95.0,81.9,111.0,10.0,daily,calendar,vegetables,43.5,1.95,1,2618.0,3766.0,True,True,False,0.0,2.6,good,high,False,False,False,5.7,modern,moderate_burden
672,IRR-KEN-2022-00672,Kenya,2022,2.35,subsistence,False,888.0,24.7,occasional,4,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
673,IRR-UGA-2020-00673,Uganda,2020,3.94,semi-commercial,False,522.0,25.9,rare,2,none,none,none,none,0.0,3.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
674,IRR-NIG-2019-00674,Nigeria,2019,0.32,semi-commercial,False,782.0,26.3,rare,7,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
675,IRR-MAL-2021-00675,Mali,2021,2.3,commercial,False,977.0,23.7,frequent,4,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
676,IRR-ETH-2023-00676,Ethiopia,2023,0.69,semi-commercial,False,1049.0,21.6,occasional,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
677,IRR-KEN-2023-00677,Kenya,2023,4.18,subsistence,False,1049.0,21.4,rare,4,none,none,none,none,0.0,4.18,0.0,0.0,0,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,moderate_burden
678,IRR-GHA-2024-00678,Ghana,2024,1.19,commercial,True,766.0,26.4,frequent,3,flood,groundwater,diesel,individual,0.5,0.69,41.9,16.0,17,excellent,199.0,11.0,False,0.0,True,349.0,537.0,48.4,169.0,1.18,70.0,83.4,28.3,63.0,20.0,biweekly,visual,vegetables,29.4,2.11,3,1735.0,3495.0,False,True,False,66.4,20.0,good,low,True,True,True,1.1,traditional,moderate_burden
679,IRR-ZAM-2018-00679,Zambia,2018,0.74,subsistence,False,685.0,28.1,frequent,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
680,IRR-GHA-2018-00680,Ghana,2018,0.35,semi-commercial,False,779.0,23.8,frequent,3,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
681,IRR-UGA-2023-00681,Uganda,2023,1.62,semi-commercial,False,782.0,18.4,rare,6,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
682,IRR-ZAM-2018-00682,Zambia,2018,0.69,commercial,False,1108.0,20.0,occasional,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
683,IRR-ETH-2021-00683,Ethiopia,2021,3.07,subsistence,False,886.0,29.0,occasional,7,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
684,IRR-GHA-2018-00684,Ghana,2018,0.78,subsistence,False,872.0,31.1,rare,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
685,IRR-ETH-2025-00685,Ethiopia,2025,1.11,subsistence,False,1010.0,26.7,rare,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
686,IRR-BUR-2020-00686,Burkina Faso,2020,0.4,semi-commercial,False,1366.0,33.1,frequent,7,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
687,IRR-NIG-2025-00687,Nigeria,2025,1.4,subsistence,False,946.0,19.5,occasional,2,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
688,IRR-GHA-2022-00688,Ghana,2022,0.83,semi-commercial,False,1079.0,19.7,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
689,IRR-ZAM-2024-00689,Zambia,2024,1.92,semi-commercial,False,1294.0,27.9,frequent,2,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
690,IRR-ZAM-2018-00690,Zambia,2018,0.76,subsistence,False,977.0,24.8,occasional,3,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
691,IRR-BUR-2022-00691,Burkina Faso,2022,1.73,commercial,True,791.0,33.7,rare,6,surface,reservoir,manual,shared,0.54,1.19,31.4,22.0,3,good,435.0,51.0,True,168.0,False,618.0,676.0,57.2,354.0,2.28,80.3,84.0,38.6,0.0,16.0,as_needed,calendar,rice,46.5,1.3,2,3363.0,6182.0,False,False,False,0.0,0.0,good,low,True,False,True,1.1,traditional,moderate_burden
692,IRR-ZAM-2025-00692,Zambia,2025,1.55,subsistence,False,661.0,28.7,frequent,2,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
693,IRR-GHA-2021-00693,Ghana,2021,0.91,subsistence,False,1302.0,19.8,rare,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
694,IRR-BUR-2022-00694,Burkina Faso,2022,2.73,subsistence,False,960.0,23.6,frequent,6,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
695,IRR-NIG-2020-00695,Nigeria,2020,1.04,semi-commercial,False,910.0,16.2,occasional,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
696,IRR-GHA-2020-00696,Ghana,2020,0.36,semi-commercial,False,1107.0,16.7,occasional,3,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
697,IRR-BUR-2020-00697,Burkina Faso,2020,2.02,subsistence,False,1215.0,16.9,occasional,3,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
698,IRR-UGA-2025-00698,Uganda,2025,4.93,semi-commercial,False,400.0,30.6,rare,5,none,none,none,none,0.0,4.93,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
699,IRR-MAL-2018-00699,Mali,2018,0.52,semi-commercial,False,888.0,31.3,rare,3,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
700,IRR-TAN-2025-00700,Tanzania,2025,0.83,subsistence,False,1201.0,17.5,occasional,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
701,IRR-ETH-2023-00701,Ethiopia,2023,1.15,semi-commercial,False,784.0,16.1,rare,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
702,IRR-GHA-2022-00702,Ghana,2022,1.01,commercial,False,725.0,21.1,frequent,2,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
703,IRR-UGA-2022-00703,Uganda,2022,0.3,subsistence,False,681.0,27.6,frequent,7,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
704,IRR-MAL-2025-00704,Mali,2025,0.22,semi-commercial,False,931.0,16.3,frequent,4,none,none,none,none,0.0,0.22,0.0,0.0,0,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,moderate_burden
705,IRR-NIG-2019-00705,Nigeria,2019,1.09,subsistence,False,1249.0,21.7,frequent,7,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
706,IRR-MAL-2024-00706,Mali,2024,0.9,commercial,True,820.0,22.4,rare,5,drip,lake,gravity,government,0.35,0.55,39.3,16.0,13,poor,884.0,76.0,True,467.0,True,708.0,475.0,95.0,672.0,0.97,74.3,78.4,55.3,0.0,5.0,weekly,weather_based,cotton,44.0,2.16,1,2501.0,7075.0,False,False,False,0.0,0.0,poor,high,True,False,False,4.5,modern,moderate_burden
707,IRR-MAL-2022-00707,Mali,2022,0.73,semi-commercial,False,902.0,16.8,frequent,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
708,IRR-BUR-2019-00708,Burkina Faso,2019,1.01,commercial,False,1082.0,28.9,rare,3,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
709,IRR-UGA-2020-00709,Uganda,2020,0.72,subsistence,False,1269.0,23.5,rare,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
710,IRR-GHA-2019-00710,Ghana,2019,1.2,semi-commercial,False,1249.0,18.8,frequent,3,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
711,IRR-UGA-2022-00711,Uganda,2022,1.8,semi-commercial,False,1418.0,21.7,occasional,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
712,IRR-TAN-2020-00712,Tanzania,2020,0.66,semi-commercial,False,400.0,25.0,occasional,7,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
713,IRR-ETH-2025-00713,Ethiopia,2025,1.39,commercial,False,702.0,20.9,occasional,4,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
714,IRR-TAN-2019-00714,Tanzania,2019,4.55,subsistence,False,787.0,18.5,occasional,2,none,none,none,none,0.0,4.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
715,IRR-ZAM-2020-00715,Zambia,2020,0.79,subsistence,False,967.0,26.5,occasional,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
716,IRR-TAN-2018-00716,Tanzania,2018,1.49,subsistence,False,1337.0,21.2,occasional,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
717,IRR-ZAM-2021-00717,Zambia,2021,2.72,semi-commercial,False,1129.0,23.2,occasional,2,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
718,IRR-TAN-2023-00718,Tanzania,2023,1.38,semi-commercial,False,400.0,25.4,frequent,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
719,IRR-MAL-2024-00719,Mali,2024,0.44,semi-commercial,False,916.0,24.0,occasional,4,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
720,IRR-ZAM-2024-00720,Zambia,2024,0.87,semi-commercial,False,953.0,34.1,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
721,IRR-BUR-2025-00721,Burkina Faso,2025,4.13,subsistence,False,887.0,17.4,occasional,3,none,none,none,none,0.0,4.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
722,IRR-KEN-2020-00722,Kenya,2020,0.4,subsistence,False,939.0,15.2,occasional,6,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
723,IRR-TAN-2019-00723,Tanzania,2019,3.09,semi-commercial,False,1012.0,24.4,occasional,6,none,none,none,none,0.0,3.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
724,IRR-ETH-2024-00724,Ethiopia,2024,0.4,subsistence,False,1132.0,32.4,occasional,3,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
725,IRR-ZAM-2025-00725,Zambia,2025,0.86,subsistence,False,988.0,33.4,rare,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
726,IRR-MAL-2023-00726,Malawi,2023,1.14,subsistence,False,1454.0,31.6,frequent,4,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
727,IRR-BUR-2019-00727,Burkina Faso,2019,3.96,subsistence,False,427.0,31.1,occasional,3,none,none,none,none,0.0,3.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
728,IRR-NIG-2024-00728,Nigeria,2024,2.41,commercial,False,641.0,26.9,occasional,5,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
729,IRR-KEN-2020-00729,Kenya,2020,1.04,subsistence,False,959.0,17.5,occasional,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
730,IRR-GHA-2022-00730,Ghana,2022,2.45,subsistence,False,864.0,17.9,occasional,3,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
731,IRR-KEN-2023-00731,Kenya,2023,2.84,semi-commercial,False,716.0,18.5,frequent,7,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
732,IRR-MAL-2021-00732,Mali,2021,0.47,subsistence,False,1284.0,23.3,occasional,5,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
733,IRR-TAN-2021-00733,Tanzania,2021,1.05,subsistence,False,709.0,31.7,frequent,7,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
734,IRR-UGA-2021-00734,Uganda,2021,1.58,subsistence,False,982.0,27.5,rare,7,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
735,IRR-MAL-2019-00735,Mali,2019,0.7,subsistence,False,650.0,29.3,occasional,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
736,IRR-BUR-2024-00736,Burkina Faso,2024,1.82,subsistence,False,1209.0,34.1,occasional,7,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
737,IRR-GHA-2025-00737,Ghana,2025,0.37,subsistence,False,912.0,15.4,frequent,2,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
738,IRR-MAL-2024-00738,Mali,2024,0.82,subsistence,False,924.0,34.6,occasional,7,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
739,IRR-MAL-2022-00739,Mali,2022,2.49,subsistence,False,834.0,31.1,occasional,2,none,none,none,none,0.0,2.49,0.0,0.0,0,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,moderate_burden
740,IRR-UGA-2021-00740,Uganda,2021,1.94,semi-commercial,False,1288.0,19.3,frequent,7,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
741,IRR-TAN-2025-00741,Tanzania,2025,2.02,subsistence,True,961.0,25.3,occasional,2,flood,wetland,electric,shared,1.74,0.27,86.4,93.0,2,excellent,698.0,43.0,False,0.0,False,644.0,666.0,40.3,260.0,1.86,73.4,69.8,20.6,232.0,70.0,weekly,visual,maize,51.6,2.1,2,11238.0,6445.0,True,False,False,0.0,14.5,good,low,False,False,False,1.3,traditional,moderate_burden
742,IRR-ZAM-2023-00742,Zambia,2023,0.41,semi-commercial,False,994.0,28.0,occasional,6,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
743,IRR-ZAM-2020-00743,Zambia,2020,1.73,semi-commercial,False,1018.0,15.6,occasional,2,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
744,IRR-NIG-2022-00744,Nigeria,2022,2.41,commercial,True,717.0,31.6,frequent,6,flood,reservoir,diesel,individual,1.1,1.31,45.6,37.0,11,good,439.0,48.0,False,0.0,False,763.0,488.0,47.5,362.0,1.03,83.5,68.9,27.3,327.0,44.0,weekly,calendar,rice,23.5,2.38,1,8373.0,7629.0,False,False,False,0.0,10.1,good,low,True,True,True,1.6,traditional,moderate_burden
745,IRR-ETH-2024-00745,Ethiopia,2024,0.42,semi-commercial,False,618.0,17.2,occasional,6,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
746,IRR-BUR-2025-00746,Burkina Faso,2025,0.23,subsistence,False,797.0,22.5,frequent,6,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
747,IRR-NIG-2024-00747,Nigeria,2024,1.02,subsistence,False,1476.0,24.0,occasional,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
748,IRR-KEN-2018-00748,Kenya,2018,1.02,semi-commercial,False,1258.0,20.5,rare,3,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
749,IRR-NIG-2018-00749,Nigeria,2018,0.62,subsistence,False,1173.0,24.1,rare,3,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
750,IRR-TAN-2018-00750,Tanzania,2018,7.07,semi-commercial,False,1107.0,31.4,rare,4,none,none,none,none,0.0,7.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
751,IRR-ZAM-2018-00751,Zambia,2018,1.0,semi-commercial,False,1121.0,15.0,rare,3,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
752,IRR-GHA-2022-00752,Ghana,2022,0.85,semi-commercial,False,653.0,29.5,frequent,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
753,IRR-NIG-2023-00753,Nigeria,2023,0.42,subsistence,False,682.0,23.5,frequent,6,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
754,IRR-ETH-2021-00754,Ethiopia,2021,2.2,subsistence,False,859.0,28.8,frequent,5,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
755,IRR-BUR-2020-00755,Burkina Faso,2020,1.32,subsistence,False,617.0,24.9,frequent,4,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
756,IRR-NIG-2023-00756,Nigeria,2023,1.03,subsistence,False,693.0,25.9,rare,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
757,IRR-UGA-2023-00757,Uganda,2023,1.43,subsistence,False,726.0,30.7,occasional,2,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
758,IRR-MAL-2024-00758,Mali,2024,0.53,subsistence,False,400.0,32.1,occasional,6,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
759,IRR-ETH-2022-00759,Ethiopia,2022,1.27,semi-commercial,False,1035.0,15.8,rare,6,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
760,IRR-GHA-2023-00760,Ghana,2023,1.17,semi-commercial,False,1100.0,32.0,rare,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
761,IRR-KEN-2024-00761,Kenya,2024,0.71,subsistence,False,875.0,19.5,frequent,5,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
762,IRR-NIG-2023-00762,Nigeria,2023,2.44,subsistence,False,684.0,24.9,rare,5,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
763,IRR-MAL-2018-00763,Mali,2018,0.54,subsistence,False,1227.0,16.0,frequent,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
764,IRR-ETH-2023-00764,Ethiopia,2023,1.27,commercial,True,554.0,32.2,rare,2,flood,rainwater_harvesting,solar,cooperative,0.44,0.83,34.4,13.0,5,poor,174.0,18.0,True,83.0,False,344.0,642.0,45.4,156.0,1.71,71.6,85.3,27.7,0.0,17.0,biweekly,visual,cotton,50.8,2.27,1,1500.0,3440.0,False,True,False,0.0,14.2,poor,low,True,False,False,0.5,traditional,moderate_burden
765,IRR-UGA-2023-00765,Uganda,2023,3.25,subsistence,True,1101.0,29.7,occasional,4,surface,river,diesel,individual,1.16,2.09,35.7,43.0,2,poor,928.0,105.0,False,0.0,False,736.0,586.0,51.1,376.0,2.14,70.6,79.6,28.7,218.0,35.0,biweekly,visual,vegetables,23.4,1.83,3,8543.0,7365.0,False,False,False,0.0,15.6,poor,low,False,False,False,2.4,traditional,moderate_burden
766,IRR-MAL-2020-00766,Malawi,2020,1.91,semi-commercial,False,585.0,25.4,occasional,6,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
767,IRR-KEN-2024-00767,Kenya,2024,0.91,subsistence,True,813.0,23.3,rare,4,drip,rainwater_harvesting,solar,individual,0.61,0.3,67.2,25.0,12,fair,1522.0,141.0,False,0.0,False,717.0,637.0,95.0,681.0,1.91,72.0,83.0,56.8,0.0,9.0,daily,visual,maize,34.9,1.94,1,4364.0,7166.0,False,False,False,0.0,11.9,poor,high,False,False,False,9.6,modern,moderate_burden
768,IRR-NIG-2020-00768,Nigeria,2020,2.68,subsistence,False,733.0,30.3,rare,2,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
769,IRR-ETH-2021-00769,Ethiopia,2021,2.43,semi-commercial,False,734.0,24.7,rare,5,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
770,IRR-ETH-2025-00770,Ethiopia,2025,2.33,commercial,False,667.0,29.3,occasional,4,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
771,IRR-UGA-2021-00771,Uganda,2021,1.37,semi-commercial,False,702.0,18.1,occasional,6,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
772,IRR-GHA-2023-00772,Ghana,2023,1.66,semi-commercial,False,804.0,20.2,frequent,5,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
773,IRR-MAL-2023-00773,Mali,2023,2.38,semi-commercial,False,998.0,32.9,rare,5,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
774,IRR-TAN-2022-00774,Tanzania,2022,4.27,semi-commercial,False,1183.0,18.9,occasional,3,none,none,none,none,0.0,4.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
775,IRR-ETH-2025-00775,Ethiopia,2025,1.84,subsistence,True,986.0,17.3,occasional,7,sprinkler,river,electric,individual,1.77,0.06,96.5,104.0,19,good,2657.0,152.0,True,973.0,False,661.0,518.0,70.1,463.0,1.41,89.4,61.8,38.7,219.0,35.0,weekly,visual,vegetables,34.0,2.34,3,11701.0,6607.0,True,False,False,0.0,10.9,good,medium,False,False,False,8.5,modern,moderate_burden
776,IRR-ETH-2024-00776,Ethiopia,2024,1.88,semi-commercial,False,959.0,27.1,frequent,3,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
777,IRR-NIG-2022-00777,Nigeria,2022,1.82,commercial,False,860.0,22.1,rare,6,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
778,IRR-TAN-2023-00778,Tanzania,2023,1.35,subsistence,False,1146.0,33.0,frequent,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
779,IRR-UGA-2020-00779,Uganda,2020,1.82,semi-commercial,False,1067.0,19.3,occasional,3,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
780,IRR-ETH-2025-00780,Ethiopia,2025,1.93,semi-commercial,False,858.0,16.6,frequent,6,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
781,IRR-MAL-2025-00781,Malawi,2025,2.43,semi-commercial,False,1308.0,31.3,rare,2,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
782,IRR-MAL-2018-00782,Malawi,2018,1.23,subsistence,False,1252.0,23.4,occasional,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
783,IRR-MAL-2025-00783,Malawi,2025,2.96,semi-commercial,True,418.0,28.5,frequent,2,flood,groundwater,solar,individual,2.67,0.3,90.0,106.0,9,excellent,1067.0,111.0,False,0.0,False,429.0,484.0,46.7,201.0,1.01,93.9,65.7,28.8,0.0,107.0,as_needed,visual,rice,36.5,1.9,2,11456.0,4295.0,False,True,False,16.5,12.1,good,low,True,True,True,2.0,traditional,moderate_burden
784,IRR-UGA-2019-00784,Uganda,2019,0.48,semi-commercial,False,659.0,27.1,frequent,5,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
785,IRR-GHA-2018-00785,Ghana,2018,0.87,subsistence,False,827.0,26.9,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
786,IRR-UGA-2022-00786,Uganda,2022,7.34,subsistence,False,1002.0,21.2,occasional,3,none,none,none,none,0.0,7.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
787,IRR-NIG-2025-00787,Nigeria,2025,1.58,semi-commercial,True,888.0,32.2,frequent,4,manual,groundwater,solar,private_company,1.52,0.06,96.2,56.0,11,excellent,304.0,40.0,False,0.0,False,460.0,503.0,59.5,273.0,1.58,78.3,75.8,35.3,0.0,121.0,weekly,weather_based,rice,57.1,2.04,1,6981.0,4597.0,True,False,False,9.1,5.4,good,low,False,True,True,0.7,traditional,moderate_burden
788,IRR-TAN-2022-00788,Tanzania,2022,0.64,semi-commercial,False,504.0,15.9,rare,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
789,IRR-ETH-2020-00789,Ethiopia,2020,4.44,semi-commercial,False,513.0,17.0,rare,5,none,none,none,none,0.0,4.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
790,IRR-TAN-2020-00790,Tanzania,2020,1.92,subsistence,False,1207.0,20.5,frequent,6,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
791,IRR-BUR-2025-00791,Burkina Faso,2025,0.98,subsistence,False,800.0,16.7,rare,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
792,IRR-ZAM-2018-00792,Zambia,2018,4.18,subsistence,False,930.0,22.6,frequent,7,none,none,none,none,0.0,4.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
793,IRR-TAN-2024-00793,Tanzania,2024,11.92,subsistence,False,968.0,29.1,frequent,7,none,none,none,none,0.0,11.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
794,IRR-KEN-2018-00794,Kenya,2018,0.74,semi-commercial,False,1272.0,27.4,occasional,7,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
795,IRR-KEN-2024-00795,Kenya,2024,1.62,semi-commercial,True,855.0,19.4,rare,5,sprinkler,lake,electric,cooperative,1.15,0.47,71.0,36.0,8,good,1724.0,164.0,True,995.0,False,330.0,427.0,64.0,211.0,1.32,89.3,83.4,47.7,60.0,23.0,daily,visual,sugarcane,22.3,2.19,1,3793.0,3301.0,True,True,False,0.0,17.5,good,medium,True,False,False,9.5,modern,moderate_burden
796,IRR-KEN-2020-00796,Kenya,2020,1.79,semi-commercial,False,856.0,27.8,frequent,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
797,IRR-BUR-2022-00797,Burkina Faso,2022,0.62,subsistence,False,1174.0,23.5,occasional,2,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
798,IRR-ZAM-2024-00798,Zambia,2024,0.62,subsistence,True,884.0,22.7,occasional,3,sprinkler,groundwater,diesel,individual,0.61,0.01,98.0,21.0,18,poor,917.0,58.0,True,523.0,False,343.0,590.0,80.2,275.0,2.26,74.5,76.2,45.5,105.0,12.0,biweekly,soil_moisture,rice,48.8,2.3,1,2099.0,3433.0,True,False,True,35.4,7.0,poor,medium,False,False,False,6.0,modern,moderate_burden
799,IRR-BUR-2022-00799,Burkina Faso,2022,1.56,subsistence,False,1046.0,26.5,occasional,2,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
800,IRR-KEN-2024-00800,Kenya,2024,0.97,subsistence,False,573.0,18.5,occasional,4,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
801,IRR-ZAM-2024-00801,Zambia,2024,3.88,semi-commercial,False,932.0,20.9,frequent,3,none,none,none,none,0.0,3.88,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
802,IRR-MAL-2021-00802,Mali,2021,0.33,semi-commercial,False,1569.0,23.7,rare,6,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
803,IRR-BUR-2023-00803,Burkina Faso,2023,2.18,subsistence,False,1048.0,20.9,occasional,5,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
804,IRR-TAN-2019-00804,Tanzania,2019,0.97,semi-commercial,True,1109.0,32.7,rare,4,sprinkler,groundwater,diesel,shared,0.54,0.43,55.7,25.0,8,fair,809.0,62.0,True,482.0,False,556.0,434.0,67.6,376.0,2.35,82.2,77.1,42.8,121.0,11.0,weekly,weather_based,rice,39.6,1.89,3,2997.0,5558.0,True,True,False,6.2,17.1,poor,medium,False,False,False,4.2,modern,moderate_burden
805,IRR-MAL-2021-00805,Mali,2021,0.83,semi-commercial,False,1552.0,32.2,rare,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
806,IRR-TAN-2020-00806,Tanzania,2020,1.49,semi-commercial,False,1132.0,33.3,rare,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
807,IRR-MAL-2025-00807,Mali,2025,1.01,subsistence,False,916.0,29.3,frequent,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
808,IRR-ETH-2021-00808,Ethiopia,2021,0.95,subsistence,True,823.0,32.6,rare,7,center_pivot,groundwater,manual,cooperative,0.42,0.53,44.0,18.0,13,fair,2090.0,154.0,False,0.0,False,602.0,687.0,77.1,464.0,2.03,71.4,82.8,45.6,0.0,4.0,weekly,calendar,horticulture,39.2,2.41,2,2516.0,6020.0,True,True,False,33.3,0.0,poor,high,True,False,False,11.2,traditional,moderate_burden
809,IRR-UGA-2019-00809,Uganda,2019,1.26,semi-commercial,False,532.0,20.0,frequent,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
810,IRR-UGA-2020-00810,Uganda,2020,2.46,subsistence,False,645.0,33.2,occasional,6,none,none,none,none,0.0,2.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
811,IRR-ZAM-2019-00811,Zambia,2019,1.58,subsistence,False,828.0,32.4,occasional,3,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
812,IRR-TAN-2021-00812,Tanzania,2021,2.89,semi-commercial,False,657.0,17.5,occasional,7,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
813,IRR-KEN-2020-00813,Kenya,2020,1.42,semi-commercial,False,611.0,16.8,frequent,7,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
814,IRR-ZAM-2025-00814,Zambia,2025,1.77,semi-commercial,False,494.0,34.9,occasional,7,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
815,IRR-MAL-2024-00815,Malawi,2024,1.43,semi-commercial,False,997.0,22.1,frequent,2,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
816,IRR-BUR-2024-00816,Burkina Faso,2024,1.63,subsistence,False,557.0,34.5,occasional,2,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
817,IRR-UGA-2023-00817,Uganda,2023,1.8,semi-commercial,True,1433.0,17.3,occasional,5,manual,river,gravity,individual,1.36,0.44,75.6,47.0,10,excellent,273.0,18.0,True,102.0,False,674.0,666.0,60.0,405.0,1.97,84.3,64.9,32.8,0.0,109.0,weekly,visual,vegetables,50.1,2.38,1,9191.0,6740.0,False,True,False,0.0,0.0,good,low,True,False,False,0.6,traditional,moderate_burden
818,IRR-MAL-2022-00818,Mali,2022,0.63,commercial,False,1214.0,19.2,occasional,4,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
819,IRR-TAN-2019-00819,Tanzania,2019,0.89,semi-commercial,True,1166.0,16.3,rare,6,sprinkler,river,electric,individual,0.32,0.57,35.8,15.0,13,poor,475.0,38.0,False,0.0,True,759.0,610.0,64.0,486.0,2.45,83.0,85.0,45.1,45.0,6.0,weekly,visual,rice,54.5,1.68,2,2404.0,7591.0,False,False,False,0.0,23.2,poor,medium,False,False,False,2.0,modern,moderate_burden
820,IRR-MAL-2019-00820,Malawi,2019,1.9,subsistence,False,701.0,16.4,frequent,7,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
821,IRR-BUR-2024-00821,Burkina Faso,2024,0.72,subsistence,False,557.0,19.0,frequent,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
822,IRR-MAL-2023-00822,Malawi,2023,2.3,subsistence,False,629.0,20.7,occasional,3,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
823,IRR-BUR-2024-00823,Burkina Faso,2024,0.9,semi-commercial,False,805.0,24.8,frequent,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
824,IRR-ETH-2021-00824,Ethiopia,2021,0.35,subsistence,False,811.0,32.4,rare,7,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
825,IRR-GHA-2021-00825,Ghana,2021,0.76,commercial,False,670.0,21.1,occasional,7,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
826,IRR-UGA-2018-00826,Uganda,2018,1.09,semi-commercial,False,793.0,21.5,occasional,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
827,IRR-UGA-2023-00827,Uganda,2023,1.4,semi-commercial,False,681.0,16.0,rare,3,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
828,IRR-MAL-2021-00828,Malawi,2021,0.58,subsistence,False,840.0,16.8,occasional,6,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
829,IRR-MAL-2020-00829,Mali,2020,0.2,subsistence,False,1390.0,18.6,occasional,7,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
830,IRR-NIG-2021-00830,Nigeria,2021,1.09,subsistence,False,702.0,33.5,rare,4,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
831,IRR-MAL-2023-00831,Mali,2023,0.29,subsistence,False,835.0,23.4,occasional,6,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
832,IRR-ZAM-2021-00832,Zambia,2021,1.97,semi-commercial,False,467.0,20.0,frequent,6,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
833,IRR-UGA-2022-00833,Uganda,2022,0.72,subsistence,False,792.0,17.3,occasional,6,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
834,IRR-ETH-2018-00834,Ethiopia,2018,3.15,commercial,False,994.0,21.6,rare,3,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
835,IRR-UGA-2022-00835,Uganda,2022,0.97,subsistence,False,667.0,21.9,occasional,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
836,IRR-UGA-2019-00836,Uganda,2019,1.56,semi-commercial,False,1025.0,21.0,frequent,5,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
837,IRR-NIG-2023-00837,Nigeria,2023,1.01,semi-commercial,False,993.0,30.3,rare,5,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
838,IRR-TAN-2018-00838,Tanzania,2018,1.04,semi-commercial,False,476.0,18.9,occasional,2,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
839,IRR-ETH-2025-00839,Ethiopia,2025,2.07,subsistence,False,1166.0,21.1,occasional,6,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
840,IRR-BUR-2018-00840,Burkina Faso,2018,3.04,semi-commercial,False,1320.0,16.2,rare,4,none,none,none,none,0.0,3.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
841,IRR-UGA-2025-00841,Uganda,2025,3.17,subsistence,False,692.0,16.3,frequent,6,none,none,none,none,0.0,3.17,0.0,0.0,0,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,moderate_burden
842,IRR-KEN-2018-00842,Kenya,2018,1.32,semi-commercial,False,712.0,15.2,rare,6,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
843,IRR-NIG-2020-00843,Nigeria,2020,0.7,semi-commercial,False,919.0,17.3,occasional,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
844,IRR-MAL-2018-00844,Mali,2018,2.06,semi-commercial,False,1358.0,16.4,rare,2,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
845,IRR-MAL-2023-00845,Mali,2023,1.07,commercial,False,1057.0,33.3,frequent,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
846,IRR-KEN-2022-00846,Kenya,2022,6.23,commercial,True,655.0,27.1,frequent,7,sprinkler,reservoir,solar,cooperative,5.56,0.68,89.2,200.0,14,good,8333.0,789.0,False,0.0,True,493.0,657.0,65.2,322.0,1.13,90.9,71.6,42.4,0.0,111.0,weekly,visual,cotton,50.6,1.92,1,27402.0,4933.0,False,False,True,0.0,18.4,good,medium,True,False,True,5.3,modern,moderate_burden
847,IRR-UGA-2024-00847,Uganda,2024,1.37,semi-commercial,False,1178.0,26.5,occasional,3,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
848,IRR-TAN-2019-00848,Tanzania,2019,1.02,subsistence,False,472.0,21.9,rare,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
849,IRR-BUR-2020-00849,Burkina Faso,2020,0.36,subsistence,False,609.0,16.8,frequent,3,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
850,IRR-BUR-2019-00850,Burkina Faso,2019,3.43,subsistence,False,759.0,18.4,frequent,5,none,none,none,none,0.0,3.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
851,IRR-KEN-2019-00851,Kenya,2019,2.65,semi-commercial,False,1050.0,23.1,rare,4,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
852,IRR-KEN-2021-00852,Kenya,2021,0.29,semi-commercial,False,932.0,20.2,rare,6,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
853,IRR-ZAM-2019-00853,Zambia,2019,1.01,subsistence,True,1097.0,19.4,occasional,4,surface,groundwater,gravity,individual,0.54,0.47,53.6,18.0,17,good,434.0,56.0,True,144.0,False,517.0,640.0,57.2,296.0,1.73,78.9,61.5,27.7,0.0,16.0,weekly,calendar,fruits,43.2,1.46,1,2805.0,5172.0,False,False,False,50.2,0.0,good,low,False,False,True,2.0,traditional,moderate_burden
854,IRR-MAL-2019-00854,Mali,2019,2.48,semi-commercial,False,1088.0,16.3,rare,4,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
855,IRR-MAL-2021-00855,Mali,2021,2.23,subsistence,False,1264.0,17.8,occasional,6,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
856,IRR-ZAM-2025-00856,Zambia,2025,0.68,semi-commercial,False,1547.0,26.5,occasional,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
857,IRR-TAN-2022-00857,Tanzania,2022,2.94,subsistence,False,1235.0,28.8,rare,6,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
858,IRR-BUR-2021-00858,Burkina Faso,2021,5.42,semi-commercial,False,981.0,32.9,occasional,5,none,none,none,none,0.0,5.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
859,IRR-TAN-2020-00859,Tanzania,2020,1.3,subsistence,False,945.0,29.7,occasional,5,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
860,IRR-ETH-2022-00860,Ethiopia,2022,0.31,semi-commercial,False,944.0,22.6,occasional,2,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
861,IRR-ETH-2019-00861,Ethiopia,2019,0.41,subsistence,False,1133.0,33.2,rare,4,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
862,IRR-UGA-2019-00862,Uganda,2019,0.58,subsistence,False,1206.0,34.4,occasional,7,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
863,IRR-BUR-2020-00863,Burkina Faso,2020,0.82,subsistence,False,803.0,22.9,occasional,7,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
864,IRR-MAL-2022-00864,Malawi,2022,1.09,subsistence,False,1509.0,32.8,occasional,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
865,IRR-NIG-2020-00865,Nigeria,2020,2.81,semi-commercial,False,781.0,22.2,rare,2,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
866,IRR-ZAM-2024-00866,Zambia,2024,1.9,semi-commercial,False,876.0,20.1,frequent,5,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
867,IRR-BUR-2019-00867,Burkina Faso,2019,2.54,subsistence,False,948.0,20.7,frequent,5,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
868,IRR-ZAM-2021-00868,Zambia,2021,0.44,subsistence,False,805.0,31.7,occasional,2,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
869,IRR-TAN-2021-00869,Tanzania,2021,0.53,semi-commercial,False,447.0,25.4,frequent,4,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
870,IRR-KEN-2020-00870,Kenya,2020,6.34,semi-commercial,False,996.0,16.1,frequent,7,none,none,none,none,0.0,6.34,0.0,0.0,0,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,moderate_burden
871,IRR-TAN-2018-00871,Tanzania,2018,1.0,subsistence,False,971.0,19.2,occasional,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
872,IRR-MAL-2024-00872,Mali,2024,1.12,subsistence,False,699.0,32.2,frequent,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
873,IRR-BUR-2023-00873,Burkina Faso,2023,2.88,semi-commercial,False,946.0,19.9,rare,5,none,none,none,none,0.0,2.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
874,IRR-ZAM-2020-00874,Zambia,2020,2.01,subsistence,False,474.0,31.6,occasional,3,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
875,IRR-NIG-2024-00875,Nigeria,2024,2.42,semi-commercial,False,1143.0,33.5,frequent,5,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
876,IRR-NIG-2021-00876,Nigeria,2021,1.02,subsistence,True,1367.0,15.1,rare,3,sprinkler,groundwater,diesel,shared,0.76,0.27,73.9,32.0,14,good,1136.0,167.0,False,0.0,False,417.0,645.0,65.3,273.0,2.44,87.0,61.0,34.7,172.0,15.0,weekly,visual,vegetables,42.2,2.39,2,3161.0,4173.0,False,False,False,66.8,4.4,good,medium,False,False,True,5.3,modern,moderate_burden
877,IRR-NIG-2018-00877,Nigeria,2018,2.22,semi-commercial,False,1072.0,15.2,rare,5,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
878,IRR-MAL-2021-00878,Mali,2021,1.09,subsistence,False,1295.0,27.3,rare,7,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
879,IRR-ETH-2018-00879,Ethiopia,2018,3.2,commercial,False,1351.0,32.9,occasional,5,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
880,IRR-GHA-2020-00880,Ghana,2020,4.47,subsistence,False,940.0,15.3,frequent,6,none,none,none,none,0.0,4.47,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
881,IRR-TAN-2025-00881,Tanzania,2025,3.01,semi-commercial,False,956.0,26.2,occasional,2,none,none,none,none,0.0,3.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
882,IRR-ETH-2019-00882,Ethiopia,2019,0.33,subsistence,False,729.0,31.4,occasional,4,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
883,IRR-MAL-2023-00883,Mali,2023,3.63,semi-commercial,False,1191.0,33.5,rare,3,none,none,none,none,0.0,3.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
884,IRR-MAL-2020-00884,Mali,2020,2.28,semi-commercial,False,1196.0,25.5,frequent,6,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
885,IRR-ZAM-2025-00885,Zambia,2025,4.88,semi-commercial,True,1159.0,19.5,frequent,2,surface,rainwater_harvesting,solar,shared,4.36,0.51,89.5,244.0,10,excellent,3491.0,496.0,False,0.0,False,664.0,401.0,51.9,345.0,2.48,90.4,61.4,28.8,0.0,131.0,as_needed,soil_moisture,fruits,59.0,2.1,2,28974.0,6639.0,False,False,False,0.0,8.8,good,low,False,True,False,2.4,traditional,moderate_burden
886,IRR-ZAM-2022-00886,Zambia,2022,1.94,subsistence,False,534.0,26.5,frequent,5,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
887,IRR-TAN-2025-00887,Tanzania,2025,1.23,subsistence,False,1019.0,31.5,frequent,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
888,IRR-KEN-2018-00888,Kenya,2018,3.2,subsistence,False,954.0,31.4,frequent,7,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
889,IRR-KEN-2019-00889,Kenya,2019,2.54,subsistence,True,1160.0,16.8,occasional,6,manual,wetland,solar,shared,2.33,0.21,91.7,84.0,5,fair,465.0,34.0,True,148.0,False,344.0,584.0,60.6,209.0,1.49,91.5,65.2,36.1,0.0,186.0,weekly,calendar,horticulture,24.0,1.35,1,8003.0,3442.0,False,False,False,0.0,17.5,poor,low,False,False,False,1.5,traditional,moderate_burden
890,IRR-BUR-2019-00890,Burkina Faso,2019,1.84,semi-commercial,False,978.0,30.9,rare,4,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
891,IRR-ETH-2024-00891,Ethiopia,2024,2.38,semi-commercial,False,400.0,25.0,rare,2,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
892,IRR-MAL-2024-00892,Malawi,2024,1.3,semi-commercial,False,1283.0,34.0,frequent,5,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
893,IRR-ZAM-2020-00893,Zambia,2020,1.29,semi-commercial,False,603.0,18.9,frequent,3,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
894,IRR-MAL-2020-00894,Malawi,2020,0.58,subsistence,False,597.0,31.5,frequent,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
895,IRR-UGA-2023-00895,Uganda,2023,0.83,subsistence,False,798.0,28.0,frequent,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
896,IRR-MAL-2024-00896,Mali,2024,1.05,semi-commercial,True,1073.0,22.8,rare,4,surface,groundwater,diesel,shared,0.5,0.55,47.8,22.0,4,fair,403.0,38.0,False,0.0,True,710.0,638.0,48.2,342.0,2.03,81.4,83.1,32.6,73.0,15.0,as_needed,calendar,rice,58.2,2.11,2,3578.0,7098.0,False,True,False,50.6,8.4,poor,low,False,False,False,1.3,traditional,moderate_burden
897,IRR-NIG-2022-00897,Nigeria,2022,2.06,subsistence,False,600.0,32.8,rare,6,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
898,IRR-BUR-2022-00898,Burkina Faso,2022,1.98,subsistence,False,981.0,34.5,rare,5,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
899,IRR-NIG-2022-00899,Nigeria,2022,0.68,semi-commercial,False,564.0,29.6,occasional,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
900,IRR-KEN-2021-00900,Kenya,2021,0.7,subsistence,False,782.0,22.8,frequent,4,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
901,IRR-ETH-2022-00901,Ethiopia,2022,0.55,subsistence,False,511.0,33.0,rare,6,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
902,IRR-GHA-2019-00902,Ghana,2019,0.4,subsistence,True,595.0,20.8,occasional,5,flood,river,manual,individual,0.14,0.27,34.0,8.0,3,poor,55.0,5.0,True,18.0,True,788.0,558.0,49.1,386.0,1.26,81.9,71.6,28.8,0.0,5.0,weekly,visual,maize,49.3,1.94,1,1078.0,7879.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.6,traditional,moderate_burden
903,IRR-TAN-2022-00903,Tanzania,2022,2.24,subsistence,True,552.0,25.7,rare,4,surface,rainwater_harvesting,electric,cooperative,1.87,0.37,83.3,94.0,3,excellent,1493.0,184.0,True,734.0,False,388.0,482.0,52.5,203.0,1.29,84.2,72.2,31.9,173.0,56.0,biweekly,weather_based,rice,38.8,1.83,2,7230.0,3875.0,False,False,False,0.0,21.7,good,low,False,False,False,3.4,traditional,moderate_burden
904,IRR-GHA-2020-00904,Ghana,2020,1.8,commercial,False,1536.0,27.3,rare,2,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
905,IRR-GHA-2022-00905,Ghana,2022,0.42,subsistence,False,584.0,17.1,rare,5,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
906,IRR-TAN-2019-00906,Tanzania,2019,1.05,semi-commercial,False,856.0,29.4,occasional,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
907,IRR-MAL-2020-00907,Malawi,2020,7.82,subsistence,False,886.0,30.3,occasional,5,none,none,none,none,0.0,7.82,0.0,0.0,0,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,moderate_burden
908,IRR-MAL-2019-00908,Mali,2019,1.48,semi-commercial,False,797.0,22.2,occasional,4,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
909,IRR-ZAM-2023-00909,Zambia,2023,1.69,subsistence,False,525.0,25.4,frequent,3,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
910,IRR-UGA-2023-00910,Uganda,2023,1.0,subsistence,False,742.0,32.3,occasional,5,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
911,IRR-MAL-2022-00911,Mali,2022,0.2,semi-commercial,False,484.0,34.3,occasional,4,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
912,IRR-ZAM-2019-00912,Zambia,2019,0.56,semi-commercial,False,419.0,18.6,frequent,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
913,IRR-GHA-2025-00913,Ghana,2025,0.77,subsistence,False,1140.0,16.7,rare,7,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
914,IRR-ETH-2021-00914,Ethiopia,2021,0.73,subsistence,False,1469.0,17.4,occasional,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
915,IRR-KEN-2020-00915,Kenya,2020,1.08,subsistence,False,946.0,22.5,rare,2,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
916,IRR-ZAM-2023-00916,Zambia,2023,1.73,semi-commercial,False,861.0,19.5,frequent,6,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
917,IRR-MAL-2022-00917,Mali,2022,5.1,subsistence,False,1173.0,24.6,occasional,6,none,none,none,none,0.0,5.1,0.0,0.0,0,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,moderate_burden
918,IRR-TAN-2018-00918,Tanzania,2018,2.69,semi-commercial,False,694.0,32.2,rare,6,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
919,IRR-ZAM-2023-00919,Zambia,2023,0.73,commercial,False,1143.0,17.6,rare,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
920,IRR-ETH-2024-00920,Ethiopia,2024,0.71,commercial,False,1116.0,25.0,occasional,6,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
921,IRR-MAL-2018-00921,Malawi,2018,3.88,semi-commercial,False,1025.0,15.8,occasional,2,none,none,none,none,0.0,3.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
922,IRR-ETH-2021-00922,Ethiopia,2021,1.51,semi-commercial,False,885.0,15.6,occasional,6,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
923,IRR-KEN-2024-00923,Kenya,2024,0.69,semi-commercial,False,1129.0,28.1,frequent,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
924,IRR-BUR-2018-00924,Burkina Faso,2018,0.63,subsistence,False,879.0,20.0,rare,6,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
925,IRR-KEN-2020-00925,Kenya,2020,1.27,subsistence,False,652.0,22.5,occasional,7,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
926,IRR-GHA-2022-00926,Ghana,2022,0.83,subsistence,False,831.0,24.4,occasional,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
927,IRR-UGA-2018-00927,Uganda,2018,0.42,subsistence,False,702.0,19.7,rare,5,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
928,IRR-GHA-2023-00928,Ghana,2023,0.92,semi-commercial,False,1251.0,34.1,rare,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
929,IRR-UGA-2019-00929,Uganda,2019,1.03,subsistence,False,658.0,29.6,rare,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
930,IRR-NIG-2023-00930,Nigeria,2023,1.05,commercial,False,932.0,17.6,rare,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
931,IRR-NIG-2024-00931,Nigeria,2024,4.34,semi-commercial,True,817.0,22.5,frequent,4,sprinkler,river,gravity,individual,2.26,2.07,52.2,70.0,18,fair,3395.0,180.0,False,0.0,False,339.0,614.0,67.5,228.0,1.65,83.4,85.3,48.0,0.0,45.0,daily,visual,vegetables,49.7,2.11,1,7663.0,3386.0,False,True,False,0.0,0.0,poor,medium,False,True,False,3.2,modern,moderate_burden
932,IRR-GHA-2023-00932,Ghana,2023,0.97,semi-commercial,False,1103.0,27.6,rare,6,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
933,IRR-UGA-2024-00933,Uganda,2024,0.85,semi-commercial,False,1190.0,29.2,rare,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
934,IRR-MAL-2018-00934,Mali,2018,0.89,subsistence,False,837.0,32.2,rare,4,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
935,IRR-TAN-2023-00935,Tanzania,2023,1.12,subsistence,False,743.0,15.6,frequent,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
936,IRR-BUR-2025-00936,Burkina Faso,2025,1.24,commercial,False,835.0,19.5,rare,3,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
937,IRR-TAN-2019-00937,Tanzania,2019,0.87,semi-commercial,False,899.0,28.1,frequent,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
938,IRR-GHA-2022-00938,Ghana,2022,0.73,subsistence,False,652.0,25.8,occasional,6,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
939,IRR-GHA-2021-00939,Ghana,2021,1.15,subsistence,False,583.0,28.0,frequent,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
940,IRR-ZAM-2025-00940,Zambia,2025,0.46,subsistence,True,400.0,23.2,rare,4,surface,wetland,gravity,individual,0.15,0.31,31.8,9.0,14,good,117.0,15.0,True,40.0,False,578.0,598.0,59.7,346.0,0.87,81.1,62.7,30.4,0.0,4.0,as_needed,soil_moisture,vegetables,28.5,1.62,1,845.0,5784.0,False,False,False,0.0,0.0,good,low,False,False,False,1.8,traditional,moderate_burden
941,IRR-GHA-2020-00941,Ghana,2020,0.77,subsistence,False,1082.0,21.7,occasional,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
942,IRR-MAL-2021-00942,Malawi,2021,2.24,commercial,False,587.0,17.8,occasional,3,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
943,IRR-NIG-2025-00943,Nigeria,2025,1.03,semi-commercial,True,400.0,32.0,frequent,7,flood,river,electric,individual,0.71,0.33,68.4,24.0,19,excellent,283.0,16.0,False,0.0,False,313.0,428.0,48.7,153.0,1.99,73.6,78.8,28.3,52.0,28.0,weekly,visual,horticulture,52.1,1.77,2,2212.0,3129.0,True,True,False,0.0,16.5,good,low,True,True,False,1.0,traditional,moderate_burden
944,IRR-GHA-2020-00944,Ghana,2020,1.14,semi-commercial,False,849.0,22.7,occasional,4,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
945,IRR-GHA-2025-00945,Ghana,2025,1.29,semi-commercial,False,955.0,20.0,occasional,2,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
946,IRR-GHA-2025-00946,Ghana,2025,3.31,semi-commercial,False,712.0,33.5,frequent,2,none,none,none,none,0.0,3.31,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
947,IRR-MAL-2023-00947,Mali,2023,1.15,subsistence,False,400.0,31.6,rare,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
948,IRR-KEN-2021-00948,Kenya,2021,2.24,commercial,False,610.0,26.1,rare,5,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
949,IRR-MAL-2021-00949,Malawi,2021,2.74,semi-commercial,False,1490.0,21.3,occasional,6,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
950,IRR-ETH-2025-00950,Ethiopia,2025,1.98,subsistence,False,1215.0,25.7,rare,3,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
951,IRR-ZAM-2019-00951,Zambia,2019,0.53,semi-commercial,False,669.0,18.7,occasional,3,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
952,IRR-TAN-2020-00952,Tanzania,2020,1.09,subsistence,False,805.0,19.1,occasional,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
953,IRR-UGA-2019-00953,Uganda,2019,1.01,semi-commercial,False,1064.0,32.7,occasional,5,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
954,IRR-ZAM-2019-00954,Zambia,2019,1.14,subsistence,False,858.0,27.7,occasional,2,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
955,IRR-ETH-2020-00955,Ethiopia,2020,0.77,subsistence,False,922.0,19.5,rare,7,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
956,IRR-TAN-2025-00956,Tanzania,2025,0.84,subsistence,False,1105.0,26.1,occasional,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
957,IRR-ETH-2024-00957,Ethiopia,2024,1.22,commercial,False,899.0,18.2,rare,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
958,IRR-MAL-2022-00958,Mali,2022,0.46,subsistence,False,609.0,26.0,occasional,7,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
959,IRR-TAN-2018-00959,Tanzania,2018,1.4,subsistence,False,403.0,23.1,frequent,6,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
960,IRR-ETH-2021-00960,Ethiopia,2021,0.68,commercial,False,712.0,32.2,occasional,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
961,IRR-KEN-2018-00961,Kenya,2018,0.81,semi-commercial,False,865.0,27.7,occasional,4,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
962,IRR-MAL-2020-00962,Malawi,2020,1.42,semi-commercial,False,1060.0,24.3,frequent,3,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
963,IRR-KEN-2019-00963,Kenya,2019,0.62,semi-commercial,False,739.0,32.7,rare,7,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
964,IRR-BUR-2019-00964,Burkina Faso,2019,2.07,semi-commercial,False,783.0,18.8,occasional,7,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
965,IRR-BUR-2021-00965,Burkina Faso,2021,2.12,subsistence,True,1073.0,33.4,occasional,5,surface,groundwater,solar,cooperative,1.53,0.59,72.3,80.0,15,fair,1226.0,174.0,False,0.0,False,431.0,686.0,59.7,257.0,2.17,83.0,77.0,38.1,0.0,46.0,biweekly,calendar,fruits,35.7,1.31,2,6601.0,4308.0,False,True,False,14.6,7.6,poor,low,False,False,False,3.2,traditional,moderate_burden
966,IRR-MAL-2024-00966,Mali,2024,1.57,subsistence,True,888.0,25.5,rare,4,sprinkler,river,solar,individual,1.13,0.43,72.4,41.0,10,fair,1700.0,214.0,False,0.0,False,798.0,588.0,69.0,551.0,0.96,75.2,67.5,35.0,0.0,23.0,daily,weather_based,rice,44.8,2.43,3,9045.0,7981.0,True,False,False,0.0,6.6,poor,medium,False,False,False,4.9,modern,moderate_burden
967,IRR-MAL-2024-00967,Mali,2024,1.31,subsistence,True,863.0,20.9,rare,7,surface,river,manual,individual,0.57,0.74,43.3,22.0,14,good,454.0,35.0,False,0.0,True,667.0,440.0,48.4,323.0,1.82,93.0,79.9,36.0,0.0,17.0,weekly,weather_based,fruits,25.6,1.55,2,3785.0,6667.0,True,False,False,0.0,0.0,good,low,False,False,False,2.7,traditional,moderate_burden
968,IRR-UGA-2020-00968,Uganda,2020,0.38,subsistence,False,1076.0,27.9,occasional,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
969,IRR-BUR-2023-00969,Burkina Faso,2023,4.38,subsistence,False,992.0,18.6,frequent,3,none,none,none,none,0.0,4.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
970,IRR-ETH-2023-00970,Ethiopia,2023,4.04,subsistence,False,1203.0,19.6,frequent,5,none,none,none,none,0.0,4.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
971,IRR-UGA-2024-00971,Uganda,2024,3.1,semi-commercial,False,569.0,31.8,occasional,6,none,none,none,none,0.0,3.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
972,IRR-MAL-2023-00972,Mali,2023,3.59,subsistence,False,871.0,29.7,frequent,3,none,none,none,none,0.0,3.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
973,IRR-BUR-2025-00973,Burkina Faso,2025,1.87,commercial,False,1028.0,24.3,rare,5,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
974,IRR-MAL-2021-00974,Mali,2021,4.37,subsistence,True,587.0,34.9,occasional,2,surface,groundwater,diesel,individual,1.41,2.96,32.2,74.0,15,excellent,1127.0,131.0,False,0.0,False,471.0,559.0,59.3,279.0,2.11,82.3,75.9,37.1,189.0,42.0,weekly,soil_moisture,vegetables,36.7,1.25,1,6632.0,4710.0,True,False,False,68.1,22.3,good,low,False,False,True,1.4,traditional,moderate_burden
975,IRR-BUR-2020-00975,Burkina Faso,2020,2.07,semi-commercial,False,969.0,34.9,occasional,5,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
976,IRR-GHA-2019-00976,Ghana,2019,2.62,subsistence,False,737.0,26.5,rare,2,none,none,none,none,0.0,2.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
977,IRR-KEN-2018-00977,Kenya,2018,0.94,commercial,False,784.0,33.0,frequent,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
978,IRR-GHA-2025-00978,Ghana,2025,3.85,semi-commercial,False,806.0,33.6,occasional,5,none,none,none,none,0.0,3.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
979,IRR-GHA-2025-00979,Ghana,2025,1.85,subsistence,False,999.0,19.2,rare,6,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
980,IRR-ETH-2019-00980,Ethiopia,2019,1.01,semi-commercial,False,850.0,22.6,occasional,3,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
981,IRR-BUR-2024-00981,Burkina Faso,2024,0.98,subsistence,False,994.0,23.7,occasional,3,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
982,IRR-MAL-2020-00982,Malawi,2020,0.6,subsistence,False,819.0,19.6,occasional,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
983,IRR-NIG-2022-00983,Nigeria,2022,1.47,semi-commercial,False,817.0,31.7,rare,5,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
984,IRR-NIG-2022-00984,Nigeria,2022,0.85,semi-commercial,False,849.0,32.0,rare,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
985,IRR-MAL-2023-00985,Malawi,2023,2.13,subsistence,False,1176.0,23.8,occasional,3,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
986,IRR-TAN-2021-00986,Tanzania,2021,1.46,semi-commercial,False,880.0,28.1,rare,2,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
987,IRR-ETH-2019-00987,Ethiopia,2019,0.88,subsistence,False,802.0,28.4,occasional,5,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
988,IRR-UGA-2025-00988,Uganda,2025,0.82,subsistence,False,1257.0,25.2,occasional,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
989,IRR-UGA-2022-00989,Uganda,2022,2.85,subsistence,False,707.0,27.8,rare,7,none,none,none,none,0.0,2.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
990,IRR-UGA-2020-00990,Uganda,2020,1.63,subsistence,False,866.0,20.1,rare,6,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
991,IRR-MAL-2024-00991,Malawi,2024,1.47,subsistence,False,1347.0,25.3,rare,5,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
992,IRR-GHA-2018-00992,Ghana,2018,0.51,subsistence,False,760.0,16.4,occasional,2,none,none,none,none,0.0,0.51,0.0,0.0,0,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,moderate_burden
993,IRR-BUR-2019-00993,Burkina Faso,2019,1.73,subsistence,False,605.0,18.4,occasional,3,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
994,IRR-TAN-2025-00994,Tanzania,2025,1.49,subsistence,False,753.0,30.2,frequent,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
995,IRR-BUR-2022-00995,Burkina Faso,2022,1.17,commercial,False,1112.0,23.1,frequent,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
996,IRR-TAN-2024-00996,Tanzania,2024,1.82,subsistence,False,874.0,30.8,rare,4,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
997,IRR-MAL-2023-00997,Mali,2023,0.81,subsistence,False,685.0,21.1,rare,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
998,IRR-BUR-2020-00998,Burkina Faso,2020,1.43,commercial,False,853.0,28.6,occasional,5,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
999,IRR-ZAM-2021-00999,Zambia,2021,0.84,subsistence,False,1006.0,26.3,occasional,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1000,IRR-NIG-2021-01000,Nigeria,2021,3.1,commercial,False,1067.0,28.7,occasional,7,none,none,none,none,0.0,3.1,0.0,0.0,0,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,moderate_burden
1001,IRR-UGA-2019-01001,Uganda,2019,1.15,subsistence,False,1100.0,23.9,rare,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1002,IRR-MAL-2024-01002,Malawi,2024,1.78,subsistence,False,1083.0,23.0,rare,7,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1003,IRR-MAL-2025-01003,Malawi,2025,0.6,semi-commercial,False,1148.0,33.2,frequent,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1004,IRR-ETH-2021-01004,Ethiopia,2021,2.05,semi-commercial,True,807.0,24.9,occasional,7,surface,reservoir,electric,individual,1.65,0.4,80.5,50.0,18,poor,1318.0,125.0,False,0.0,True,497.0,555.0,48.2,240.0,1.96,94.1,80.3,36.4,129.0,49.0,daily,calendar,fruits,32.3,2.12,1,8197.0,4975.0,True,False,True,0.0,22.6,poor,low,False,False,False,4.0,traditional,moderate_burden
1005,IRR-NIG-2021-01005,Nigeria,2021,3.39,subsistence,False,904.0,20.2,occasional,7,none,none,none,none,0.0,3.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1006,IRR-ETH-2019-01006,Ethiopia,2019,0.33,subsistence,False,877.0,19.3,occasional,2,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1007,IRR-MAL-2018-01007,Mali,2018,1.04,subsistence,False,1137.0,19.2,frequent,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1008,IRR-UGA-2024-01008,Uganda,2024,1.24,semi-commercial,False,847.0,34.2,occasional,2,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1009,IRR-UGA-2021-01009,Uganda,2021,0.48,subsistence,True,617.0,29.0,frequent,5,center_pivot,rainwater_harvesting,manual,individual,0.3,0.18,62.3,10.0,11,good,1498.0,142.0,True,799.0,False,640.0,484.0,69.2,443.0,2.45,87.7,86.9,52.7,0.0,3.0,weekly,visual,rice,57.6,1.33,3,1918.0,6403.0,False,True,False,0.0,0.0,good,high,True,True,False,10.8,traditional,moderate_burden
1010,IRR-UGA-2021-01010,Uganda,2021,0.23,subsistence,False,1503.0,20.9,frequent,4,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1011,IRR-NIG-2025-01011,Nigeria,2025,0.87,commercial,False,744.0,21.4,rare,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1012,IRR-GHA-2020-01012,Ghana,2020,0.5,semi-commercial,False,789.0,20.4,occasional,2,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1013,IRR-TAN-2019-01013,Tanzania,2019,2.51,subsistence,False,692.0,21.3,occasional,5,none,none,none,none,0.0,2.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1014,IRR-TAN-2023-01014,Tanzania,2023,1.76,subsistence,False,780.0,31.8,occasional,2,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1015,IRR-ETH-2022-01015,Ethiopia,2022,0.49,subsistence,False,1025.0,24.9,occasional,2,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1016,IRR-ZAM-2018-01016,Zambia,2018,4.36,subsistence,False,699.0,20.4,occasional,5,none,none,none,none,0.0,4.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1017,IRR-ZAM-2019-01017,Zambia,2019,1.7,subsistence,False,567.0,27.8,frequent,4,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1018,IRR-UGA-2024-01018,Uganda,2024,0.82,semi-commercial,False,535.0,26.5,occasional,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1019,IRR-MAL-2018-01019,Mali,2018,0.92,subsistence,False,1680.0,34.7,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1020,IRR-MAL-2024-01020,Mali,2024,0.9,subsistence,False,1171.0,16.8,occasional,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1021,IRR-MAL-2022-01021,Malawi,2022,2.29,subsistence,True,979.0,31.4,rare,5,flood,river,electric,individual,0.79,1.5,34.5,44.0,11,excellent,316.0,38.0,True,167.0,False,356.0,477.0,38.7,138.0,1.79,94.3,82.3,30.0,101.0,32.0,as_needed,visual,fruits,50.5,2.02,1,2813.0,3565.0,False,False,False,0.0,18.1,good,low,False,False,False,0.5,traditional,moderate_burden
1022,IRR-TAN-2024-01022,Tanzania,2024,1.7,commercial,True,750.0,24.6,occasional,2,flood,groundwater,electric,individual,1.47,0.23,86.5,82.0,13,fair,587.0,88.0,False,0.0,False,707.0,592.0,49.1,347.0,1.76,83.9,65.8,27.1,94.0,59.0,weekly,soil_moisture,rice,23.3,1.77,1,10383.0,7075.0,False,False,False,44.6,9.1,poor,low,False,False,False,3.0,traditional,moderate_burden
1023,IRR-TAN-2025-01023,Tanzania,2025,1.11,semi-commercial,False,655.0,22.4,occasional,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1024,IRR-UGA-2021-01024,Uganda,2021,1.82,subsistence,False,697.0,25.0,occasional,6,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1025,IRR-KEN-2025-01025,Kenya,2025,1.04,semi-commercial,True,731.0,26.6,frequent,2,center_pivot,groundwater,solar,individual,0.55,0.49,52.9,33.0,15,poor,2744.0,263.0,False,0.0,False,639.0,628.0,68.3,437.0,2.4,71.6,61.0,29.9,0.0,5.0,biweekly,visual,vegetables,43.4,2.21,1,3507.0,6391.0,False,False,False,68.0,14.1,poor,high,False,True,False,12.2,traditional,moderate_burden
1026,IRR-MAL-2022-01026,Malawi,2022,3.8,subsistence,False,814.0,31.3,rare,6,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1027,IRR-ETH-2019-01027,Ethiopia,2019,3.95,commercial,False,767.0,15.4,rare,4,none,none,none,none,0.0,3.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1028,IRR-KEN-2021-01028,Kenya,2021,2.05,subsistence,False,1196.0,19.0,occasional,7,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1029,IRR-ZAM-2024-01029,Zambia,2024,0.92,semi-commercial,False,1160.0,21.2,occasional,3,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1030,IRR-MAL-2023-01030,Mali,2023,4.11,semi-commercial,False,1332.0,22.0,occasional,2,none,none,none,none,0.0,4.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1031,IRR-KEN-2019-01031,Kenya,2019,2.69,subsistence,False,1002.0,18.5,occasional,5,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1032,IRR-GHA-2019-01032,Ghana,2019,7.53,semi-commercial,False,800.0,30.6,frequent,2,none,none,none,none,0.0,7.53,0.0,0.0,0,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,moderate_burden
1033,IRR-MAL-2022-01033,Mali,2022,0.9,subsistence,False,987.0,23.1,occasional,6,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1034,IRR-UGA-2021-01034,Uganda,2021,1.69,semi-commercial,False,993.0,21.5,rare,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1035,IRR-MAL-2022-01035,Malawi,2022,1.02,semi-commercial,True,906.0,30.3,rare,7,sprinkler,rainwater_harvesting,solar,individual,0.68,0.34,66.8,23.0,3,excellent,1019.0,64.0,False,0.0,False,688.0,589.0,80.2,552.0,1.93,86.9,60.0,41.9,0.0,14.0,biweekly,visual,maize,54.0,2.15,1,4673.0,6876.0,True,True,False,0.0,16.7,good,medium,False,False,False,3.7,modern,moderate_burden
1036,IRR-ETH-2019-01036,Ethiopia,2019,2.13,subsistence,True,1143.0,20.5,occasional,6,manual,rainwater_harvesting,electric,individual,1.12,1.01,52.5,42.0,9,fair,224.0,32.0,False,0.0,True,344.0,433.0,56.8,195.0,1.73,91.3,69.4,36.0,72.0,90.0,weekly,calendar,maize,47.1,1.65,3,3848.0,3437.0,False,False,False,0.0,12.0,poor,low,False,False,False,0.4,traditional,moderate_burden
1037,IRR-TAN-2020-01037,Tanzania,2020,4.16,subsistence,False,1273.0,30.7,occasional,4,none,none,none,none,0.0,4.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1038,IRR-ZAM-2025-01038,Zambia,2025,1.21,subsistence,False,963.0,29.0,occasional,5,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1039,IRR-MAL-2023-01039,Malawi,2023,1.59,commercial,False,851.0,32.8,rare,2,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1040,IRR-MAL-2022-01040,Mali,2022,0.84,commercial,True,742.0,17.6,occasional,4,manual,river,diesel,individual,0.32,0.52,37.9,10.0,1,fair,64.0,6.0,False,0.0,False,307.0,518.0,59.7,184.0,2.05,81.0,88.7,42.9,92.0,26.0,weekly,visual,maize,52.8,2.13,1,984.0,3073.0,False,False,False,0.0,8.4,poor,low,True,False,False,0.3,traditional,moderate_burden
1041,IRR-TAN-2025-01041,Tanzania,2025,3.28,subsistence,False,851.0,32.4,occasional,4,none,none,none,none,0.0,3.28,0.0,0.0,0,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,moderate_burden
1042,IRR-ETH-2023-01042,Ethiopia,2023,1.11,semi-commercial,False,821.0,27.5,occasional,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1043,IRR-MAL-2019-01043,Malawi,2019,5.67,subsistence,False,1150.0,29.2,frequent,3,none,none,none,none,0.0,5.67,0.0,0.0,0,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,moderate_burden
1044,IRR-NIG-2023-01044,Nigeria,2023,0.46,semi-commercial,False,1092.0,15.8,frequent,2,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1045,IRR-MAL-2022-01045,Malawi,2022,0.81,subsistence,False,924.0,23.6,occasional,4,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1046,IRR-ZAM-2023-01046,Zambia,2023,1.22,semi-commercial,False,1013.0,26.0,occasional,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1047,IRR-ETH-2025-01047,Ethiopia,2025,1.53,semi-commercial,False,1062.0,16.4,occasional,4,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1048,IRR-NIG-2024-01048,Nigeria,2024,1.16,subsistence,False,1143.0,21.5,occasional,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1049,IRR-MAL-2021-01049,Mali,2021,2.91,subsistence,False,688.0,32.8,frequent,2,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1050,IRR-MAL-2023-01050,Mali,2023,0.45,commercial,False,865.0,20.6,occasional,5,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1051,IRR-BUR-2022-01051,Burkina Faso,2022,1.67,semi-commercial,False,670.0,34.1,occasional,7,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1052,IRR-GHA-2025-01052,Ghana,2025,1.47,semi-commercial,False,1313.0,20.6,occasional,5,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1053,IRR-ETH-2021-01053,Ethiopia,2021,3.4,semi-commercial,True,400.0,25.7,occasional,2,surface,rainwater_harvesting,diesel,individual,3.19,0.22,93.6,129.0,16,good,2549.0,280.0,False,0.0,False,621.0,515.0,52.2,324.0,2.07,93.2,79.9,38.9,633.0,96.0,biweekly,calendar,maize,43.3,1.68,1,19774.0,6207.0,False,True,False,0.0,17.7,good,low,False,False,False,3.5,traditional,moderate_burden
1054,IRR-ZAM-2018-01054,Zambia,2018,1.99,commercial,False,878.0,27.3,rare,7,none,none,none,none,0.0,1.99,0.0,0.0,0,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,moderate_burden
1055,IRR-UGA-2025-01055,Uganda,2025,1.28,semi-commercial,True,1377.0,27.7,rare,2,manual,wetland,solar,cooperative,1.19,0.1,92.5,59.0,12,excellent,237.0,32.0,False,0.0,True,531.0,561.0,63.3,336.0,2.49,91.9,68.5,39.9,0.0,95.0,daily,calendar,rice,45.8,1.86,1,6293.0,5308.0,True,False,False,0.0,25.0,good,low,False,False,False,0.8,traditional,moderate_burden
1056,IRR-MAL-2022-01056,Malawi,2022,1.14,semi-commercial,False,1138.0,24.2,rare,7,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1057,IRR-ETH-2021-01057,Ethiopia,2021,1.57,semi-commercial,False,980.0,28.0,occasional,2,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1058,IRR-KEN-2018-01058,Kenya,2018,0.9,subsistence,False,437.0,23.2,rare,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1059,IRR-KEN-2021-01059,Kenya,2021,0.4,semi-commercial,False,473.0,17.6,occasional,5,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1060,IRR-MAL-2025-01060,Malawi,2025,1.63,commercial,False,852.0,27.8,rare,4,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1061,IRR-GHA-2023-01061,Ghana,2023,1.21,semi-commercial,True,1068.0,17.8,rare,4,flood,groundwater,diesel,shared,0.51,0.7,42.0,16.0,4,good,204.0,24.0,False,0.0,False,679.0,528.0,43.2,293.0,1.55,76.2,76.2,25.1,51.0,20.0,biweekly,calendar,rice,22.4,1.76,1,3453.0,6785.0,False,False,True,40.5,15.8,good,low,True,False,True,1.5,traditional,moderate_burden
1062,IRR-MAL-2024-01062,Malawi,2024,1.43,subsistence,True,1136.0,29.8,occasional,5,sprinkler,reservoir,solar,government,0.6,0.82,42.3,28.0,18,fair,906.0,132.0,False,0.0,True,774.0,666.0,70.3,544.0,1.5,90.0,73.3,46.4,0.0,12.0,biweekly,visual,maize,33.1,2.46,1,4678.0,7744.0,True,False,False,0.0,14.4,poor,medium,True,False,False,3.8,modern,moderate_burden
1063,IRR-BUR-2018-01063,Burkina Faso,2018,1.92,semi-commercial,False,1064.0,17.1,occasional,6,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1064,IRR-UGA-2019-01064,Uganda,2019,1.77,subsistence,False,966.0,25.3,rare,3,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1065,IRR-UGA-2025-01065,Uganda,2025,1.09,subsistence,False,630.0,24.9,occasional,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1066,IRR-ETH-2024-01066,Ethiopia,2024,3.26,semi-commercial,False,810.0,22.0,occasional,7,none,none,none,none,0.0,3.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1067,IRR-BUR-2020-01067,Burkina Faso,2020,1.33,semi-commercial,False,639.0,30.8,frequent,2,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1068,IRR-ETH-2018-01068,Ethiopia,2018,1.42,semi-commercial,False,1068.0,15.3,frequent,5,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,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,moderate_burden
1069,IRR-UGA-2025-01069,Uganda,2025,1.97,semi-commercial,False,940.0,22.4,rare,4,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1070,IRR-NIG-2023-01070,Nigeria,2023,0.95,subsistence,False,1137.0,27.0,occasional,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1071,IRR-MAL-2019-01071,Mali,2019,3.04,subsistence,False,458.0,31.1,rare,2,none,none,none,none,0.0,3.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1072,IRR-GHA-2023-01072,Ghana,2023,2.7,semi-commercial,False,400.0,26.5,occasional,3,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1073,IRR-UGA-2025-01073,Uganda,2025,1.44,semi-commercial,True,648.0,19.3,frequent,3,sprinkler,groundwater,solar,government,1.42,0.01,99.2,83.0,12,good,2136.0,253.0,False,0.0,False,667.0,483.0,73.8,492.0,1.23,85.5,82.3,52.0,0.0,28.0,weekly,weather_based,horticulture,39.4,1.56,2,9492.0,6665.0,False,True,False,30.7,24.5,good,medium,True,True,True,7.6,modern,moderate_burden
1074,IRR-NIG-2021-01074,Nigeria,2021,1.68,commercial,False,858.0,16.8,occasional,5,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1075,IRR-BUR-2019-01075,Burkina Faso,2019,1.52,subsistence,False,1387.0,31.6,frequent,3,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1076,IRR-MAL-2018-01076,Malawi,2018,3.25,semi-commercial,False,1025.0,27.4,frequent,5,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1077,IRR-BUR-2023-01077,Burkina Faso,2023,1.01,subsistence,False,807.0,19.8,occasional,6,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1078,IRR-MAL-2024-01078,Malawi,2024,4.09,commercial,False,1089.0,23.1,occasional,2,none,none,none,none,0.0,4.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1079,IRR-MAL-2022-01079,Malawi,2022,1.93,semi-commercial,False,805.0,16.1,frequent,7,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1080,IRR-KEN-2021-01080,Kenya,2021,2.27,semi-commercial,True,1105.0,30.4,frequent,2,sprinkler,river,diesel,cooperative,1.98,0.29,87.2,106.0,15,fair,2969.0,293.0,False,0.0,False,440.0,539.0,82.1,361.0,1.42,92.2,67.7,51.3,531.0,40.0,weekly,soil_moisture,rice,20.6,1.97,2,8709.0,4400.0,True,True,False,0.0,15.9,poor,medium,True,True,False,12.7,modern,moderate_burden
1081,IRR-UGA-2025-01081,Uganda,2025,2.21,semi-commercial,False,1061.0,18.8,frequent,5,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1082,IRR-BUR-2020-01082,Burkina Faso,2020,1.26,semi-commercial,False,1040.0,32.5,occasional,6,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1083,IRR-ETH-2020-01083,Ethiopia,2020,1.24,semi-commercial,False,1223.0,23.8,occasional,7,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1084,IRR-TAN-2021-01084,Tanzania,2021,3.41,commercial,False,655.0,25.1,frequent,2,none,none,none,none,0.0,3.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1085,IRR-ZAM-2025-01085,Zambia,2025,1.95,semi-commercial,False,569.0,17.4,rare,5,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1086,IRR-ETH-2024-01086,Ethiopia,2024,1.17,semi-commercial,False,846.0,17.9,occasional,5,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1087,IRR-TAN-2024-01087,Tanzania,2024,1.48,semi-commercial,False,624.0,19.6,frequent,6,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1088,IRR-TAN-2022-01088,Tanzania,2022,2.4,subsistence,False,413.0,25.2,occasional,4,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1089,IRR-NIG-2025-01089,Nigeria,2025,0.97,subsistence,False,956.0,16.0,occasional,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1090,IRR-ZAM-2020-01090,Zambia,2020,1.83,semi-commercial,False,802.0,28.7,rare,4,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1091,IRR-GHA-2024-01091,Ghana,2024,0.87,subsistence,False,977.0,34.0,occasional,5,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1092,IRR-ZAM-2019-01092,Zambia,2019,3.4,subsistence,False,1010.0,34.6,occasional,7,none,none,none,none,0.0,3.4,0.0,0.0,0,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,moderate_burden
1093,IRR-ETH-2022-01093,Ethiopia,2022,1.81,subsistence,False,676.0,24.6,frequent,5,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1094,IRR-NIG-2019-01094,Nigeria,2019,4.98,commercial,True,688.0,29.7,rare,3,drip,reservoir,electric,government,4.51,0.47,90.5,182.0,12,good,11268.0,1257.0,False,0.0,False,555.0,687.0,95.0,527.0,2.46,80.0,83.3,63.3,483.0,68.0,as_needed,calendar,sugarcane,21.2,1.89,1,25005.0,5548.0,True,False,False,0.0,11.0,good,high,False,False,True,21.3,modern,moderate_burden
1095,IRR-ETH-2019-01095,Ethiopia,2019,2.88,semi-commercial,False,1151.0,33.0,occasional,3,none,none,none,none,0.0,2.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1096,IRR-BUR-2019-01096,Burkina Faso,2019,0.81,commercial,False,1074.0,20.9,occasional,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1097,IRR-ZAM-2024-01097,Zambia,2024,1.66,subsistence,True,1294.0,34.8,rare,6,sprinkler,lake,gravity,individual,1.4,0.26,84.3,54.0,5,good,2094.0,262.0,False,0.0,False,638.0,516.0,75.2,479.0,1.5,71.8,70.5,38.1,0.0,28.0,weekly,calendar,rice,29.8,2.2,1,8902.0,6377.0,False,False,True,0.0,0.0,good,medium,False,False,False,8.5,modern,moderate_burden
1098,IRR-ZAM-2019-01098,Zambia,2019,1.19,subsistence,False,1285.0,35.0,occasional,4,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1099,IRR-ZAM-2022-01099,Zambia,2022,2.27,semi-commercial,False,586.0,21.0,frequent,5,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1100,IRR-ZAM-2025-01100,Zambia,2025,1.82,subsistence,False,619.0,19.3,frequent,5,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1101,IRR-TAN-2019-01101,Tanzania,2019,0.57,semi-commercial,False,1052.0,15.6,frequent,7,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1102,IRR-KEN-2018-01102,Kenya,2018,3.03,subsistence,False,836.0,31.7,occasional,2,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1103,IRR-NIG-2020-01103,Nigeria,2020,1.58,semi-commercial,False,446.0,24.0,frequent,7,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1104,IRR-UGA-2022-01104,Uganda,2022,2.72,semi-commercial,False,522.0,24.2,frequent,6,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1105,IRR-GHA-2019-01105,Ghana,2019,1.46,semi-commercial,False,760.0,15.5,frequent,3,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1106,IRR-MAL-2020-01106,Mali,2020,1.04,commercial,False,704.0,20.5,rare,7,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1107,IRR-NIG-2019-01107,Nigeria,2019,2.4,semi-commercial,False,769.0,31.5,occasional,4,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1108,IRR-MAL-2024-01108,Malawi,2024,1.57,subsistence,False,1425.0,21.6,occasional,6,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1109,IRR-BUR-2020-01109,Burkina Faso,2020,1.21,subsistence,False,620.0,32.8,occasional,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1110,IRR-NIG-2025-01110,Nigeria,2025,0.28,commercial,False,1044.0,17.6,occasional,4,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1111,IRR-TAN-2018-01111,Tanzania,2018,1.8,semi-commercial,False,400.0,15.9,occasional,6,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1112,IRR-UGA-2022-01112,Uganda,2022,1.15,subsistence,False,1219.0,29.4,occasional,7,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1113,IRR-KEN-2023-01113,Kenya,2023,1.39,semi-commercial,False,1118.0,17.8,frequent,6,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1114,IRR-NIG-2022-01114,Nigeria,2022,0.46,subsistence,False,938.0,29.3,rare,5,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1115,IRR-UGA-2022-01115,Uganda,2022,2.81,semi-commercial,False,876.0,19.7,rare,6,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1116,IRR-NIG-2020-01116,Nigeria,2020,1.14,subsistence,False,1073.0,32.5,frequent,7,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1117,IRR-MAL-2020-01117,Malawi,2020,0.87,semi-commercial,False,835.0,24.5,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1118,IRR-NIG-2022-01118,Nigeria,2022,1.86,subsistence,False,500.0,19.0,rare,2,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1119,IRR-ETH-2018-01119,Ethiopia,2018,1.05,commercial,False,704.0,22.8,rare,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1120,IRR-UGA-2022-01120,Uganda,2022,2.07,subsistence,False,754.0,31.0,rare,6,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1121,IRR-UGA-2021-01121,Uganda,2021,2.97,semi-commercial,False,920.0,23.7,frequent,6,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1122,IRR-ZAM-2024-01122,Zambia,2024,3.51,semi-commercial,False,1177.0,25.7,rare,6,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1123,IRR-TAN-2019-01123,Tanzania,2019,1.0,semi-commercial,False,1321.0,15.9,rare,2,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1124,IRR-NIG-2024-01124,Nigeria,2024,1.06,semi-commercial,False,538.0,32.7,occasional,2,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1125,IRR-KEN-2021-01125,Kenya,2021,0.71,subsistence,False,1160.0,30.1,occasional,6,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1126,IRR-MAL-2021-01126,Mali,2021,1.13,commercial,False,927.0,27.5,frequent,7,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1127,IRR-KEN-2024-01127,Kenya,2024,2.38,subsistence,False,1104.0,20.7,occasional,2,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1128,IRR-MAL-2021-01128,Mali,2021,1.46,semi-commercial,False,1057.0,15.9,rare,4,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1129,IRR-GHA-2019-01129,Ghana,2019,1.46,subsistence,False,735.0,29.9,occasional,4,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1130,IRR-NIG-2025-01130,Nigeria,2025,0.67,commercial,False,1147.0,19.6,rare,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1131,IRR-ETH-2021-01131,Ethiopia,2021,2.79,subsistence,True,1003.0,25.5,occasional,6,flood,reservoir,diesel,private_company,0.93,1.86,33.3,53.0,19,fair,372.0,54.0,False,0.0,False,740.0,437.0,43.2,320.0,1.2,72.6,60.2,18.9,113.0,37.0,as_needed,calendar,vegetables,57.8,1.98,1,6880.0,7400.0,False,False,False,0.0,15.4,poor,low,False,False,False,0.5,traditional,moderate_burden
1132,IRR-ZAM-2022-01132,Zambia,2022,0.99,semi-commercial,True,811.0,29.6,occasional,6,flood,reservoir,gravity,individual,0.71,0.28,71.8,37.0,11,poor,285.0,28.0,False,0.0,False,367.0,635.0,42.9,157.0,1.73,94.6,87.6,35.5,0.0,28.0,biweekly,calendar,sugarcane,30.9,1.37,1,2613.0,3671.0,False,False,False,0.0,0.0,poor,low,False,False,False,1.9,traditional,moderate_burden
1133,IRR-BUR-2019-01133,Burkina Faso,2019,4.61,semi-commercial,False,651.0,16.8,occasional,2,none,none,none,none,0.0,4.61,0.0,0.0,0,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,moderate_burden
1134,IRR-UGA-2018-01134,Uganda,2018,1.46,semi-commercial,False,1021.0,16.2,frequent,3,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1135,IRR-GHA-2024-01135,Ghana,2024,5.36,semi-commercial,False,704.0,17.0,occasional,7,none,none,none,none,0.0,5.36,0.0,0.0,0,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,moderate_burden
1136,IRR-ETH-2025-01136,Ethiopia,2025,0.97,commercial,False,593.0,28.7,rare,3,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1137,IRR-BUR-2018-01137,Burkina Faso,2018,1.21,subsistence,False,967.0,34.7,occasional,3,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1138,IRR-ZAM-2020-01138,Zambia,2020,1.12,semi-commercial,False,515.0,29.0,frequent,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1139,IRR-ETH-2023-01139,Ethiopia,2023,2.38,subsistence,False,1071.0,32.5,rare,3,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1140,IRR-KEN-2019-01140,Kenya,2019,1.01,commercial,False,840.0,23.8,rare,4,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1141,IRR-MAL-2025-01141,Malawi,2025,1.9,commercial,False,1374.0,27.0,occasional,7,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1142,IRR-ZAM-2023-01142,Zambia,2023,0.93,semi-commercial,False,671.0,29.0,occasional,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1143,IRR-TAN-2024-01143,Tanzania,2024,1.64,subsistence,False,1072.0,26.7,occasional,6,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1144,IRR-NIG-2020-01144,Nigeria,2020,0.7,semi-commercial,False,975.0,16.8,occasional,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1145,IRR-MAL-2020-01145,Malawi,2020,0.64,commercial,False,1066.0,25.9,frequent,7,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1146,IRR-NIG-2018-01146,Nigeria,2018,0.42,commercial,False,696.0,28.2,occasional,4,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1147,IRR-NIG-2020-01147,Nigeria,2020,3.63,subsistence,False,981.0,17.5,rare,2,none,none,none,none,0.0,3.63,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1148,IRR-ZAM-2023-01148,Zambia,2023,0.56,subsistence,True,741.0,23.5,occasional,6,sprinkler,wetland,electric,government,0.41,0.16,72.0,15.0,7,fair,609.0,50.0,True,242.0,False,546.0,675.0,81.8,447.0,1.06,72.2,70.2,41.5,33.0,8.0,weekly,calendar,vegetables,54.7,2.48,1,2217.0,5458.0,True,False,True,0.0,22.4,poor,medium,False,False,False,4.0,modern,moderate_burden
1149,IRR-KEN-2022-01149,Kenya,2022,1.61,subsistence,False,665.0,24.5,occasional,4,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1150,IRR-ETH-2022-01150,Ethiopia,2022,0.6,semi-commercial,False,900.0,34.6,rare,3,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1151,IRR-MAL-2023-01151,Mali,2023,0.99,semi-commercial,False,1106.0,19.1,rare,4,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1152,IRR-TAN-2023-01152,Tanzania,2023,1.19,semi-commercial,False,978.0,24.7,occasional,3,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1153,IRR-BUR-2025-01153,Burkina Faso,2025,0.86,semi-commercial,False,819.0,24.1,frequent,3,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1154,IRR-MAL-2018-01154,Malawi,2018,0.82,semi-commercial,False,845.0,20.1,occasional,3,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1155,IRR-KEN-2020-01155,Kenya,2020,3.44,subsistence,True,967.0,25.9,occasional,2,flood,groundwater,gravity,government,2.47,0.97,71.8,140.0,0,fair,989.0,61.0,False,0.0,False,615.0,663.0,45.7,281.0,1.27,84.1,88.9,34.2,0.0,99.0,daily,calendar,rice,40.8,2.4,1,15198.0,6150.0,True,True,False,62.2,0.0,poor,low,True,False,False,1.4,traditional,moderate_burden
1156,IRR-UGA-2020-01156,Uganda,2020,0.69,subsistence,True,723.0,32.0,occasional,2,flood,reservoir,diesel,cooperative,0.43,0.27,61.6,16.0,10,good,171.0,16.0,False,0.0,False,497.0,600.0,44.4,220.0,1.92,73.9,62.4,20.5,76.0,17.0,weekly,calendar,vegetables,21.4,2.37,2,2126.0,4969.0,False,True,False,0.0,17.0,good,low,True,False,True,2.3,traditional,moderate_burden
1157,IRR-BUR-2025-01157,Burkina Faso,2025,1.51,semi-commercial,False,897.0,32.2,frequent,3,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1158,IRR-GHA-2018-01158,Ghana,2018,0.38,subsistence,False,843.0,29.1,frequent,6,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1159,IRR-GHA-2025-01159,Ghana,2025,0.84,semi-commercial,True,932.0,19.6,rare,3,surface,river,solar,individual,0.4,0.44,48.0,19.0,2,good,324.0,23.0,False,0.0,True,352.0,643.0,50.7,179.0,2.26,87.7,85.5,38.0,0.0,12.0,weekly,soil_moisture,rice,57.9,1.79,2,1426.0,3525.0,False,False,True,0.0,13.6,good,low,False,False,False,1.3,traditional,moderate_burden
1160,IRR-KEN-2022-01160,Kenya,2022,1.21,semi-commercial,True,913.0,26.4,occasional,5,flood,river,electric,shared,0.7,0.52,57.4,32.0,13,poor,278.0,27.0,False,0.0,False,342.0,668.0,41.0,140.0,2.08,90.0,76.4,28.3,83.0,28.0,daily,visual,rice,22.2,1.82,2,2377.0,3419.0,False,False,False,0.0,7.1,poor,low,True,False,False,2.1,traditional,moderate_burden
1161,IRR-MAL-2019-01161,Malawi,2019,3.88,subsistence,False,723.0,34.8,frequent,2,none,none,none,none,0.0,3.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1162,IRR-ETH-2025-01162,Ethiopia,2025,0.88,subsistence,False,1393.0,25.6,occasional,3,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1163,IRR-MAL-2023-01163,Mali,2023,0.61,subsistence,False,913.0,19.4,frequent,2,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1164,IRR-ETH-2020-01164,Ethiopia,2020,2.6,commercial,True,636.0,31.8,rare,5,sprinkler,groundwater,gravity,shared,1.21,1.39,46.5,67.0,2,excellent,1814.0,147.0,False,0.0,False,581.0,431.0,79.1,459.0,1.14,87.3,75.3,52.0,0.0,24.0,as_needed,soil_moisture,fruits,45.0,1.83,2,7022.0,5805.0,False,False,False,18.9,0.0,good,medium,False,False,True,3.1,modern,moderate_burden
1165,IRR-UGA-2019-01165,Uganda,2019,6.37,semi-commercial,True,1073.0,33.2,rare,6,manual,river,electric,individual,2.65,3.72,41.7,124.0,4,good,531.0,49.0,True,164.0,False,409.0,521.0,51.6,211.0,1.3,92.5,74.0,35.3,319.0,212.0,as_needed,weather_based,rice,57.5,1.66,1,10858.0,4091.0,False,False,True,0.0,14.7,good,low,False,False,False,0.3,traditional,moderate_burden
1166,IRR-MAL-2023-01166,Mali,2023,2.68,semi-commercial,False,663.0,29.8,rare,3,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1167,IRR-GHA-2022-01167,Ghana,2022,2.11,subsistence,False,1180.0,16.7,occasional,2,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1168,IRR-NIG-2024-01168,Nigeria,2024,3.96,subsistence,False,528.0,28.1,rare,5,none,none,none,none,0.0,3.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1169,IRR-ZAM-2020-01169,Zambia,2020,0.58,subsistence,False,539.0,24.6,rare,2,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1170,IRR-TAN-2024-01170,Tanzania,2024,2.01,commercial,False,569.0,23.5,frequent,6,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1171,IRR-TAN-2025-01171,Tanzania,2025,2.74,subsistence,False,1163.0,34.7,rare,5,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1172,IRR-UGA-2023-01172,Uganda,2023,1.43,semi-commercial,True,788.0,20.8,occasional,3,surface,river,electric,government,0.47,0.95,33.2,15.0,3,good,379.0,33.0,False,0.0,False,603.0,657.0,47.6,287.0,2.33,83.4,86.2,34.3,47.0,14.0,as_needed,calendar,rice,24.0,1.51,1,2854.0,6026.0,False,False,False,0.0,5.8,good,low,False,False,False,2.2,traditional,moderate_burden
1173,IRR-NIG-2024-01173,Nigeria,2024,2.13,subsistence,False,936.0,22.6,frequent,3,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1174,IRR-NIG-2025-01174,Nigeria,2025,0.44,subsistence,False,674.0,32.2,occasional,5,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1175,IRR-KEN-2018-01175,Kenya,2018,0.9,semi-commercial,False,949.0,28.6,rare,3,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1176,IRR-NIG-2019-01176,Nigeria,2019,1.44,semi-commercial,False,822.0,16.7,frequent,7,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1177,IRR-MAL-2019-01177,Malawi,2019,1.38,semi-commercial,False,1175.0,22.1,rare,4,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1178,IRR-BUR-2024-01178,Burkina Faso,2024,1.13,semi-commercial,False,461.0,18.5,frequent,4,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1179,IRR-ZAM-2019-01179,Zambia,2019,0.79,semi-commercial,False,612.0,17.2,frequent,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1180,IRR-ZAM-2022-01180,Zambia,2022,0.87,subsistence,False,744.0,23.3,rare,7,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1181,IRR-MAL-2020-01181,Malawi,2020,0.86,subsistence,False,713.0,33.3,occasional,3,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1182,IRR-GHA-2024-01182,Ghana,2024,0.39,commercial,False,758.0,27.1,frequent,4,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1183,IRR-UGA-2025-01183,Uganda,2025,1.44,subsistence,False,1387.0,23.2,rare,7,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1184,IRR-BUR-2021-01184,Burkina Faso,2021,0.55,subsistence,False,1007.0,32.7,occasional,6,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1185,IRR-BUR-2019-01185,Burkina Faso,2019,0.6,semi-commercial,False,962.0,20.7,frequent,4,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1186,IRR-ZAM-2025-01186,Zambia,2025,3.39,subsistence,False,1035.0,28.0,occasional,5,none,none,none,none,0.0,3.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1187,IRR-UGA-2021-01187,Uganda,2021,1.65,semi-commercial,False,1086.0,29.8,occasional,6,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1188,IRR-ZAM-2024-01188,Zambia,2024,1.52,semi-commercial,False,1211.0,33.2,occasional,2,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1189,IRR-MAL-2020-01189,Malawi,2020,0.75,subsistence,False,980.0,17.4,occasional,2,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1190,IRR-ZAM-2020-01190,Zambia,2020,2.05,semi-commercial,True,950.0,18.2,occasional,7,flood,reservoir,electric,government,1.55,0.49,76.0,52.0,16,poor,622.0,90.0,False,0.0,True,531.0,425.0,47.4,252.0,1.03,89.4,89.7,38.0,213.0,62.0,weekly,weather_based,vegetables,20.3,1.74,2,8248.0,5308.0,False,False,False,0.0,23.1,poor,low,False,False,False,3.0,traditional,moderate_burden
1191,IRR-GHA-2018-01191,Ghana,2018,1.72,subsistence,False,966.0,18.9,frequent,6,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1192,IRR-ZAM-2024-01192,Zambia,2024,2.99,semi-commercial,False,1053.0,29.3,rare,2,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1193,IRR-KEN-2022-01193,Kenya,2022,0.85,semi-commercial,False,1209.0,25.4,frequent,2,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1194,IRR-MAL-2025-01194,Mali,2025,0.91,subsistence,False,1061.0,16.1,rare,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1195,IRR-ETH-2020-01195,Ethiopia,2020,1.88,subsistence,True,522.0,19.3,rare,4,manual,groundwater,solar,shared,1.41,0.47,75.0,78.0,3,poor,281.0,21.0,True,152.0,False,442.0,524.0,52.8,233.0,0.93,73.5,77.0,29.9,0.0,113.0,weekly,calendar,rice,33.5,1.77,1,6214.0,4415.0,True,False,False,74.2,18.0,poor,low,False,False,False,0.9,traditional,moderate_burden
1196,IRR-TAN-2021-01196,Tanzania,2021,1.07,semi-commercial,False,1171.0,29.6,occasional,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1197,IRR-ETH-2019-01197,Ethiopia,2019,1.25,subsistence,False,1143.0,34.9,occasional,5,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1198,IRR-GHA-2022-01198,Ghana,2022,2.33,subsistence,False,1243.0,24.0,rare,7,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1199,IRR-ETH-2018-01199,Ethiopia,2018,1.52,semi-commercial,False,809.0,31.8,rare,7,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1200,IRR-NIG-2025-01200,Nigeria,2025,0.7,subsistence,False,919.0,22.5,occasional,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1201,IRR-ZAM-2022-01201,Zambia,2022,2.78,subsistence,False,749.0,29.6,occasional,6,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1202,IRR-UGA-2022-01202,Uganda,2022,0.34,subsistence,False,430.0,31.0,occasional,6,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1203,IRR-TAN-2022-01203,Tanzania,2022,5.58,semi-commercial,False,954.0,31.9,occasional,3,none,none,none,none,0.0,5.58,0.0,0.0,0,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,moderate_burden
1204,IRR-NIG-2022-01204,Nigeria,2022,2.4,subsistence,False,905.0,15.8,frequent,2,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1205,IRR-KEN-2025-01205,Kenya,2025,1.52,semi-commercial,False,838.0,19.0,occasional,7,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1206,IRR-UGA-2025-01206,Uganda,2025,2.37,commercial,True,1123.0,29.2,occasional,5,surface,river,manual,cooperative,1.53,0.84,64.6,56.0,9,good,1226.0,183.0,False,0.0,True,602.0,453.0,47.7,287.0,1.92,87.9,61.6,25.8,0.0,46.0,as_needed,visual,vegetables,39.9,1.31,1,9225.0,6022.0,False,False,False,0.0,0.0,good,low,True,False,False,2.6,traditional,moderate_burden
1207,IRR-ETH-2020-01207,Ethiopia,2020,1.68,subsistence,False,612.0,16.5,occasional,5,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1208,IRR-UGA-2019-01208,Uganda,2019,2.87,subsistence,False,1003.0,17.5,rare,7,none,none,none,none,0.0,2.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1209,IRR-MAL-2021-01209,Mali,2021,1.61,semi-commercial,True,905.0,24.8,occasional,3,surface,groundwater,electric,individual,1.38,0.23,85.6,70.0,8,excellent,1102.0,93.0,False,0.0,True,604.0,446.0,47.7,288.0,1.04,77.8,74.2,27.5,84.0,41.0,biweekly,soil_moisture,sugarcane,50.2,2.46,2,8322.0,6044.0,False,False,False,24.9,22.6,good,low,False,False,True,2.7,traditional,moderate_burden
1210,IRR-MAL-2023-01210,Mali,2023,2.44,subsistence,False,1000.0,24.6,frequent,3,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1211,IRR-GHA-2024-01211,Ghana,2024,0.68,subsistence,True,1061.0,29.6,rare,7,sprinkler,reservoir,diesel,individual,0.43,0.24,64.1,18.0,16,poor,650.0,71.0,False,0.0,False,368.0,435.0,69.5,256.0,1.64,80.8,83.1,46.6,46.0,9.0,biweekly,weather_based,rice,38.8,1.63,3,1595.0,3678.0,False,False,False,0.0,6.9,poor,medium,True,False,False,5.0,modern,moderate_burden
1212,IRR-MAL-2024-01212,Mali,2024,2.46,commercial,False,1010.0,20.0,occasional,6,none,none,none,none,0.0,2.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1213,IRR-UGA-2023-01213,Uganda,2023,4.76,commercial,False,1052.0,16.9,occasional,3,none,none,none,none,0.0,4.76,0.0,0.0,0,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,moderate_burden
1214,IRR-ZAM-2021-01214,Zambia,2021,1.57,subsistence,True,830.0,24.0,occasional,2,drip,reservoir,diesel,cooperative,0.53,1.04,33.8,21.0,11,good,1326.0,157.0,False,0.0,True,318.0,402.0,83.2,265.0,0.95,86.7,94.2,68.0,77.0,8.0,weekly,weather_based,rice,38.2,1.25,3,1689.0,3183.0,False,True,True,0.0,10.6,good,high,False,False,True,4.4,modern,moderate_burden
1215,IRR-GHA-2020-01215,Ghana,2020,0.21,semi-commercial,False,731.0,33.5,rare,2,none,none,none,none,0.0,0.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1216,IRR-MAL-2024-01216,Malawi,2024,0.8,subsistence,False,837.0,20.6,occasional,6,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1217,IRR-MAL-2023-01217,Malawi,2023,2.41,semi-commercial,False,842.0,31.8,occasional,7,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1218,IRR-MAL-2022-01218,Mali,2022,2.36,subsistence,False,699.0,29.1,occasional,6,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1219,IRR-UGA-2019-01219,Uganda,2019,2.82,subsistence,False,775.0,19.2,occasional,4,none,none,none,none,0.0,2.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1220,IRR-MAL-2025-01220,Mali,2025,0.48,subsistence,False,1057.0,16.2,rare,7,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1221,IRR-UGA-2018-01221,Uganda,2018,1.59,subsistence,False,839.0,28.5,occasional,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1222,IRR-TAN-2023-01222,Tanzania,2023,4.78,subsistence,True,988.0,22.5,frequent,3,flood,river,gravity,individual,2.94,1.84,61.6,89.0,2,fair,1178.0,115.0,False,0.0,False,584.0,658.0,40.3,235.0,0.81,79.3,89.8,28.7,0.0,118.0,daily,visual,vegetables,35.2,1.75,1,17198.0,5841.0,True,False,False,0.0,0.0,poor,low,True,True,False,1.4,traditional,moderate_burden
1223,IRR-ZAM-2024-01223,Zambia,2024,0.29,subsistence,False,1045.0,28.8,rare,3,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1224,IRR-MAL-2021-01224,Mali,2021,5.85,subsistence,False,936.0,28.2,occasional,3,none,none,none,none,0.0,5.85,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1225,IRR-ZAM-2022-01225,Zambia,2022,1.42,semi-commercial,False,655.0,31.0,occasional,2,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1226,IRR-UGA-2024-01226,Uganda,2024,0.56,subsistence,False,869.0,16.9,occasional,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1227,IRR-NIG-2021-01227,Nigeria,2021,3.54,subsistence,False,1031.0,20.4,occasional,2,none,none,none,none,0.0,3.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1228,IRR-ZAM-2020-01228,Zambia,2020,1.85,semi-commercial,False,878.0,23.1,occasional,5,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1229,IRR-MAL-2023-01229,Mali,2023,3.95,subsistence,False,575.0,16.6,occasional,2,none,none,none,none,0.0,3.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1230,IRR-MAL-2023-01230,Malawi,2023,2.18,semi-commercial,False,817.0,16.2,occasional,3,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1231,IRR-MAL-2023-01231,Malawi,2023,5.27,semi-commercial,False,835.0,22.1,occasional,5,none,none,none,none,0.0,5.27,0.0,0.0,0,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,moderate_burden
1232,IRR-ETH-2023-01232,Ethiopia,2023,2.84,subsistence,False,1423.0,23.2,rare,3,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1233,IRR-KEN-2019-01233,Kenya,2019,2.12,semi-commercial,False,941.0,24.5,frequent,2,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1234,IRR-GHA-2023-01234,Ghana,2023,0.86,semi-commercial,False,707.0,30.4,occasional,5,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1235,IRR-BUR-2024-01235,Burkina Faso,2024,0.89,semi-commercial,False,1069.0,29.6,occasional,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1236,IRR-BUR-2019-01236,Burkina Faso,2019,0.9,semi-commercial,False,785.0,21.2,occasional,6,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1237,IRR-UGA-2020-01237,Uganda,2020,1.18,semi-commercial,False,1136.0,30.3,frequent,7,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1238,IRR-KEN-2024-01238,Kenya,2024,0.44,semi-commercial,False,774.0,24.9,frequent,6,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1239,IRR-UGA-2024-01239,Uganda,2024,2.1,semi-commercial,False,753.0,29.9,occasional,4,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1240,IRR-NIG-2018-01240,Nigeria,2018,11.53,subsistence,False,588.0,21.9,rare,3,none,none,none,none,0.0,11.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1241,IRR-MAL-2023-01241,Malawi,2023,1.67,subsistence,False,1009.0,32.2,rare,5,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1242,IRR-BUR-2022-01242,Burkina Faso,2022,1.13,semi-commercial,False,676.0,17.6,occasional,3,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1243,IRR-NIG-2021-01243,Nigeria,2021,5.56,subsistence,False,966.0,15.5,frequent,5,none,none,none,none,0.0,5.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1244,IRR-GHA-2022-01244,Ghana,2022,1.26,semi-commercial,False,598.0,15.8,occasional,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1245,IRR-ETH-2021-01245,Ethiopia,2021,1.64,subsistence,False,1112.0,28.6,occasional,4,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1246,IRR-GHA-2018-01246,Ghana,2018,8.99,subsistence,False,1262.0,23.3,occasional,4,none,none,none,none,0.0,8.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1247,IRR-ZAM-2023-01247,Zambia,2023,0.51,subsistence,True,752.0,26.5,occasional,5,flood,groundwater,diesel,cooperative,0.39,0.12,75.8,19.0,5,excellent,154.0,22.0,False,0.0,True,692.0,529.0,38.8,268.0,2.36,94.0,88.6,32.3,58.0,15.0,daily,visual,rice,40.5,1.65,2,2672.0,6924.0,False,False,False,56.4,18.1,good,low,False,False,True,1.5,traditional,moderate_burden
1248,IRR-KEN-2020-01248,Kenya,2020,1.65,semi-commercial,False,1022.0,18.1,rare,6,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1249,IRR-BUR-2025-01249,Burkina Faso,2025,0.49,semi-commercial,False,909.0,21.0,occasional,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1250,IRR-TAN-2024-01250,Tanzania,2024,1.36,semi-commercial,False,764.0,16.7,occasional,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1251,IRR-GHA-2024-01251,Ghana,2024,1.63,subsistence,False,746.0,26.3,frequent,5,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1252,IRR-TAN-2018-01252,Tanzania,2018,0.72,subsistence,False,1045.0,27.3,rare,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1253,IRR-KEN-2019-01253,Kenya,2019,0.77,subsistence,False,1170.0,28.6,occasional,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1254,IRR-NIG-2020-01254,Nigeria,2020,2.86,semi-commercial,False,932.0,21.2,frequent,2,none,none,none,none,0.0,2.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1255,IRR-KEN-2021-01255,Kenya,2021,0.68,subsistence,False,1278.0,27.5,occasional,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1256,IRR-KEN-2018-01256,Kenya,2018,1.6,subsistence,False,976.0,17.1,frequent,2,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1257,IRR-ETH-2024-01257,Ethiopia,2024,0.61,subsistence,False,1106.0,19.4,occasional,6,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1258,IRR-UGA-2024-01258,Uganda,2024,1.07,subsistence,True,659.0,26.2,occasional,5,flood,reservoir,solar,government,0.82,0.25,76.6,43.0,19,good,328.0,21.0,False,0.0,False,792.0,690.0,47.5,376.0,2.13,85.8,65.4,26.7,0.0,33.0,biweekly,soil_moisture,rice,52.9,2.26,2,6492.0,7917.0,False,False,False,0.0,13.0,good,low,True,False,True,1.2,traditional,moderate_burden
1259,IRR-MAL-2020-01259,Malawi,2020,2.36,subsistence,True,488.0,29.3,rare,2,drip,lake,diesel,government,1.58,0.78,67.0,91.0,11,excellent,3957.0,272.0,False,0.0,False,565.0,676.0,91.4,517.0,1.65,74.3,88.4,60.0,269.0,24.0,as_needed,calendar,rice,54.5,1.48,1,8945.0,5651.0,False,True,False,0.0,22.3,good,high,True,False,False,6.2,modern,moderate_burden
1260,IRR-GHA-2018-01260,Ghana,2018,0.93,subsistence,False,400.0,29.2,occasional,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1261,IRR-KEN-2021-01261,Kenya,2021,3.84,subsistence,False,728.0,22.3,rare,3,none,none,none,none,0.0,3.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1262,IRR-TAN-2024-01262,Tanzania,2024,2.13,semi-commercial,False,502.0,31.8,frequent,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1263,IRR-MAL-2023-01263,Mali,2023,1.65,semi-commercial,False,884.0,18.6,frequent,4,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1264,IRR-TAN-2021-01264,Tanzania,2021,2.38,semi-commercial,False,734.0,30.6,frequent,2,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1265,IRR-ETH-2023-01265,Ethiopia,2023,1.18,subsistence,False,1066.0,29.7,occasional,2,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1266,IRR-UGA-2019-01266,Uganda,2019,2.86,subsistence,False,716.0,31.2,rare,4,none,none,none,none,0.0,2.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1267,IRR-NIG-2018-01267,Nigeria,2018,0.88,subsistence,False,908.0,17.8,occasional,7,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1268,IRR-MAL-2024-01268,Mali,2024,1.65,semi-commercial,True,916.0,18.6,occasional,5,sprinkler,river,gravity,shared,1.52,0.13,92.1,49.0,4,fair,2282.0,144.0,False,0.0,True,792.0,408.0,67.6,535.0,1.93,72.3,88.4,43.2,0.0,30.0,biweekly,calendar,sugarcane,33.3,1.54,1,12042.0,7916.0,False,False,False,0.0,0.0,poor,medium,False,False,False,8.3,modern,moderate_burden
1269,IRR-TAN-2020-01269,Tanzania,2020,1.8,subsistence,False,1240.0,18.1,rare,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1270,IRR-ZAM-2020-01270,Zambia,2020,2.1,subsistence,False,649.0,19.7,occasional,4,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1271,IRR-TAN-2018-01271,Tanzania,2018,1.23,semi-commercial,False,849.0,29.8,occasional,3,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1272,IRR-NIG-2018-01272,Nigeria,2018,2.9,semi-commercial,True,965.0,17.0,rare,6,drip,reservoir,gravity,cooperative,2.25,0.66,77.4,70.0,6,good,5614.0,373.0,False,0.0,True,374.0,663.0,91.4,342.0,1.96,70.5,73.5,47.4,0.0,34.0,as_needed,calendar,cotton,28.0,1.69,1,8404.0,3742.0,False,True,True,0.0,0.0,good,high,True,False,True,13.8,modern,moderate_burden
1273,IRR-MAL-2019-01273,Malawi,2019,1.48,semi-commercial,True,472.0,17.5,occasional,5,drip,groundwater,gravity,cooperative,1.33,0.15,89.6,54.0,12,good,3325.0,232.0,False,0.0,False,719.0,560.0,79.1,569.0,2.32,90.6,78.6,56.4,0.0,20.0,biweekly,visual,maize,59.6,1.98,1,9562.0,7190.0,False,False,False,42.3,0.0,good,high,True,False,True,7.5,modern,moderate_burden
1274,IRR-KEN-2023-01274,Kenya,2023,1.53,subsistence,False,1559.0,29.1,frequent,3,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1275,IRR-NIG-2018-01275,Nigeria,2018,1.08,subsistence,False,1075.0,32.2,rare,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1276,IRR-ZAM-2018-01276,Zambia,2018,5.28,subsistence,False,736.0,27.6,rare,5,none,none,none,none,0.0,5.28,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1277,IRR-UGA-2024-01277,Uganda,2024,0.2,semi-commercial,False,866.0,25.7,frequent,7,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1278,IRR-MAL-2022-01278,Malawi,2022,0.64,semi-commercial,False,870.0,19.4,frequent,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1279,IRR-ETH-2019-01279,Ethiopia,2019,2.0,semi-commercial,False,769.0,25.6,occasional,6,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1280,IRR-KEN-2025-01280,Kenya,2025,1.7,subsistence,False,1107.0,15.5,occasional,6,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1281,IRR-BUR-2023-01281,Burkina Faso,2023,0.2,subsistence,True,542.0,33.0,occasional,7,surface,river,solar,individual,0.18,0.02,92.0,8.0,2,fair,147.0,10.0,True,50.0,True,788.0,669.0,60.3,475.0,1.42,73.1,68.1,30.0,0.0,6.0,biweekly,weather_based,horticulture,37.0,1.76,2,1450.0,7878.0,False,False,False,0.0,6.2,poor,low,True,False,False,4.0,traditional,moderate_burden
1282,IRR-ETH-2018-01282,Ethiopia,2018,1.81,commercial,False,1089.0,21.7,rare,2,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1283,IRR-TAN-2025-01283,Tanzania,2025,1.23,semi-commercial,False,895.0,31.5,occasional,3,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1284,IRR-ETH-2018-01284,Ethiopia,2018,0.94,subsistence,False,873.0,15.7,rare,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1285,IRR-MAL-2024-01285,Malawi,2024,0.23,subsistence,False,435.0,20.4,occasional,5,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1286,IRR-ETH-2024-01286,Ethiopia,2024,8.14,subsistence,False,818.0,23.6,occasional,4,none,none,none,none,0.0,8.14,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1287,IRR-MAL-2025-01287,Malawi,2025,1.79,subsistence,False,823.0,22.2,frequent,4,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1288,IRR-ETH-2022-01288,Ethiopia,2022,0.96,commercial,False,1215.0,32.9,rare,5,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1289,IRR-GHA-2023-01289,Ghana,2023,1.41,subsistence,False,1173.0,23.0,occasional,7,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1290,IRR-ZAM-2020-01290,Zambia,2020,0.86,semi-commercial,False,674.0,16.9,occasional,2,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1291,IRR-MAL-2020-01291,Malawi,2020,1.52,subsistence,False,835.0,18.5,occasional,7,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1292,IRR-GHA-2021-01292,Ghana,2021,1.1,subsistence,False,760.0,27.4,rare,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1293,IRR-KEN-2021-01293,Kenya,2021,2.75,semi-commercial,False,963.0,22.5,occasional,3,none,none,none,none,0.0,2.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1294,IRR-ZAM-2024-01294,Zambia,2024,0.36,subsistence,False,966.0,19.6,frequent,3,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1295,IRR-ZAM-2018-01295,Zambia,2018,1.08,semi-commercial,False,1016.0,17.6,frequent,4,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1296,IRR-GHA-2021-01296,Ghana,2021,0.34,semi-commercial,False,882.0,15.2,rare,7,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1297,IRR-TAN-2019-01297,Tanzania,2019,1.01,commercial,False,1329.0,30.0,frequent,4,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1298,IRR-KEN-2020-01298,Kenya,2020,0.71,subsistence,False,802.0,17.0,rare,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1299,IRR-UGA-2021-01299,Uganda,2021,3.02,subsistence,False,895.0,32.6,occasional,4,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1300,IRR-KEN-2020-01300,Kenya,2020,1.41,semi-commercial,False,776.0,18.2,occasional,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1301,IRR-BUR-2023-01301,Burkina Faso,2023,0.51,semi-commercial,False,661.0,29.3,occasional,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1302,IRR-MAL-2018-01302,Mali,2018,3.77,subsistence,False,830.0,26.7,frequent,2,none,none,none,none,0.0,3.77,0.0,0.0,0,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,moderate_burden
1303,IRR-TAN-2025-01303,Tanzania,2025,0.43,subsistence,False,921.0,30.9,occasional,7,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1304,IRR-ZAM-2021-01304,Zambia,2021,4.95,semi-commercial,False,828.0,26.1,rare,7,none,none,none,none,0.0,4.95,0.0,0.0,0,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,moderate_burden
1305,IRR-GHA-2023-01305,Ghana,2023,0.99,subsistence,False,974.0,34.7,occasional,3,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1306,IRR-MAL-2025-01306,Mali,2025,0.73,subsistence,False,933.0,28.3,rare,4,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1307,IRR-BUR-2018-01307,Burkina Faso,2018,0.82,subsistence,False,1236.0,23.4,rare,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1308,IRR-ZAM-2020-01308,Zambia,2020,1.93,semi-commercial,False,1179.0,21.7,occasional,6,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1309,IRR-NIG-2024-01309,Nigeria,2024,0.78,semi-commercial,False,865.0,21.4,frequent,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1310,IRR-GHA-2023-01310,Ghana,2023,1.48,semi-commercial,False,588.0,21.8,occasional,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1311,IRR-TAN-2019-01311,Tanzania,2019,2.3,semi-commercial,False,643.0,29.5,occasional,6,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1312,IRR-ZAM-2019-01312,Zambia,2019,0.61,semi-commercial,False,908.0,20.7,frequent,4,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1313,IRR-MAL-2025-01313,Malawi,2025,0.65,subsistence,False,674.0,25.4,frequent,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1314,IRR-UGA-2021-01314,Uganda,2021,1.74,commercial,True,822.0,17.1,frequent,6,surface,river,electric,shared,0.61,1.13,35.1,25.0,14,good,489.0,55.0,True,177.0,True,447.0,623.0,51.7,231.0,2.47,76.2,75.1,29.6,75.0,18.0,biweekly,visual,maize,37.8,1.26,1,2730.0,4468.0,True,False,False,0.0,19.0,good,low,False,True,False,1.5,traditional,moderate_burden
1315,IRR-BUR-2019-01315,Burkina Faso,2019,1.99,subsistence,False,723.0,29.2,rare,3,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1316,IRR-MAL-2022-01316,Malawi,2022,1.38,subsistence,False,876.0,19.2,occasional,2,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1317,IRR-MAL-2021-01317,Malawi,2021,1.4,subsistence,False,986.0,20.7,occasional,3,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1318,IRR-TAN-2023-01318,Tanzania,2023,2.8,commercial,False,926.0,32.4,frequent,4,none,none,none,none,0.0,2.8,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
1319,IRR-TAN-2022-01319,Tanzania,2022,2.95,subsistence,False,772.0,23.5,occasional,7,none,none,none,none,0.0,2.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1320,IRR-MAL-2023-01320,Mali,2023,3.44,semi-commercial,False,924.0,19.8,rare,5,none,none,none,none,0.0,3.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1321,IRR-MAL-2021-01321,Mali,2021,3.0,subsistence,False,956.0,33.2,occasional,3,none,none,none,none,0.0,3.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1322,IRR-GHA-2020-01322,Ghana,2020,0.57,subsistence,False,690.0,29.7,frequent,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1323,IRR-BUR-2023-01323,Burkina Faso,2023,1.64,semi-commercial,False,1127.0,16.6,occasional,5,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1324,IRR-MAL-2018-01324,Malawi,2018,0.89,subsistence,False,1063.0,22.7,occasional,4,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1325,IRR-MAL-2025-01325,Mali,2025,1.42,commercial,False,476.0,27.2,rare,7,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1326,IRR-GHA-2022-01326,Ghana,2022,0.82,subsistence,False,681.0,17.7,rare,5,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1327,IRR-BUR-2025-01327,Burkina Faso,2025,2.79,semi-commercial,False,923.0,29.6,occasional,3,none,none,none,none,0.0,2.79,0.0,0.0,0,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,moderate_burden
1328,IRR-MAL-2019-01328,Mali,2019,2.34,semi-commercial,False,981.0,23.2,rare,5,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1329,IRR-ZAM-2021-01329,Zambia,2021,0.7,subsistence,True,1045.0,25.2,occasional,7,surface,reservoir,diesel,individual,0.65,0.04,93.6,27.0,8,fair,523.0,38.0,False,0.0,True,361.0,619.0,58.2,210.0,0.89,81.4,67.2,31.9,189.0,20.0,weekly,visual,sugarcane,25.6,2.47,1,2357.0,3606.0,True,True,False,0.0,9.9,poor,low,True,False,False,5.8,traditional,moderate_burden
1330,IRR-TAN-2024-01330,Tanzania,2024,0.82,subsistence,False,898.0,27.4,frequent,5,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1331,IRR-MAL-2022-01331,Mali,2022,0.61,subsistence,False,1244.0,17.7,frequent,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1332,IRR-ZAM-2018-01332,Zambia,2018,3.44,semi-commercial,False,912.0,27.8,occasional,3,none,none,none,none,0.0,3.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1333,IRR-MAL-2021-01333,Mali,2021,1.92,semi-commercial,False,766.0,21.7,occasional,2,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1334,IRR-NIG-2023-01334,Nigeria,2023,0.83,semi-commercial,False,698.0,23.5,rare,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1335,IRR-KEN-2022-01335,Kenya,2022,1.78,subsistence,False,1008.0,34.2,rare,4,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1336,IRR-UGA-2022-01336,Uganda,2022,0.94,subsistence,False,874.0,33.3,rare,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1337,IRR-MAL-2019-01337,Malawi,2019,1.83,subsistence,False,725.0,24.8,rare,7,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1338,IRR-ETH-2020-01338,Ethiopia,2020,0.85,subsistence,False,737.0,29.0,occasional,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1339,IRR-MAL-2023-01339,Malawi,2023,1.68,semi-commercial,False,944.0,31.2,frequent,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1340,IRR-ETH-2018-01340,Ethiopia,2018,5.41,semi-commercial,False,857.0,30.8,frequent,6,none,none,none,none,0.0,5.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1341,IRR-ETH-2020-01341,Ethiopia,2020,0.64,semi-commercial,False,620.0,22.1,frequent,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1342,IRR-MAL-2021-01342,Malawi,2021,0.47,semi-commercial,False,697.0,32.5,frequent,2,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1343,IRR-KEN-2018-01343,Kenya,2018,1.86,subsistence,False,1069.0,34.7,frequent,6,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1344,IRR-ZAM-2021-01344,Zambia,2021,1.45,commercial,False,1288.0,20.5,rare,4,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1345,IRR-MAL-2021-01345,Mali,2021,1.41,subsistence,False,988.0,27.5,rare,6,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1346,IRR-ZAM-2021-01346,Zambia,2021,0.33,subsistence,False,969.0,32.7,occasional,4,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1347,IRR-MAL-2023-01347,Mali,2023,1.6,semi-commercial,False,992.0,29.9,occasional,6,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1348,IRR-MAL-2021-01348,Mali,2021,2.61,semi-commercial,False,923.0,22.4,occasional,7,none,none,none,none,0.0,2.61,0.0,0.0,0,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,moderate_burden
1349,IRR-KEN-2021-01349,Kenya,2021,1.32,semi-commercial,True,1153.0,34.1,rare,5,sprinkler,reservoir,manual,cooperative,1.08,0.24,81.8,37.0,19,fair,1621.0,102.0,False,0.0,True,789.0,592.0,66.7,526.0,2.07,89.6,85.2,50.9,0.0,22.0,as_needed,calendar,fruits,54.5,1.86,2,8529.0,7894.0,False,False,False,0.0,0.0,poor,medium,False,False,False,4.5,modern,moderate_burden
1350,IRR-UGA-2022-01350,Uganda,2022,1.27,subsistence,True,508.0,16.0,occasional,4,drip,river,manual,government,0.94,0.34,73.6,53.0,2,excellent,2345.0,312.0,True,882.0,False,787.0,544.0,77.3,608.0,2.18,84.7,88.4,57.9,0.0,14.0,biweekly,visual,fruits,51.4,1.38,1,7378.0,7867.0,False,False,False,0.0,0.0,good,high,False,False,False,7.2,modern,moderate_burden
1351,IRR-GHA-2020-01351,Ghana,2020,0.9,semi-commercial,False,622.0,16.4,occasional,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1352,IRR-UGA-2021-01352,Uganda,2021,2.79,semi-commercial,False,914.0,16.7,occasional,5,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1353,IRR-TAN-2024-01353,Tanzania,2024,4.29,subsistence,False,742.0,33.1,occasional,5,none,none,none,none,0.0,4.29,0.0,0.0,0,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,moderate_burden
1354,IRR-BUR-2024-01354,Burkina Faso,2024,1.66,semi-commercial,False,1264.0,21.7,rare,3,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1355,IRR-KEN-2020-01355,Kenya,2020,0.4,commercial,False,1237.0,34.8,occasional,3,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1356,IRR-NIG-2025-01356,Nigeria,2025,1.87,commercial,True,892.0,23.9,occasional,2,sprinkler,reservoir,gravity,cooperative,1.74,0.14,92.7,72.0,14,good,2603.0,162.0,False,0.0,False,490.0,499.0,78.7,385.0,1.71,71.2,84.2,47.2,0.0,35.0,weekly,visual,fruits,51.0,1.28,2,8494.0,4895.0,False,False,False,0.0,0.0,good,medium,False,False,True,5.5,modern,moderate_burden
1357,IRR-ZAM-2022-01357,Zambia,2022,0.32,subsistence,True,547.0,32.9,rare,7,surface,reservoir,gravity,individual,0.26,0.06,80.5,15.0,15,good,207.0,24.0,True,71.0,True,468.0,464.0,52.1,244.0,1.22,89.3,75.2,35.0,0.0,8.0,biweekly,calendar,rice,37.8,1.76,2,1213.0,4683.0,False,False,False,0.0,0.0,good,low,True,False,True,3.4,traditional,moderate_burden
1358,IRR-NIG-2019-01358,Nigeria,2019,1.24,subsistence,False,1025.0,29.5,rare,3,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1359,IRR-MAL-2024-01359,Mali,2024,0.79,semi-commercial,False,912.0,23.5,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1360,IRR-BUR-2018-01360,Burkina Faso,2018,0.73,subsistence,False,1070.0,19.6,occasional,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1361,IRR-GHA-2022-01361,Ghana,2022,1.93,semi-commercial,False,1014.0,30.6,rare,3,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1362,IRR-ETH-2023-01362,Ethiopia,2023,0.65,semi-commercial,False,698.0,18.6,rare,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1363,IRR-KEN-2021-01363,Kenya,2021,0.96,subsistence,False,835.0,20.8,rare,5,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1364,IRR-MAL-2024-01364,Mali,2024,1.48,subsistence,True,622.0,27.8,frequent,4,sprinkler,groundwater,gravity,shared,0.59,0.89,39.6,22.0,16,fair,879.0,98.0,False,0.0,False,420.0,496.0,74.1,311.0,1.23,93.6,81.5,56.5,0.0,12.0,daily,visual,vegetables,32.0,2.47,2,2460.0,4199.0,False,True,True,9.8,0.0,poor,medium,True,False,False,3.7,modern,moderate_burden
1365,IRR-NIG-2018-01365,Nigeria,2018,1.51,subsistence,False,1108.0,16.1,occasional,6,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1366,IRR-NIG-2023-01366,Nigeria,2023,1.28,subsistence,False,1130.0,26.6,occasional,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1367,IRR-ZAM-2020-01367,Zambia,2020,0.72,semi-commercial,False,939.0,19.0,occasional,2,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1368,IRR-MAL-2018-01368,Mali,2018,1.16,semi-commercial,False,1191.0,32.2,occasional,3,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1369,IRR-TAN-2025-01369,Tanzania,2025,1.22,commercial,False,798.0,29.4,rare,5,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1370,IRR-MAL-2021-01370,Mali,2021,0.79,subsistence,False,1017.0,33.3,frequent,7,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1371,IRR-ETH-2022-01371,Ethiopia,2022,3.41,subsistence,False,1262.0,28.5,rare,4,none,none,none,none,0.0,3.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1372,IRR-ZAM-2025-01372,Zambia,2025,1.06,subsistence,False,906.0,26.3,rare,6,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1373,IRR-UGA-2023-01373,Uganda,2023,1.67,subsistence,False,1209.0,23.2,frequent,5,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1374,IRR-GHA-2024-01374,Ghana,2024,1.84,subsistence,True,1018.0,16.8,rare,5,sprinkler,lake,gravity,individual,0.56,1.27,30.6,18.0,5,good,843.0,74.0,False,0.0,False,633.0,592.0,69.6,441.0,0.96,77.4,74.1,40.0,0.0,11.0,weekly,visual,rice,34.3,2.46,2,3558.0,6331.0,False,False,False,0.0,0.0,good,medium,False,False,False,2.7,modern,moderate_burden
1375,IRR-GHA-2021-01375,Ghana,2021,1.25,subsistence,False,819.0,26.9,frequent,7,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1376,IRR-MAL-2020-01376,Mali,2020,0.74,semi-commercial,False,1169.0,18.9,frequent,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1377,IRR-MAL-2022-01377,Malawi,2022,3.48,subsistence,True,1173.0,21.5,frequent,6,sprinkler,reservoir,electric,shared,1.75,1.72,50.4,73.0,9,good,2627.0,148.0,False,0.0,False,570.0,581.0,81.2,463.0,2.26,74.6,70.9,42.9,162.0,35.0,as_needed,calendar,fruits,41.1,2.39,1,9990.0,5705.0,True,True,False,0.0,15.3,good,medium,False,True,True,3.7,modern,moderate_burden
1378,IRR-TAN-2023-01378,Tanzania,2023,2.25,subsistence,False,400.0,34.1,occasional,5,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1379,IRR-TAN-2018-01379,Tanzania,2018,1.42,subsistence,False,1388.0,18.3,frequent,3,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1380,IRR-MAL-2025-01380,Malawi,2025,0.63,semi-commercial,True,1305.0,32.3,rare,2,center_pivot,groundwater,wind,individual,0.22,0.42,34.1,12.0,12,fair,1077.0,109.0,True,575.0,False,706.0,644.0,76.0,537.0,0.89,86.0,85.2,55.7,0.0,2.0,as_needed,calendar,fruits,34.0,2.28,2,1521.0,7063.0,False,False,True,63.5,0.0,poor,high,False,False,False,10.1,traditional,moderate_burden
1381,IRR-TAN-2025-01381,Tanzania,2025,3.33,subsistence,False,1246.0,17.7,occasional,6,none,none,none,none,0.0,3.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1382,IRR-ETH-2021-01382,Ethiopia,2021,1.35,subsistence,False,942.0,26.1,frequent,6,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1383,IRR-UGA-2019-01383,Uganda,2019,0.79,subsistence,False,981.0,19.3,occasional,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1384,IRR-MAL-2018-01384,Mali,2018,0.7,subsistence,False,687.0,20.7,occasional,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1385,IRR-UGA-2019-01385,Uganda,2019,0.35,semi-commercial,False,996.0,34.7,occasional,6,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1386,IRR-MAL-2020-01386,Mali,2020,1.2,semi-commercial,False,729.0,32.9,rare,2,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1387,IRR-MAL-2018-01387,Malawi,2018,2.36,semi-commercial,False,793.0,20.6,occasional,5,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1388,IRR-MAL-2021-01388,Mali,2021,4.04,subsistence,False,1279.0,23.2,frequent,6,none,none,none,none,0.0,4.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1389,IRR-KEN-2021-01389,Kenya,2021,1.33,subsistence,False,881.0,24.9,rare,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1390,IRR-MAL-2019-01390,Malawi,2019,0.73,subsistence,False,897.0,18.6,rare,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1391,IRR-TAN-2022-01391,Tanzania,2022,5.64,semi-commercial,False,1101.0,22.1,occasional,3,none,none,none,none,0.0,5.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1392,IRR-MAL-2024-01392,Malawi,2024,0.98,subsistence,False,1093.0,28.7,occasional,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1393,IRR-BUR-2024-01393,Burkina Faso,2024,2.24,subsistence,False,922.0,21.8,rare,4,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1394,IRR-MAL-2020-01394,Malawi,2020,1.14,subsistence,True,752.0,18.3,frequent,6,drip,lake,diesel,shared,1.08,0.06,95.1,50.0,18,fair,2706.0,405.0,True,1215.0,True,338.0,515.0,95.0,321.0,2.32,73.5,77.5,54.1,276.0,16.0,biweekly,visual,maize,55.1,1.37,1,3653.0,3375.0,True,False,False,0.0,11.4,poor,high,True,True,False,8.6,modern,moderate_burden
1395,IRR-UGA-2024-01395,Uganda,2024,0.93,subsistence,False,875.0,27.2,occasional,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1396,IRR-ZAM-2025-01396,Zambia,2025,1.92,subsistence,False,410.0,30.3,frequent,7,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1397,IRR-BUR-2021-01397,Burkina Faso,2021,2.66,semi-commercial,False,1342.0,25.2,occasional,5,none,none,none,none,0.0,2.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1398,IRR-ETH-2023-01398,Ethiopia,2023,0.5,commercial,True,926.0,22.3,rare,2,surface,rainwater_harvesting,diesel,individual,0.36,0.14,72.3,11.0,12,good,290.0,17.0,False,0.0,False,649.0,614.0,55.0,356.0,2.47,84.2,62.6,29.0,52.0,11.0,daily,soil_moisture,rice,46.6,1.71,2,2349.0,6487.0,False,False,True,0.0,21.7,good,low,True,False,False,2.5,traditional,moderate_burden
1399,IRR-TAN-2018-01399,Tanzania,2018,1.83,subsistence,False,1187.0,32.2,occasional,2,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1400,IRR-KEN-2020-01400,Kenya,2020,1.64,commercial,False,857.0,28.0,rare,3,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1401,IRR-ETH-2023-01401,Ethiopia,2023,0.41,subsistence,False,487.0,33.7,occasional,4,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1402,IRR-MAL-2022-01402,Malawi,2022,0.62,subsistence,False,1329.0,15.2,occasional,4,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1403,IRR-KEN-2019-01403,Kenya,2019,1.02,subsistence,False,940.0,29.1,occasional,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1404,IRR-ZAM-2024-01404,Zambia,2024,2.25,semi-commercial,False,1333.0,29.0,rare,5,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1405,IRR-KEN-2024-01405,Kenya,2024,1.35,semi-commercial,False,619.0,26.7,rare,6,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1406,IRR-GHA-2021-01406,Ghana,2021,0.95,subsistence,False,517.0,25.1,rare,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1407,IRR-KEN-2020-01407,Kenya,2020,1.37,subsistence,False,924.0,34.9,rare,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1408,IRR-GHA-2020-01408,Ghana,2020,0.39,subsistence,False,1168.0,24.5,rare,5,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1409,IRR-KEN-2019-01409,Kenya,2019,0.99,subsistence,False,786.0,32.7,occasional,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1410,IRR-TAN-2024-01410,Tanzania,2024,1.97,subsistence,True,687.0,34.8,occasional,6,surface,rainwater_harvesting,gravity,individual,1.79,0.19,90.5,107.0,4,fair,1429.0,147.0,False,0.0,True,647.0,619.0,59.7,386.0,1.21,92.8,88.3,48.9,0.0,54.0,weekly,visual,rice,37.8,1.77,2,11559.0,6472.0,False,False,False,0.0,0.0,poor,low,False,False,False,3.8,traditional,moderate_burden
1411,IRR-ZAM-2021-01411,Zambia,2021,1.23,semi-commercial,False,567.0,21.9,rare,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1412,IRR-NIG-2020-01412,Nigeria,2020,1.56,subsistence,True,509.0,31.5,frequent,5,center_pivot,groundwater,electric,individual,1.06,0.5,68.1,49.0,19,fair,5313.0,607.0,False,0.0,False,454.0,589.0,69.6,316.0,1.25,73.5,67.7,34.7,57.0,11.0,biweekly,visual,cotton,46.5,1.45,2,4829.0,4545.0,False,False,False,26.5,16.8,poor,high,True,True,False,14.6,traditional,moderate_burden
1413,IRR-KEN-2023-01413,Kenya,2023,1.4,subsistence,False,624.0,28.3,occasional,2,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1414,IRR-GHA-2022-01414,Ghana,2022,1.71,subsistence,False,1036.0,33.2,occasional,7,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1415,IRR-ZAM-2021-01415,Zambia,2021,1.95,semi-commercial,False,894.0,24.1,rare,4,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1416,IRR-NIG-2019-01416,Nigeria,2019,4.28,subsistence,False,896.0,20.3,frequent,6,none,none,none,none,0.0,4.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1417,IRR-MAL-2022-01417,Malawi,2022,2.32,semi-commercial,False,943.0,22.7,rare,2,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1418,IRR-GHA-2021-01418,Ghana,2021,0.44,subsistence,False,745.0,32.6,occasional,4,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1419,IRR-MAL-2023-01419,Mali,2023,0.49,semi-commercial,False,779.0,29.7,occasional,3,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1420,IRR-ZAM-2020-01420,Zambia,2020,1.07,subsistence,False,835.0,33.9,occasional,7,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1421,IRR-ETH-2025-01421,Ethiopia,2025,0.79,subsistence,False,693.0,19.8,frequent,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1422,IRR-KEN-2021-01422,Kenya,2021,3.99,subsistence,False,1083.0,25.1,rare,7,none,none,none,none,0.0,3.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1423,IRR-KEN-2025-01423,Kenya,2025,0.64,subsistence,False,880.0,19.4,frequent,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1424,IRR-TAN-2018-01424,Tanzania,2018,1.84,commercial,False,880.0,25.6,occasional,4,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1425,IRR-ZAM-2021-01425,Zambia,2021,2.27,semi-commercial,False,810.0,31.5,occasional,7,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1426,IRR-NIG-2020-01426,Nigeria,2020,1.74,semi-commercial,False,1290.0,26.0,frequent,5,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1427,IRR-MAL-2020-01427,Mali,2020,0.56,subsistence,True,723.0,19.3,occasional,6,sprinkler,rainwater_harvesting,gravity,shared,0.39,0.18,68.4,19.0,2,poor,579.0,73.0,False,0.0,True,608.0,463.0,71.1,432.0,1.71,82.4,61.8,36.2,0.0,8.0,daily,calendar,vegetables,53.6,1.53,2,2344.0,6077.0,True,True,False,0.0,0.0,poor,medium,False,False,False,3.8,modern,moderate_burden
1428,IRR-TAN-2024-01428,Tanzania,2024,1.69,subsistence,True,1031.0,24.2,occasional,7,surface,groundwater,manual,shared,1.02,0.67,60.5,34.0,9,fair,818.0,114.0,False,0.0,False,592.0,454.0,51.4,304.0,1.96,83.8,66.9,28.8,0.0,31.0,weekly,calendar,fruits,31.5,1.36,1,6052.0,5918.0,False,True,True,67.2,0.0,poor,low,False,False,False,3.1,traditional,moderate_burden
1429,IRR-GHA-2022-01429,Ghana,2022,0.61,subsistence,False,934.0,22.4,rare,2,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1430,IRR-NIG-2022-01430,Nigeria,2022,0.63,semi-commercial,False,552.0,23.2,frequent,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1431,IRR-GHA-2021-01431,Ghana,2021,2.2,semi-commercial,False,812.0,18.5,rare,3,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1432,IRR-KEN-2025-01432,Kenya,2025,0.84,semi-commercial,False,873.0,17.3,frequent,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1433,IRR-NIG-2024-01433,Nigeria,2024,1.91,semi-commercial,False,1267.0,16.2,frequent,7,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1434,IRR-BUR-2021-01434,Burkina Faso,2021,2.99,subsistence,False,851.0,17.7,occasional,6,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1435,IRR-ZAM-2021-01435,Zambia,2021,0.78,subsistence,False,849.0,33.8,frequent,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1436,IRR-ZAM-2021-01436,Zambia,2021,1.88,subsistence,False,1041.0,24.9,occasional,6,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1437,IRR-GHA-2023-01437,Ghana,2023,0.32,subsistence,False,457.0,22.6,frequent,6,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1438,IRR-KEN-2020-01438,Kenya,2020,1.03,semi-commercial,False,822.0,26.8,rare,3,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1439,IRR-KEN-2021-01439,Kenya,2021,1.11,subsistence,False,1032.0,31.6,rare,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1440,IRR-NIG-2020-01440,Nigeria,2020,2.36,semi-commercial,False,1594.0,21.4,frequent,6,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1441,IRR-MAL-2020-01441,Malawi,2020,0.6,commercial,False,1218.0,26.9,occasional,6,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1442,IRR-ETH-2021-01442,Ethiopia,2021,0.61,semi-commercial,False,887.0,28.0,rare,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1443,IRR-BUR-2020-01443,Burkina Faso,2020,1.44,subsistence,False,651.0,27.4,occasional,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1444,IRR-MAL-2018-01444,Mali,2018,2.28,subsistence,False,878.0,32.1,rare,7,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1445,IRR-ETH-2018-01445,Ethiopia,2018,1.8,subsistence,False,593.0,30.5,frequent,2,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1446,IRR-GHA-2020-01446,Ghana,2020,2.6,commercial,False,622.0,19.8,frequent,3,none,none,none,none,0.0,2.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1447,IRR-ETH-2022-01447,Ethiopia,2022,1.36,subsistence,True,1109.0,28.6,occasional,7,sprinkler,groundwater,diesel,individual,1.25,0.11,91.7,45.0,7,fair,1868.0,241.0,False,0.0,False,723.0,501.0,79.3,574.0,1.87,72.5,88.2,50.7,138.0,25.0,biweekly,calendar,horticulture,42.5,2.48,2,9006.0,7233.0,False,False,False,19.8,4.6,poor,medium,False,False,False,6.5,modern,moderate_burden
1448,IRR-NIG-2021-01448,Nigeria,2021,0.49,semi-commercial,True,1089.0,29.1,rare,6,surface,river,solar,shared,0.38,0.11,77.6,21.0,0,excellent,307.0,31.0,False,0.0,True,630.0,647.0,53.1,335.0,2.15,74.4,81.7,32.3,0.0,12.0,weekly,visual,sugarcane,38.9,1.47,2,2416.0,6298.0,False,True,False,0.0,8.5,good,low,False,False,False,3.2,traditional,moderate_burden
1449,IRR-KEN-2023-01449,Kenya,2023,2.14,semi-commercial,False,808.0,26.2,frequent,5,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1450,IRR-MAL-2025-01450,Malawi,2025,2.83,subsistence,False,400.0,29.2,rare,2,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1451,IRR-ZAM-2019-01451,Zambia,2019,1.1,commercial,False,1190.0,33.2,occasional,2,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1452,IRR-MAL-2020-01452,Malawi,2020,0.2,semi-commercial,False,1428.0,19.0,occasional,7,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1453,IRR-KEN-2020-01453,Kenya,2020,0.29,semi-commercial,False,698.0,15.1,occasional,5,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1454,IRR-ZAM-2022-01454,Zambia,2022,1.84,subsistence,False,1057.0,15.2,rare,2,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1455,IRR-GHA-2023-01455,Ghana,2023,1.29,commercial,True,400.0,15.1,frequent,6,flood,river,manual,individual,0.94,0.34,73.5,42.0,3,good,378.0,45.0,True,164.0,True,433.0,612.0,48.9,212.0,1.69,85.6,60.5,25.3,0.0,38.0,weekly,calendar,rice,33.3,2.07,2,4084.0,4326.0,False,False,False,0.0,0.0,good,low,True,True,False,1.8,traditional,moderate_burden
1456,IRR-BUR-2021-01456,Burkina Faso,2021,0.69,subsistence,False,557.0,30.2,frequent,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1457,IRR-ETH-2019-01457,Ethiopia,2019,1.03,subsistence,False,807.0,25.2,occasional,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1458,IRR-TAN-2023-01458,Tanzania,2023,3.92,subsistence,False,698.0,18.1,occasional,4,none,none,none,none,0.0,3.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1459,IRR-MAL-2022-01459,Mali,2022,1.9,subsistence,False,1317.0,24.4,rare,6,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1460,IRR-GHA-2019-01460,Ghana,2019,0.82,subsistence,True,1078.0,34.7,occasional,4,flood,groundwater,diesel,government,0.58,0.25,69.9,24.0,19,fair,230.0,25.0,True,107.0,False,611.0,607.0,44.5,272.0,1.99,85.6,75.9,28.9,99.0,23.0,biweekly,visual,fruits,25.4,1.62,2,3511.0,6106.0,True,False,False,51.2,18.9,poor,low,False,False,False,2.2,traditional,moderate_burden
1461,IRR-UGA-2023-01461,Uganda,2023,0.56,commercial,False,723.0,15.6,occasional,6,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1462,IRR-UGA-2024-01462,Uganda,2024,0.43,subsistence,True,819.0,29.0,rare,6,drip,groundwater,solar,government,0.33,0.1,77.0,15.0,12,good,836.0,45.0,True,286.0,False,717.0,477.0,89.6,643.0,0.9,76.4,95.0,65.1,0.0,5.0,as_needed,visual,rice,37.0,1.79,1,2397.0,7172.0,False,False,False,59.1,24.3,good,high,False,False,True,10.4,modern,moderate_burden
1463,IRR-MAL-2024-01463,Mali,2024,2.63,subsistence,False,707.0,30.2,occasional,4,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1464,IRR-TAN-2021-01464,Tanzania,2021,0.83,semi-commercial,False,627.0,35.0,rare,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1465,IRR-TAN-2020-01465,Tanzania,2020,3.03,subsistence,False,921.0,30.9,rare,2,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1466,IRR-ZAM-2020-01466,Zambia,2020,1.4,semi-commercial,False,858.0,17.4,rare,3,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1467,IRR-MAL-2023-01467,Malawi,2023,3.03,subsistence,False,455.0,34.7,rare,6,none,none,none,none,0.0,3.03,0.0,0.0,0,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,moderate_burden
1468,IRR-BUR-2023-01468,Burkina Faso,2023,0.73,subsistence,False,1268.0,24.3,occasional,3,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1469,IRR-ZAM-2021-01469,Zambia,2021,3.28,subsistence,False,920.0,22.0,frequent,6,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1470,IRR-NIG-2022-01470,Nigeria,2022,2.53,semi-commercial,False,998.0,27.1,occasional,7,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1471,IRR-TAN-2023-01471,Tanzania,2023,0.54,subsistence,False,929.0,18.6,rare,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1472,IRR-UGA-2021-01472,Uganda,2021,0.85,commercial,False,1422.0,34.9,occasional,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1473,IRR-TAN-2023-01473,Tanzania,2023,2.25,subsistence,True,753.0,20.3,occasional,5,surface,reservoir,electric,individual,2.09,0.17,92.6,120.0,10,fair,1670.0,246.0,True,681.0,False,675.0,550.0,47.3,319.0,1.17,88.6,61.8,25.9,105.0,63.0,as_needed,weather_based,vegetables,27.0,2.19,2,14097.0,6753.0,False,True,False,0.0,12.8,poor,low,False,False,False,5.5,traditional,moderate_burden
1474,IRR-MAL-2020-01474,Malawi,2020,1.63,semi-commercial,False,681.0,15.7,frequent,4,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1475,IRR-GHA-2020-01475,Ghana,2020,0.79,semi-commercial,True,794.0,18.3,frequent,2,manual,river,diesel,individual,0.54,0.24,68.9,22.0,5,excellent,108.0,12.0,False,0.0,False,343.0,407.0,52.1,178.0,1.81,87.9,88.3,40.5,147.0,43.0,biweekly,visual,sugarcane,24.2,1.77,1,1854.0,3426.0,False,False,False,0.0,19.8,good,low,False,True,False,1.1,traditional,moderate_burden
1476,IRR-BUR-2019-01476,Burkina Faso,2019,1.0,semi-commercial,False,1244.0,29.5,rare,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1477,IRR-TAN-2025-01477,Tanzania,2025,1.96,semi-commercial,False,895.0,27.9,rare,3,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1478,IRR-MAL-2020-01478,Malawi,2020,1.23,subsistence,False,1193.0,23.1,frequent,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1479,IRR-GHA-2022-01479,Ghana,2022,6.54,subsistence,False,400.0,26.6,occasional,6,none,none,none,none,0.0,6.54,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1480,IRR-TAN-2021-01480,Tanzania,2021,2.05,semi-commercial,True,1132.0,27.7,occasional,6,manual,groundwater,manual,individual,1.9,0.15,92.9,110.0,12,good,381.0,40.0,False,0.0,False,448.0,547.0,51.5,231.0,2.38,75.3,80.7,31.3,0.0,152.0,biweekly,weather_based,maize,23.5,1.47,1,8534.0,4482.0,True,False,True,66.2,0.0,good,low,False,False,True,1.6,traditional,moderate_burden
1481,IRR-MAL-2025-01481,Malawi,2025,1.5,semi-commercial,False,628.0,21.9,rare,2,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1482,IRR-TAN-2025-01482,Tanzania,2025,1.58,subsistence,False,787.0,19.7,occasional,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1483,IRR-MAL-2022-01483,Mali,2022,1.08,semi-commercial,False,759.0,32.7,occasional,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1484,IRR-ZAM-2018-01484,Zambia,2018,1.31,subsistence,False,787.0,31.6,rare,2,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1485,IRR-UGA-2018-01485,Uganda,2018,0.36,semi-commercial,False,798.0,28.2,rare,4,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1486,IRR-KEN-2024-01486,Kenya,2024,1.19,semi-commercial,False,1177.0,27.7,rare,6,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1487,IRR-ETH-2025-01487,Ethiopia,2025,0.61,subsistence,False,578.0,21.3,frequent,7,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1488,IRR-MAL-2023-01488,Malawi,2023,0.93,subsistence,False,817.0,27.4,rare,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1489,IRR-ETH-2024-01489,Ethiopia,2024,7.21,semi-commercial,False,416.0,30.3,occasional,2,none,none,none,none,0.0,7.21,0.0,0.0,0,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,moderate_burden
1490,IRR-UGA-2019-01490,Uganda,2019,0.72,commercial,False,1138.0,15.2,occasional,2,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1491,IRR-MAL-2022-01491,Mali,2022,0.3,subsistence,False,1197.0,21.6,frequent,6,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1492,IRR-UGA-2025-01492,Uganda,2025,2.24,commercial,False,617.0,30.2,occasional,3,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1493,IRR-ETH-2021-01493,Ethiopia,2021,0.74,subsistence,False,1011.0,26.6,frequent,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1494,IRR-TAN-2021-01494,Tanzania,2021,1.67,subsistence,False,963.0,31.9,occasional,7,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1495,IRR-UGA-2021-01495,Uganda,2021,0.37,subsistence,False,889.0,28.7,occasional,5,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1496,IRR-BUR-2020-01496,Burkina Faso,2020,1.22,semi-commercial,False,1146.0,23.9,rare,5,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1497,IRR-GHA-2022-01497,Ghana,2022,0.96,semi-commercial,True,734.0,20.7,frequent,6,surface,groundwater,gravity,individual,0.34,0.61,36.1,20.0,4,fair,276.0,24.0,True,157.0,True,733.0,494.0,48.5,355.0,0.96,86.6,78.7,33.1,0.0,10.0,daily,calendar,sugarcane,21.1,1.96,2,2526.0,7330.0,False,True,True,70.9,0.0,poor,low,True,False,False,2.7,traditional,moderate_burden
1498,IRR-UGA-2018-01498,Uganda,2018,1.93,semi-commercial,False,906.0,29.5,occasional,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1499,IRR-MAL-2021-01499,Mali,2021,1.7,semi-commercial,False,1101.0,20.9,rare,7,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1500,IRR-GHA-2025-01500,Ghana,2025,2.06,subsistence,True,972.0,24.8,occasional,3,sprinkler,reservoir,electric,shared,1.84,0.21,89.5,66.0,17,good,2761.0,384.0,False,0.0,True,538.0,525.0,65.2,351.0,2.36,74.7,83.8,40.8,266.0,37.0,daily,calendar,rice,20.4,1.42,2,9904.0,5381.0,False,True,True,0.0,17.7,good,medium,True,False,True,13.2,modern,moderate_burden
1501,IRR-GHA-2018-01501,Ghana,2018,0.63,subsistence,False,682.0,24.9,occasional,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1502,IRR-TAN-2018-01502,Tanzania,2018,0.81,semi-commercial,False,988.0,27.1,occasional,2,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1503,IRR-ETH-2023-01503,Ethiopia,2023,0.7,semi-commercial,False,400.0,15.3,occasional,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1504,IRR-UGA-2025-01504,Uganda,2025,1.92,subsistence,False,524.0,20.9,occasional,4,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1505,IRR-ZAM-2025-01505,Zambia,2025,2.14,commercial,False,1173.0,20.1,frequent,4,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1506,IRR-BUR-2025-01506,Burkina Faso,2025,0.71,semi-commercial,False,748.0,15.7,occasional,4,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1507,IRR-TAN-2020-01507,Tanzania,2020,1.38,semi-commercial,False,691.0,22.0,frequent,4,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1508,IRR-TAN-2024-01508,Tanzania,2024,4.17,subsistence,False,1171.0,24.9,occasional,5,none,none,none,none,0.0,4.17,0.0,0.0,0,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,moderate_burden
1509,IRR-BUR-2021-01509,Burkina Faso,2021,3.73,semi-commercial,False,1067.0,29.0,frequent,7,none,none,none,none,0.0,3.73,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1510,IRR-MAL-2022-01510,Malawi,2022,0.96,subsistence,False,791.0,24.1,rare,5,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1511,IRR-MAL-2025-01511,Malawi,2025,2.27,commercial,False,953.0,28.9,frequent,3,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1512,IRR-ZAM-2024-01512,Zambia,2024,1.75,subsistence,True,616.0,32.0,frequent,4,drip,rainwater_harvesting,solar,government,1.39,0.36,79.5,69.0,17,good,3484.0,381.0,False,0.0,False,350.0,402.0,91.9,322.0,2.32,84.5,77.5,60.2,0.0,21.0,biweekly,visual,horticulture,32.5,2.14,1,4884.0,3505.0,True,False,True,0.0,7.6,good,high,False,False,False,12.2,modern,moderate_burden
1513,IRR-TAN-2019-01513,Tanzania,2019,0.47,subsistence,False,1003.0,21.9,occasional,6,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1514,IRR-TAN-2020-01514,Tanzania,2020,2.16,semi-commercial,False,686.0,29.3,occasional,3,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1515,IRR-UGA-2020-01515,Uganda,2020,0.66,semi-commercial,False,537.0,18.5,rare,7,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1516,IRR-NIG-2019-01516,Nigeria,2019,2.17,subsistence,False,401.0,31.0,occasional,6,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1517,IRR-MAL-2018-01517,Malawi,2018,1.7,subsistence,False,1503.0,24.7,occasional,5,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1518,IRR-ZAM-2025-01518,Zambia,2025,2.39,semi-commercial,True,942.0,23.5,rare,7,surface,rainwater_harvesting,solar,private_company,1.15,1.25,48.0,47.0,0,fair,919.0,114.0,True,278.0,True,551.0,424.0,59.9,330.0,2.46,74.7,65.6,29.3,0.0,34.0,weekly,calendar,maize,45.9,1.87,3,6328.0,5510.0,False,True,False,0.0,12.3,poor,low,True,False,False,1.7,traditional,moderate_burden
1519,IRR-TAN-2024-01519,Tanzania,2024,0.85,semi-commercial,False,947.0,21.7,frequent,6,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1520,IRR-MAL-2022-01520,Mali,2022,1.11,semi-commercial,False,864.0,27.4,frequent,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1521,IRR-NIG-2023-01521,Nigeria,2023,0.85,subsistence,False,797.0,16.6,rare,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1522,IRR-NIG-2022-01522,Nigeria,2022,0.8,subsistence,False,812.0,16.7,frequent,5,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1523,IRR-UGA-2018-01523,Uganda,2018,0.92,subsistence,False,1120.0,31.2,rare,5,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1524,IRR-KEN-2024-01524,Kenya,2024,2.12,subsistence,False,818.0,34.2,occasional,3,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1525,IRR-BUR-2024-01525,Burkina Faso,2024,1.23,semi-commercial,False,970.0,20.4,rare,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1526,IRR-ZAM-2022-01526,Zambia,2022,0.48,subsistence,True,1171.0,16.6,occasional,4,sprinkler,river,gravity,government,0.34,0.14,70.8,20.0,3,fair,510.0,73.0,False,0.0,False,507.0,665.0,82.0,416.0,1.58,94.9,77.8,60.6,0.0,7.0,weekly,weather_based,vegetables,35.8,1.7,1,1721.0,5066.0,False,False,False,0.0,0.0,poor,medium,True,False,False,5.9,modern,moderate_burden
1527,IRR-GHA-2023-01527,Ghana,2023,5.37,subsistence,False,1018.0,34.0,rare,3,none,none,none,none,0.0,5.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1528,IRR-MAL-2021-01528,Mali,2021,0.54,subsistence,False,1010.0,31.6,rare,3,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1529,IRR-TAN-2020-01529,Tanzania,2020,1.84,subsistence,False,1135.0,28.8,occasional,7,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1530,IRR-TAN-2020-01530,Tanzania,2020,2.42,subsistence,False,685.0,15.8,occasional,5,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1531,IRR-MAL-2019-01531,Mali,2019,1.49,semi-commercial,False,865.0,24.4,occasional,6,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1532,IRR-NIG-2018-01532,Nigeria,2018,4.09,subsistence,False,1282.0,18.5,occasional,2,none,none,none,none,0.0,4.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1533,IRR-NIG-2023-01533,Nigeria,2023,0.46,subsistence,False,1116.0,15.1,occasional,3,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1534,IRR-TAN-2021-01534,Tanzania,2021,1.11,subsistence,False,1178.0,33.9,occasional,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1535,IRR-ETH-2019-01535,Ethiopia,2019,1.97,subsistence,False,884.0,34.5,rare,7,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1536,IRR-ZAM-2025-01536,Zambia,2025,1.39,semi-commercial,False,990.0,21.8,occasional,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1537,IRR-UGA-2021-01537,Uganda,2021,1.79,semi-commercial,False,822.0,30.6,frequent,5,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1538,IRR-GHA-2021-01538,Ghana,2021,0.54,semi-commercial,False,1101.0,34.9,occasional,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1539,IRR-ETH-2024-01539,Ethiopia,2024,2.13,subsistence,False,676.0,26.8,occasional,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1540,IRR-KEN-2018-01540,Kenya,2018,1.21,semi-commercial,False,1011.0,23.8,rare,4,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1541,IRR-NIG-2024-01541,Nigeria,2024,4.81,subsistence,False,875.0,27.9,occasional,5,none,none,none,none,0.0,4.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1542,IRR-KEN-2019-01542,Kenya,2019,1.23,subsistence,False,606.0,31.5,frequent,3,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1543,IRR-ZAM-2021-01543,Zambia,2021,2.06,subsistence,True,888.0,17.1,rare,7,sprinkler,groundwater,solar,individual,1.71,0.35,83.2,57.0,18,poor,2570.0,138.0,False,0.0,False,561.0,567.0,82.1,461.0,1.26,94.3,80.8,62.6,0.0,34.0,weekly,soil_moisture,horticulture,22.6,1.63,1,9619.0,5615.0,False,False,False,51.7,14.1,poor,medium,False,False,False,11.0,modern,moderate_burden
1544,IRR-KEN-2025-01544,Kenya,2025,1.05,subsistence,False,1108.0,15.6,rare,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1545,IRR-TAN-2022-01545,Tanzania,2022,2.48,subsistence,True,1205.0,34.6,rare,7,manual,lake,electric,individual,2.01,0.47,81.0,67.0,15,fair,402.0,47.0,False,0.0,True,580.0,604.0,60.6,352.0,1.31,72.8,80.0,35.3,146.0,161.0,weekly,weather_based,rice,33.9,2.16,2,11657.0,5802.0,False,False,False,0.0,21.6,poor,low,True,False,False,1.0,traditional,moderate_burden
1546,IRR-GHA-2024-01546,Ghana,2024,0.77,subsistence,False,989.0,31.5,occasional,7,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1547,IRR-KEN-2021-01547,Kenya,2021,1.83,semi-commercial,False,575.0,28.4,occasional,7,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1548,IRR-MAL-2022-01548,Malawi,2022,3.22,subsistence,False,986.0,33.3,frequent,5,none,none,none,none,0.0,3.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1549,IRR-UGA-2024-01549,Uganda,2024,0.57,semi-commercial,False,722.0,29.8,occasional,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1550,IRR-UGA-2020-01550,Uganda,2020,3.68,subsistence,False,1223.0,25.3,occasional,2,none,none,none,none,0.0,3.68,0.0,0.0,0,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,moderate_burden
1551,IRR-NIG-2019-01551,Nigeria,2019,1.13,semi-commercial,True,1246.0,20.0,rare,7,manual,reservoir,solar,cooperative,0.71,0.41,63.4,25.0,0,fair,143.0,14.0,False,0.0,False,411.0,427.0,55.6,228.0,1.48,79.4,81.3,35.9,0.0,57.0,weekly,weather_based,fruits,43.4,1.51,1,2933.0,4109.0,False,False,False,0.0,4.9,poor,low,False,False,False,0.6,traditional,moderate_burden
1552,IRR-UGA-2022-01552,Uganda,2022,1.93,subsistence,False,1163.0,30.4,rare,3,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1553,IRR-KEN-2021-01553,Kenya,2021,1.0,subsistence,False,1154.0,33.9,frequent,2,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1554,IRR-BUR-2023-01554,Burkina Faso,2023,0.64,semi-commercial,False,930.0,16.9,rare,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1555,IRR-GHA-2020-01555,Ghana,2020,0.87,subsistence,False,1028.0,20.9,rare,5,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1556,IRR-GHA-2024-01556,Ghana,2024,0.57,subsistence,False,1232.0,22.6,rare,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1557,IRR-ETH-2018-01557,Ethiopia,2018,2.8,subsistence,False,823.0,26.3,rare,5,none,none,none,none,0.0,2.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1558,IRR-ETH-2024-01558,Ethiopia,2024,3.18,subsistence,True,1479.0,34.3,occasional,6,surface,reservoir,gravity,shared,1.57,1.6,49.5,65.0,18,good,1258.0,118.0,False,0.0,False,470.0,610.0,53.4,251.0,1.4,93.0,61.4,30.5,0.0,47.0,weekly,visual,rice,24.1,2.18,2,7388.0,4700.0,False,False,False,0.0,0.0,good,low,False,False,True,3.3,traditional,moderate_burden
1559,IRR-MAL-2023-01559,Mali,2023,0.48,subsistence,True,1376.0,17.6,rare,3,center_pivot,rainwater_harvesting,electric,private_company,0.38,0.1,78.4,17.0,12,excellent,1878.0,141.0,False,0.0,False,597.0,646.0,85.4,510.0,2.43,70.7,67.9,41.0,54.0,4.0,weekly,weather_based,rice,28.2,1.34,1,2241.0,5966.0,False,True,False,0.0,14.4,good,high,False,False,False,27.8,traditional,moderate_burden
1560,IRR-ETH-2018-01560,Ethiopia,2018,0.76,commercial,False,501.0,17.2,occasional,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1561,IRR-GHA-2018-01561,Ghana,2018,2.96,subsistence,False,838.0,24.6,occasional,2,none,none,none,none,0.0,2.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1562,IRR-TAN-2020-01562,Tanzania,2020,2.5,semi-commercial,True,1092.0,22.5,frequent,4,flood,reservoir,wind,individual,1.3,1.2,52.1,40.0,11,poor,521.0,39.0,True,282.0,True,391.0,439.0,43.1,169.0,1.13,79.5,70.1,24.0,0.0,52.0,weekly,calendar,sugarcane,54.2,1.3,2,5095.0,3909.0,True,False,False,0.0,0.0,poor,low,False,True,False,0.8,traditional,moderate_burden
1563,IRR-MAL-2018-01563,Mali,2018,0.81,subsistence,False,954.0,18.1,frequent,3,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1564,IRR-ZAM-2019-01564,Zambia,2019,0.92,subsistence,False,626.0,22.7,rare,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1565,IRR-GHA-2025-01565,Ghana,2025,1.49,subsistence,False,770.0,19.6,frequent,5,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1566,IRR-MAL-2018-01566,Mali,2018,1.51,subsistence,False,619.0,22.2,occasional,4,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1567,IRR-MAL-2020-01567,Mali,2020,2.29,semi-commercial,False,548.0,18.9,occasional,3,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1568,IRR-MAL-2019-01568,Mali,2019,0.69,semi-commercial,False,764.0,19.5,occasional,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1569,IRR-NIG-2023-01569,Nigeria,2023,1.61,semi-commercial,False,647.0,34.5,occasional,5,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1570,IRR-NIG-2023-01570,Nigeria,2023,1.93,subsistence,False,751.0,15.2,rare,7,none,none,none,none,0.0,1.93,0.0,0.0,0,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,moderate_burden
1571,IRR-NIG-2020-01571,Nigeria,2020,0.95,semi-commercial,True,1092.0,18.3,occasional,6,surface,rainwater_harvesting,gravity,individual,0.56,0.39,59.3,23.0,19,fair,449.0,45.0,False,0.0,True,715.0,586.0,58.4,417.0,1.88,90.9,70.8,37.6,0.0,17.0,as_needed,calendar,fruits,26.7,1.63,1,4010.0,7147.0,True,False,False,0.0,0.0,poor,low,False,False,False,3.6,traditional,moderate_burden
1572,IRR-MAL-2018-01572,Mali,2018,2.32,subsistence,True,708.0,23.0,occasional,3,surface,groundwater,gravity,private_company,0.75,1.57,32.4,34.0,14,poor,600.0,49.0,False,0.0,False,582.0,619.0,50.7,295.0,2.0,77.2,89.9,35.2,0.0,22.0,weekly,soil_moisture,sugarcane,35.4,1.26,1,4365.0,5824.0,False,False,False,35.6,0.0,poor,low,False,False,False,1.5,traditional,moderate_burden
1573,IRR-TAN-2023-01573,Tanzania,2023,1.64,commercial,False,986.0,20.1,rare,6,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1574,IRR-MAL-2019-01574,Malawi,2019,1.58,subsistence,False,634.0,31.1,frequent,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1575,IRR-NIG-2024-01575,Nigeria,2024,4.0,subsistence,False,826.0,29.3,frequent,5,none,none,none,none,0.0,4.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1576,IRR-ZAM-2021-01576,Zambia,2021,4.54,subsistence,True,756.0,32.4,occasional,3,sprinkler,river,diesel,shared,1.86,2.67,41.1,84.0,13,good,2796.0,295.0,False,0.0,False,733.0,401.0,64.0,469.0,1.94,85.5,60.2,32.9,470.0,37.0,weekly,calendar,fruits,41.4,1.48,2,13667.0,7332.0,False,False,False,0.0,21.4,good,medium,False,False,False,3.0,modern,moderate_burden
1577,IRR-KEN-2024-01577,Kenya,2024,4.4,semi-commercial,False,1116.0,26.7,rare,2,none,none,none,none,0.0,4.4,0.0,0.0,0,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,moderate_burden
1578,IRR-ETH-2018-01578,Ethiopia,2018,1.2,subsistence,False,955.0,30.5,frequent,6,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1579,IRR-TAN-2022-01579,Tanzania,2022,2.41,subsistence,False,1010.0,24.8,occasional,7,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1580,IRR-MAL-2018-01580,Malawi,2018,2.09,subsistence,False,400.0,24.4,frequent,5,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1581,IRR-MAL-2025-01581,Mali,2025,3.25,subsistence,False,689.0,25.0,occasional,3,none,none,none,none,0.0,3.25,0.0,0.0,0,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,moderate_burden
1582,IRR-MAL-2018-01582,Malawi,2018,0.43,semi-commercial,False,778.0,16.2,occasional,6,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1583,IRR-MAL-2022-01583,Mali,2022,1.07,subsistence,True,947.0,20.5,rare,5,drip,groundwater,gravity,individual,0.9,0.17,84.1,50.0,6,fair,2257.0,227.0,False,0.0,False,364.0,627.0,79.5,289.0,1.99,81.4,89.9,58.2,0.0,14.0,biweekly,soil_moisture,vegetables,38.8,2.16,1,3287.0,3640.0,False,False,False,55.6,0.0,poor,high,True,False,False,10.8,modern,moderate_burden
1584,IRR-ZAM-2019-01584,Zambia,2019,1.04,subsistence,False,729.0,33.1,occasional,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1585,IRR-MAL-2025-01585,Mali,2025,0.76,semi-commercial,False,930.0,27.5,rare,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1586,IRR-ETH-2019-01586,Ethiopia,2019,0.54,semi-commercial,False,1073.0,26.0,occasional,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1587,IRR-GHA-2020-01587,Ghana,2020,2.06,subsistence,False,929.0,26.2,frequent,6,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1588,IRR-TAN-2019-01588,Tanzania,2019,2.68,subsistence,False,1187.0,32.6,frequent,4,none,none,none,none,0.0,2.68,0.0,0.0,0,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,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,moderate_burden
1589,IRR-GHA-2022-01589,Ghana,2022,2.76,subsistence,False,971.0,27.4,frequent,7,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1590,IRR-NIG-2022-01590,Nigeria,2022,1.72,semi-commercial,False,912.0,27.6,occasional,6,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1591,IRR-GHA-2025-01591,Ghana,2025,0.45,subsistence,False,405.0,22.4,occasional,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1592,IRR-ZAM-2025-01592,Zambia,2025,10.28,semi-commercial,True,757.0,19.4,occasional,6,flood,rainwater_harvesting,solar,shared,7.81,2.47,76.0,325.0,0,poor,3126.0,235.0,False,0.0,False,746.0,414.0,38.5,287.0,1.2,94.1,60.9,22.1,0.0,313.0,weekly,calendar,horticulture,56.0,2.08,2,58320.0,7463.0,False,False,True,0.0,22.2,poor,low,True,False,False,1.1,traditional,moderate_burden
1593,IRR-TAN-2022-01593,Tanzania,2022,0.53,semi-commercial,False,882.0,23.5,occasional,7,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1594,IRR-MAL-2024-01594,Malawi,2024,1.69,subsistence,False,600.0,31.5,occasional,4,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1595,IRR-TAN-2023-01595,Tanzania,2023,1.05,subsistence,False,1086.0,26.8,rare,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1596,IRR-TAN-2018-01596,Tanzania,2018,2.33,semi-commercial,False,940.0,33.3,frequent,2,none,none,none,none,0.0,2.33,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
1597,IRR-NIG-2024-01597,Nigeria,2024,0.58,subsistence,False,711.0,31.7,frequent,2,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1598,IRR-NIG-2020-01598,Nigeria,2020,1.1,semi-commercial,False,1014.0,27.9,rare,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1599,IRR-BUR-2022-01599,Burkina Faso,2022,1.21,commercial,False,1062.0,26.9,occasional,4,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1600,IRR-MAL-2021-01600,Mali,2021,0.57,subsistence,False,682.0,23.1,rare,2,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1601,IRR-ETH-2025-01601,Ethiopia,2025,0.83,subsistence,False,647.0,16.2,occasional,7,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1602,IRR-BUR-2020-01602,Burkina Faso,2020,1.66,semi-commercial,False,761.0,20.5,occasional,5,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1603,IRR-TAN-2023-01603,Tanzania,2023,0.51,semi-commercial,True,1035.0,22.1,rare,7,flood,lake,diesel,individual,0.46,0.05,90.0,20.0,0,fair,183.0,26.0,False,0.0,False,539.0,672.0,41.7,225.0,2.18,73.5,76.7,23.5,47.0,18.0,as_needed,calendar,rice,37.2,1.39,2,2462.0,5395.0,False,False,False,0.0,20.5,poor,low,False,False,False,1.9,traditional,moderate_burden
1604,IRR-BUR-2022-01604,Burkina Faso,2022,2.03,subsistence,False,1068.0,23.1,occasional,2,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1605,IRR-MAL-2023-01605,Mali,2023,0.87,subsistence,True,1089.0,33.3,occasional,4,sprinkler,reservoir,solar,individual,0.51,0.36,58.6,20.0,15,fair,762.0,73.0,False,0.0,True,460.0,504.0,71.6,329.0,1.92,73.5,78.7,41.4,0.0,10.0,as_needed,soil_moisture,cotton,39.0,2.16,1,2339.0,4603.0,False,False,False,0.0,4.3,poor,medium,False,False,False,4.5,modern,moderate_burden
1606,IRR-MAL-2023-01606,Mali,2023,3.07,subsistence,False,1002.0,21.8,rare,4,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1607,IRR-ETH-2022-01607,Ethiopia,2022,0.9,subsistence,False,937.0,15.7,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1608,IRR-BUR-2024-01608,Burkina Faso,2024,3.7,semi-commercial,False,907.0,32.9,rare,3,none,none,none,none,0.0,3.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1609,IRR-KEN-2019-01609,Kenya,2019,0.9,subsistence,False,738.0,20.1,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1610,IRR-ETH-2023-01610,Ethiopia,2023,1.79,subsistence,False,1179.0,19.8,frequent,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1611,IRR-MAL-2019-01611,Mali,2019,2.28,subsistence,False,583.0,34.7,occasional,7,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1612,IRR-BUR-2024-01612,Burkina Faso,2024,1.96,subsistence,False,979.0,31.9,occasional,7,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1613,IRR-TAN-2018-01613,Tanzania,2018,0.78,commercial,False,1179.0,31.2,occasional,4,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1614,IRR-NIG-2019-01614,Nigeria,2019,0.78,commercial,False,827.0,30.1,rare,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1615,IRR-UGA-2019-01615,Uganda,2019,1.63,semi-commercial,False,581.0,18.0,frequent,7,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1616,IRR-TAN-2021-01616,Tanzania,2021,0.87,commercial,False,1090.0,23.6,occasional,7,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1617,IRR-MAL-2024-01617,Mali,2024,0.88,subsistence,False,1017.0,18.6,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1618,IRR-GHA-2022-01618,Ghana,2022,2.24,subsistence,False,612.0,26.3,frequent,4,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1619,IRR-BUR-2024-01619,Burkina Faso,2024,1.05,semi-commercial,False,400.0,22.6,occasional,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1620,IRR-MAL-2025-01620,Mali,2025,0.5,subsistence,False,909.0,20.1,occasional,2,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1621,IRR-GHA-2024-01621,Ghana,2024,0.9,subsistence,False,917.0,30.1,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1622,IRR-MAL-2021-01622,Malawi,2021,0.88,subsistence,False,663.0,32.2,occasional,6,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1623,IRR-TAN-2022-01623,Tanzania,2022,0.76,commercial,False,782.0,31.2,frequent,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1624,IRR-ZAM-2019-01624,Zambia,2019,0.77,semi-commercial,False,945.0,23.8,occasional,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1625,IRR-KEN-2020-01625,Kenya,2020,0.56,subsistence,False,834.0,25.8,frequent,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1626,IRR-ZAM-2022-01626,Zambia,2022,3.08,semi-commercial,False,944.0,18.3,rare,6,none,none,none,none,0.0,3.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1627,IRR-ETH-2020-01627,Ethiopia,2020,6.74,subsistence,False,982.0,29.9,occasional,5,none,none,none,none,0.0,6.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1628,IRR-ZAM-2019-01628,Zambia,2019,0.41,subsistence,False,592.0,26.8,occasional,6,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1629,IRR-BUR-2023-01629,Burkina Faso,2023,3.78,subsistence,False,1151.0,24.9,occasional,7,none,none,none,none,0.0,3.78,0.0,0.0,0,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,moderate_burden
1630,IRR-KEN-2018-01630,Kenya,2018,2.01,subsistence,False,907.0,21.7,occasional,4,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1631,IRR-ZAM-2024-01631,Zambia,2024,0.58,semi-commercial,True,699.0,34.3,occasional,4,flood,river,electric,individual,0.36,0.21,62.8,18.0,18,good,145.0,22.0,False,0.0,False,424.0,636.0,48.4,205.0,2.1,81.4,87.9,34.6,26.0,14.0,weekly,calendar,vegetables,50.9,2.15,1,1534.0,4240.0,False,False,False,0.0,19.3,good,low,True,False,False,1.0,traditional,moderate_burden
1632,IRR-ZAM-2020-01632,Zambia,2020,0.59,semi-commercial,True,1080.0,27.0,rare,5,drip,groundwater,diesel,shared,0.4,0.19,67.5,17.0,19,good,1003.0,89.0,False,0.0,False,648.0,565.0,86.7,562.0,1.88,81.1,74.3,52.3,73.0,6.0,weekly,calendar,vegetables,46.5,1.41,3,2600.0,6482.0,False,True,False,41.8,12.7,good,high,False,False,True,7.3,modern,moderate_burden
1633,IRR-TAN-2019-01633,Tanzania,2019,1.04,subsistence,False,836.0,27.0,rare,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1634,IRR-GHA-2018-01634,Ghana,2018,3.18,semi-commercial,False,1012.0,29.7,occasional,5,none,none,none,none,0.0,3.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1635,IRR-ETH-2020-01635,Ethiopia,2020,4.76,subsistence,False,1264.0,32.1,frequent,5,none,none,none,none,0.0,4.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1636,IRR-MAL-2025-01636,Mali,2025,1.13,semi-commercial,False,950.0,22.7,frequent,6,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1637,IRR-TAN-2023-01637,Tanzania,2023,1.52,subsistence,False,750.0,31.9,rare,4,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1638,IRR-ETH-2024-01638,Ethiopia,2024,0.8,subsistence,False,1252.0,21.7,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1639,IRR-MAL-2021-01639,Mali,2021,1.68,subsistence,False,1171.0,29.2,rare,2,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1640,IRR-TAN-2020-01640,Tanzania,2020,2.01,subsistence,False,994.0,28.9,rare,7,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1641,IRR-KEN-2024-01641,Kenya,2024,1.52,semi-commercial,False,778.0,24.2,occasional,7,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1642,IRR-UGA-2020-01642,Uganda,2020,2.53,commercial,False,938.0,29.6,rare,3,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1643,IRR-BUR-2025-01643,Burkina Faso,2025,1.32,subsistence,True,852.0,34.8,frequent,3,drip,wetland,solar,private_company,1.12,0.2,84.7,62.0,5,good,2796.0,350.0,False,0.0,False,786.0,475.0,84.9,667.0,1.56,82.8,78.7,55.3,0.0,17.0,daily,soil_moisture,maize,36.7,1.92,2,8794.0,7862.0,False,False,False,0.0,11.6,good,high,False,True,False,11.6,modern,moderate_burden
1644,IRR-ZAM-2022-01644,Zambia,2022,1.05,subsistence,False,1068.0,34.6,rare,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1645,IRR-ETH-2018-01645,Ethiopia,2018,0.41,subsistence,False,968.0,31.4,occasional,6,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1646,IRR-TAN-2018-01646,Tanzania,2018,0.61,semi-commercial,False,964.0,31.4,rare,4,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1647,IRR-TAN-2022-01647,Tanzania,2022,0.36,commercial,False,1253.0,24.4,rare,4,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1648,IRR-BUR-2021-01648,Burkina Faso,2021,0.83,semi-commercial,False,1231.0,27.7,occasional,7,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1649,IRR-MAL-2018-01649,Malawi,2018,1.17,semi-commercial,False,568.0,19.6,occasional,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1650,IRR-ZAM-2022-01650,Zambia,2022,0.83,subsistence,False,1277.0,26.5,occasional,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1651,IRR-TAN-2025-01651,Tanzania,2025,2.83,commercial,False,1125.0,28.0,occasional,7,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1652,IRR-UGA-2021-01652,Uganda,2021,1.54,semi-commercial,True,1078.0,33.8,occasional,2,drip,rainwater_harvesting,solar,individual,0.84,0.7,54.6,26.0,11,excellent,2105.0,250.0,False,0.0,False,511.0,662.0,95.0,486.0,1.8,86.9,75.0,61.9,0.0,13.0,biweekly,calendar,vegetables,38.4,1.81,1,4303.0,5111.0,False,True,False,0.0,8.5,good,high,True,False,False,7.1,modern,moderate_burden
1653,IRR-MAL-2019-01653,Malawi,2019,2.04,subsistence,False,819.0,24.0,occasional,4,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1654,IRR-MAL-2025-01654,Mali,2025,2.13,semi-commercial,False,1148.0,26.6,occasional,5,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1655,IRR-UGA-2025-01655,Uganda,2025,1.3,subsistence,False,918.0,21.5,frequent,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1656,IRR-BUR-2019-01656,Burkina Faso,2019,1.09,commercial,False,1277.0,19.1,rare,7,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1657,IRR-KEN-2023-01657,Kenya,2023,3.79,subsistence,False,947.0,20.7,frequent,6,none,none,none,none,0.0,3.79,0.0,0.0,0,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,moderate_burden
1658,IRR-BUR-2020-01658,Burkina Faso,2020,2.3,semi-commercial,False,1153.0,34.4,frequent,3,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1659,IRR-UGA-2024-01659,Uganda,2024,1.69,semi-commercial,False,783.0,34.1,rare,6,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1660,IRR-BUR-2018-01660,Burkina Faso,2018,0.42,commercial,False,927.0,33.1,occasional,3,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1661,IRR-MAL-2025-01661,Malawi,2025,0.78,subsistence,False,1248.0,22.3,frequent,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1662,IRR-UGA-2025-01662,Uganda,2025,0.99,subsistence,False,1157.0,18.7,rare,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1663,IRR-BUR-2018-01663,Burkina Faso,2018,2.09,subsistence,False,1169.0,15.4,rare,3,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1664,IRR-ZAM-2018-01664,Zambia,2018,2.16,commercial,False,517.0,23.8,rare,4,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1665,IRR-MAL-2021-01665,Mali,2021,1.96,semi-commercial,False,444.0,28.5,occasional,3,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1666,IRR-MAL-2021-01666,Mali,2021,1.07,subsistence,False,1081.0,23.1,occasional,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1667,IRR-ETH-2018-01667,Ethiopia,2018,3.63,subsistence,False,400.0,27.2,rare,2,none,none,none,none,0.0,3.63,0.0,0.0,0,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,moderate_burden
1668,IRR-MAL-2025-01668,Mali,2025,1.05,semi-commercial,False,965.0,20.3,frequent,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1669,IRR-TAN-2018-01669,Tanzania,2018,1.11,subsistence,False,480.0,34.0,occasional,7,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1670,IRR-ETH-2023-01670,Ethiopia,2023,1.28,subsistence,False,546.0,32.2,occasional,5,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1671,IRR-MAL-2018-01671,Malawi,2018,0.94,semi-commercial,False,838.0,17.6,rare,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1672,IRR-ZAM-2024-01672,Zambia,2024,1.61,semi-commercial,False,839.0,24.7,rare,6,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1673,IRR-ZAM-2023-01673,Zambia,2023,2.4,subsistence,False,1124.0,33.4,rare,6,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1674,IRR-ZAM-2019-01674,Zambia,2019,2.45,semi-commercial,False,1054.0,20.2,occasional,3,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1675,IRR-MAL-2025-01675,Malawi,2025,0.73,semi-commercial,False,733.0,29.2,occasional,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1676,IRR-NIG-2019-01676,Nigeria,2019,1.5,commercial,False,1477.0,26.8,occasional,2,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1677,IRR-TAN-2020-01677,Tanzania,2020,1.32,subsistence,False,747.0,17.6,occasional,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1678,IRR-GHA-2024-01678,Ghana,2024,0.91,subsistence,False,1039.0,34.8,occasional,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1679,IRR-ZAM-2025-01679,Zambia,2025,1.14,semi-commercial,False,1103.0,31.4,frequent,5,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1680,IRR-KEN-2019-01680,Kenya,2019,1.49,commercial,False,1251.0,18.4,rare,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1681,IRR-UGA-2021-01681,Uganda,2021,3.97,subsistence,False,841.0,32.5,rare,7,none,none,none,none,0.0,3.97,0.0,0.0,0,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,moderate_burden
1682,IRR-BUR-2024-01682,Burkina Faso,2024,3.87,semi-commercial,False,1340.0,22.4,frequent,3,none,none,none,none,0.0,3.87,0.0,0.0,0,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,moderate_burden
1683,IRR-MAL-2022-01683,Mali,2022,2.85,semi-commercial,False,971.0,18.5,frequent,5,none,none,none,none,0.0,2.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1684,IRR-ZAM-2021-01684,Zambia,2021,4.75,subsistence,False,1076.0,30.7,occasional,2,none,none,none,none,0.0,4.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1685,IRR-TAN-2025-01685,Tanzania,2025,2.01,semi-commercial,False,679.0,21.5,occasional,2,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1686,IRR-ETH-2025-01686,Ethiopia,2025,0.7,semi-commercial,False,906.0,33.0,occasional,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1687,IRR-UGA-2025-01687,Uganda,2025,1.23,subsistence,False,1033.0,21.7,occasional,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1688,IRR-UGA-2024-01688,Uganda,2024,2.03,semi-commercial,False,1067.0,21.9,occasional,5,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1689,IRR-UGA-2023-01689,Uganda,2023,2.08,semi-commercial,True,980.0,29.9,rare,6,sprinkler,rainwater_harvesting,manual,individual,1.21,0.87,58.3,62.0,18,fair,1815.0,104.0,True,632.0,True,365.0,673.0,65.2,238.0,1.88,87.4,80.2,45.7,0.0,24.0,weekly,calendar,rice,27.7,1.74,1,4412.0,3646.0,False,True,False,0.0,0.0,poor,medium,False,False,False,6.3,modern,moderate_burden
1690,IRR-ZAM-2025-01690,Zambia,2025,1.29,subsistence,True,982.0,25.7,rare,7,surface,groundwater,gravity,government,0.7,0.59,54.4,24.0,0,good,562.0,46.0,False,0.0,False,421.0,499.0,49.4,208.0,0.91,89.0,68.5,30.1,0.0,21.0,weekly,visual,rice,45.9,2.21,3,2958.0,4211.0,True,False,False,27.0,0.0,good,low,True,False,True,1.9,traditional,moderate_burden
1691,IRR-ETH-2023-01691,Ethiopia,2023,1.24,semi-commercial,False,776.0,29.6,frequent,2,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1692,IRR-ETH-2024-01692,Ethiopia,2024,3.67,semi-commercial,False,1053.0,16.8,rare,4,none,none,none,none,0.0,3.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1693,IRR-ETH-2018-01693,Ethiopia,2018,6.76,semi-commercial,False,805.0,29.6,frequent,6,none,none,none,none,0.0,6.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1694,IRR-TAN-2019-01694,Tanzania,2019,0.58,semi-commercial,False,987.0,18.5,occasional,5,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1695,IRR-UGA-2024-01695,Uganda,2024,1.91,subsistence,True,1207.0,33.8,frequent,7,sprinkler,river,diesel,shared,1.66,0.25,86.9,70.0,14,fair,2488.0,275.0,False,0.0,False,322.0,424.0,74.5,240.0,2.01,72.2,89.0,47.9,438.0,33.0,weekly,visual,sugarcane,42.1,1.6,2,5343.0,3221.0,False,False,True,0.0,9.7,poor,medium,True,False,False,6.2,modern,moderate_burden
1696,IRR-NIG-2024-01696,Nigeria,2024,1.07,commercial,False,1271.0,26.9,occasional,7,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1697,IRR-UGA-2022-01697,Uganda,2022,4.03,semi-commercial,False,1208.0,30.7,occasional,2,none,none,none,none,0.0,4.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1698,IRR-MAL-2021-01698,Malawi,2021,1.03,semi-commercial,False,954.0,29.7,occasional,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1699,IRR-TAN-2022-01699,Tanzania,2022,1.15,commercial,False,1005.0,20.6,frequent,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1700,IRR-MAL-2022-01700,Mali,2022,3.22,semi-commercial,True,782.0,15.1,occasional,7,sprinkler,groundwater,solar,government,1.24,1.98,38.5,42.0,0,poor,1859.0,129.0,False,0.0,True,400.0,513.0,65.6,263.0,1.09,90.0,80.7,47.7,0.0,25.0,weekly,visual,fruits,43.5,2.46,2,4961.0,4003.0,False,True,True,40.3,12.5,poor,medium,False,False,False,2.7,modern,moderate_burden
1701,IRR-ZAM-2023-01701,Zambia,2023,1.72,commercial,False,853.0,28.6,occasional,7,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1702,IRR-GHA-2021-01702,Ghana,2021,0.23,semi-commercial,False,1013.0,20.9,occasional,2,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1703,IRR-KEN-2020-01703,Kenya,2020,0.34,subsistence,False,936.0,23.6,occasional,5,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1704,IRR-GHA-2020-01704,Ghana,2020,1.08,subsistence,False,1179.0,26.0,frequent,3,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1705,IRR-TAN-2020-01705,Tanzania,2020,0.85,semi-commercial,False,499.0,32.2,occasional,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1706,IRR-GHA-2022-01706,Ghana,2022,0.4,commercial,False,678.0,29.1,occasional,4,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1707,IRR-ZAM-2025-01707,Zambia,2025,0.67,subsistence,False,1085.0,21.2,occasional,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1708,IRR-MAL-2025-01708,Mali,2025,1.14,commercial,True,668.0,25.9,occasional,4,surface,river,solar,cooperative,0.53,0.61,46.4,23.0,13,poor,425.0,52.0,True,222.0,False,399.0,456.0,59.9,239.0,1.42,75.2,80.6,36.3,0.0,16.0,biweekly,visual,horticulture,36.8,1.47,1,2121.0,3992.0,False,False,False,0.0,7.7,poor,low,False,False,False,2.0,traditional,moderate_burden
1709,IRR-GHA-2025-01709,Ghana,2025,1.47,semi-commercial,False,990.0,25.2,occasional,5,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1710,IRR-BUR-2025-01710,Burkina Faso,2025,2.53,semi-commercial,False,1089.0,15.8,frequent,4,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1711,IRR-GHA-2025-01711,Ghana,2025,0.72,semi-commercial,True,1399.0,17.5,rare,5,sprinkler,reservoir,diesel,individual,0.51,0.22,70.3,30.0,11,poor,763.0,113.0,False,0.0,False,421.0,592.0,82.3,346.0,0.92,79.1,79.3,51.6,77.0,10.0,daily,soil_moisture,rice,49.8,2.08,2,2140.0,4208.0,True,False,False,0.0,2.2,poor,medium,False,False,False,4.2,modern,moderate_burden
1712,IRR-GHA-2022-01712,Ghana,2022,2.2,commercial,False,804.0,15.3,frequent,7,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1713,IRR-MAL-2025-01713,Mali,2025,2.53,subsistence,True,546.0,24.0,rare,7,surface,groundwater,diesel,government,2.21,0.32,87.5,68.0,2,poor,1770.0,179.0,True,656.0,False,456.0,538.0,57.8,263.0,2.12,94.0,66.6,36.2,493.0,66.0,weekly,visual,rice,46.9,2.3,1,10090.0,4560.0,False,False,False,15.1,9.7,poor,low,True,False,False,3.0,traditional,moderate_burden
1714,IRR-MAL-2021-01714,Malawi,2021,2.0,semi-commercial,False,990.0,16.1,occasional,5,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1715,IRR-ETH-2022-01715,Ethiopia,2022,0.6,subsistence,False,1448.0,17.3,occasional,4,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1716,IRR-MAL-2020-01716,Malawi,2020,2.24,subsistence,False,638.0,30.8,occasional,3,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1717,IRR-TAN-2020-01717,Tanzania,2020,2.02,semi-commercial,False,1112.0,27.3,occasional,4,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1718,IRR-MAL-2025-01718,Malawi,2025,2.0,semi-commercial,False,977.0,22.1,frequent,4,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1719,IRR-NIG-2019-01719,Nigeria,2019,0.52,semi-commercial,False,405.0,33.3,rare,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1720,IRR-ZAM-2021-01720,Zambia,2021,0.96,subsistence,False,680.0,32.4,occasional,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1721,IRR-MAL-2024-01721,Mali,2024,3.1,subsistence,False,966.0,21.2,frequent,7,none,none,none,none,0.0,3.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1722,IRR-MAL-2023-01722,Mali,2023,1.05,subsistence,False,1563.0,33.4,rare,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1723,IRR-UGA-2022-01723,Uganda,2022,0.72,commercial,False,460.0,32.3,occasional,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1724,IRR-BUR-2024-01724,Burkina Faso,2024,1.07,subsistence,False,704.0,33.3,occasional,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1725,IRR-MAL-2023-01725,Mali,2023,1.31,subsistence,False,1069.0,16.8,rare,5,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1726,IRR-BUR-2021-01726,Burkina Faso,2021,1.12,semi-commercial,True,526.0,33.6,occasional,6,sprinkler,river,electric,shared,0.36,0.76,32.1,21.0,4,fair,538.0,36.0,False,0.0,False,516.0,593.0,74.1,382.0,1.21,73.8,70.3,38.4,49.0,7.0,weekly,calendar,vegetables,36.7,1.76,1,1853.0,5164.0,True,True,False,0.0,3.1,poor,medium,True,False,False,2.6,modern,moderate_burden
1727,IRR-NIG-2024-01727,Nigeria,2024,0.93,semi-commercial,False,708.0,15.3,occasional,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1728,IRR-UGA-2020-01728,Uganda,2020,1.0,subsistence,False,986.0,21.6,occasional,3,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1729,IRR-KEN-2021-01729,Kenya,2021,0.37,subsistence,False,884.0,28.3,rare,6,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1730,IRR-KEN-2024-01730,Kenya,2024,0.67,commercial,False,826.0,24.9,rare,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1731,IRR-UGA-2018-01731,Uganda,2018,4.92,subsistence,False,501.0,30.1,frequent,5,none,none,none,none,0.0,4.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1732,IRR-BUR-2018-01732,Burkina Faso,2018,3.9,subsistence,False,995.0,16.0,occasional,3,none,none,none,none,0.0,3.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1733,IRR-GHA-2022-01733,Ghana,2022,2.44,subsistence,False,1107.0,31.7,rare,5,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1734,IRR-MAL-2023-01734,Mali,2023,1.1,subsistence,False,613.0,29.4,rare,4,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1735,IRR-UGA-2023-01735,Uganda,2023,2.05,subsistence,False,915.0,21.2,occasional,7,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1736,IRR-NIG-2025-01736,Nigeria,2025,3.43,commercial,True,969.0,21.7,rare,6,flood,rainwater_harvesting,diesel,cooperative,1.16,2.28,33.7,52.0,6,fair,463.0,53.0,False,0.0,False,375.0,678.0,44.4,166.0,1.13,82.8,60.4,22.2,247.0,46.0,as_needed,calendar,fruits,37.6,1.27,2,4340.0,3747.0,True,False,False,0.0,9.9,poor,low,False,False,False,0.7,traditional,moderate_burden
1737,IRR-TAN-2020-01737,Tanzania,2020,0.81,semi-commercial,False,952.0,20.3,rare,3,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1738,IRR-MAL-2024-01738,Mali,2024,1.02,semi-commercial,False,750.0,25.6,occasional,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1739,IRR-GHA-2022-01739,Ghana,2022,6.13,subsistence,False,1006.0,30.7,frequent,4,none,none,none,none,0.0,6.13,0.0,0.0,0,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,moderate_burden
1740,IRR-GHA-2019-01740,Ghana,2019,0.56,semi-commercial,False,1056.0,22.6,occasional,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1741,IRR-MAL-2018-01741,Mali,2018,1.86,subsistence,False,935.0,22.2,occasional,6,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1742,IRR-ZAM-2022-01742,Zambia,2022,6.37,semi-commercial,False,922.0,17.6,rare,6,none,none,none,none,0.0,6.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1743,IRR-TAN-2025-01743,Tanzania,2025,0.37,commercial,False,1258.0,21.0,rare,2,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1744,IRR-GHA-2023-01744,Ghana,2023,0.62,semi-commercial,False,663.0,19.8,occasional,3,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1745,IRR-KEN-2022-01745,Kenya,2022,1.63,semi-commercial,False,769.0,35.0,occasional,4,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1746,IRR-UGA-2025-01746,Uganda,2025,1.14,subsistence,True,1473.0,31.3,frequent,7,flood,reservoir,manual,individual,0.99,0.15,87.1,51.0,17,fair,397.0,38.0,False,0.0,False,565.0,425.0,47.2,267.0,1.06,81.8,69.6,26.9,0.0,40.0,daily,calendar,fruits,52.8,1.45,1,5604.0,5651.0,False,False,False,0.0,0.0,poor,low,False,True,False,1.3,traditional,moderate_burden
1747,IRR-BUR-2023-01747,Burkina Faso,2023,6.07,semi-commercial,True,857.0,26.5,occasional,6,surface,rainwater_harvesting,diesel,shared,3.52,2.55,58.0,179.0,11,good,2817.0,400.0,True,1473.0,False,314.0,643.0,58.6,184.0,1.89,77.5,61.1,27.7,403.0,106.0,weekly,soil_moisture,horticulture,35.8,1.33,2,11063.0,3142.0,False,False,False,0.0,20.5,good,low,True,False,False,2.6,traditional,moderate_burden
1748,IRR-UGA-2024-01748,Uganda,2024,1.59,semi-commercial,True,888.0,23.9,occasional,4,center_pivot,rainwater_harvesting,electric,shared,0.85,0.74,53.5,36.0,0,good,4254.0,289.0,True,1768.0,False,781.0,516.0,74.2,579.0,1.02,78.4,79.4,46.2,82.0,9.0,weekly,visual,vegetables,20.7,1.96,1,6644.0,7810.0,False,True,False,0.0,2.4,good,high,False,False,False,25.9,traditional,moderate_burden
1749,IRR-TAN-2019-01749,Tanzania,2019,6.83,subsistence,False,1014.0,22.9,rare,4,none,none,none,none,0.0,6.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1750,IRR-MAL-2021-01750,Malawi,2021,3.03,semi-commercial,False,1244.0,17.3,frequent,7,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1751,IRR-TAN-2021-01751,Tanzania,2021,2.14,subsistence,False,1446.0,31.8,rare,4,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1752,IRR-GHA-2022-01752,Ghana,2022,4.17,semi-commercial,False,745.0,17.7,occasional,5,none,none,none,none,0.0,4.17,0.0,0.0,0,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,moderate_burden
1753,IRR-ZAM-2025-01753,Zambia,2025,3.25,subsistence,False,952.0,22.9,occasional,2,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1754,IRR-ETH-2024-01754,Ethiopia,2024,2.97,subsistence,False,891.0,19.7,rare,3,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1755,IRR-UGA-2022-01755,Uganda,2022,1.02,semi-commercial,False,955.0,20.5,occasional,5,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1756,IRR-ETH-2023-01756,Ethiopia,2023,1.05,semi-commercial,False,778.0,31.9,occasional,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1757,IRR-ZAM-2018-01757,Zambia,2018,2.22,subsistence,False,918.0,17.1,frequent,7,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1758,IRR-NIG-2021-01758,Nigeria,2021,1.9,semi-commercial,False,691.0,20.9,frequent,2,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1759,IRR-TAN-2023-01759,Tanzania,2023,2.27,subsistence,False,453.0,24.3,occasional,7,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1760,IRR-BUR-2024-01760,Burkina Faso,2024,1.58,semi-commercial,False,1131.0,26.8,rare,2,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1761,IRR-TAN-2025-01761,Tanzania,2025,2.31,semi-commercial,False,897.0,27.6,rare,4,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1762,IRR-ZAM-2022-01762,Zambia,2022,1.61,semi-commercial,False,802.0,20.5,rare,2,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1763,IRR-KEN-2021-01763,Kenya,2021,0.6,semi-commercial,False,1143.0,28.6,rare,3,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1764,IRR-MAL-2022-01764,Mali,2022,1.15,commercial,False,824.0,25.5,frequent,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1765,IRR-BUR-2020-01765,Burkina Faso,2020,1.56,semi-commercial,False,873.0,16.8,occasional,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1766,IRR-MAL-2025-01766,Mali,2025,0.99,subsistence,True,993.0,19.8,rare,4,manual,river,solar,government,0.52,0.47,52.4,17.0,5,good,103.0,14.0,False,0.0,True,681.0,502.0,54.0,368.0,1.54,73.6,64.1,25.5,0.0,41.0,daily,visual,rice,59.8,1.21,2,3517.0,6814.0,True,True,False,0.0,21.1,good,low,False,False,False,0.4,traditional,moderate_burden
1767,IRR-GHA-2018-01767,Ghana,2018,2.25,subsistence,False,886.0,16.2,frequent,3,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1768,IRR-MAL-2024-01768,Mali,2024,1.71,subsistence,False,1047.0,20.3,rare,3,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1769,IRR-ZAM-2019-01769,Zambia,2019,3.12,semi-commercial,False,1265.0,25.9,occasional,7,none,none,none,none,0.0,3.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1770,IRR-ZAM-2018-01770,Zambia,2018,0.46,subsistence,False,759.0,15.9,occasional,3,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1771,IRR-ETH-2020-01771,Ethiopia,2020,2.15,commercial,False,1394.0,30.6,rare,7,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1772,IRR-UGA-2019-01772,Uganda,2019,1.62,subsistence,False,697.0,18.8,rare,5,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1773,IRR-ETH-2020-01773,Ethiopia,2020,2.13,semi-commercial,False,936.0,19.5,frequent,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1774,IRR-BUR-2024-01774,Burkina Faso,2024,2.98,subsistence,False,844.0,34.2,frequent,5,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1775,IRR-MAL-2019-01775,Malawi,2019,1.66,subsistence,False,1003.0,33.8,occasional,4,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1776,IRR-ETH-2018-01776,Ethiopia,2018,0.8,semi-commercial,False,1019.0,31.3,occasional,3,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1777,IRR-UGA-2022-01777,Uganda,2022,0.97,subsistence,False,881.0,30.4,frequent,6,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1778,IRR-MAL-2025-01778,Malawi,2025,2.88,subsistence,True,445.0,16.7,occasional,6,surface,river,solar,shared,2.31,0.57,80.2,120.0,4,good,1851.0,209.0,False,0.0,False,495.0,583.0,55.5,275.0,2.47,86.3,72.8,34.9,0.0,69.0,biweekly,visual,maize,51.5,1.47,1,11462.0,4953.0,False,False,False,0.0,5.9,good,low,True,False,False,2.5,traditional,moderate_burden
1779,IRR-MAL-2024-01779,Malawi,2024,1.01,subsistence,False,1169.0,28.4,occasional,2,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1780,IRR-UGA-2019-01780,Uganda,2019,0.44,subsistence,False,973.0,21.9,rare,7,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1781,IRR-TAN-2018-01781,Tanzania,2018,0.4,subsistence,False,769.0,28.3,rare,3,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1782,IRR-ZAM-2018-01782,Zambia,2018,0.64,subsistence,False,617.0,21.9,rare,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1783,IRR-GHA-2020-01783,Ghana,2020,1.58,semi-commercial,False,831.0,31.9,frequent,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1784,IRR-KEN-2021-01784,Kenya,2021,3.81,subsistence,False,858.0,28.8,occasional,6,none,none,none,none,0.0,3.81,0.0,0.0,0,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,moderate_burden
1785,IRR-MAL-2020-01785,Mali,2020,0.37,semi-commercial,False,701.0,19.2,occasional,4,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1786,IRR-ZAM-2020-01786,Zambia,2020,1.68,commercial,False,1178.0,22.3,occasional,3,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1787,IRR-GHA-2021-01787,Ghana,2021,0.67,semi-commercial,False,832.0,16.8,occasional,2,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1788,IRR-NIG-2021-01788,Nigeria,2021,0.81,semi-commercial,False,481.0,15.8,occasional,3,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1789,IRR-TAN-2024-01789,Tanzania,2024,3.96,semi-commercial,False,857.0,25.6,frequent,3,none,none,none,none,0.0,3.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1790,IRR-NIG-2022-01790,Nigeria,2022,2.03,semi-commercial,True,1036.0,17.8,frequent,5,manual,lake,solar,individual,1.48,0.55,72.8,82.0,17,good,296.0,31.0,False,0.0,True,713.0,588.0,54.0,385.0,2.4,75.2,87.8,35.7,0.0,118.0,as_needed,calendar,sugarcane,25.3,1.72,2,10534.0,7127.0,False,False,False,0.0,18.4,good,low,True,True,False,1.1,traditional,moderate_burden
1791,IRR-BUR-2019-01791,Burkina Faso,2019,0.32,commercial,False,1210.0,18.9,occasional,4,none,none,none,none,0.0,0.32,0.0,0.0,0,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,moderate_burden
1792,IRR-ZAM-2024-01792,Zambia,2024,1.21,subsistence,False,1059.0,27.5,occasional,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1793,IRR-MAL-2019-01793,Mali,2019,3.52,subsistence,False,1232.0,34.7,occasional,3,none,none,none,none,0.0,3.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1794,IRR-TAN-2025-01794,Tanzania,2025,4.42,subsistence,False,1055.0,27.8,rare,4,none,none,none,none,0.0,4.42,0.0,0.0,0,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,moderate_burden
1795,IRR-TAN-2020-01795,Tanzania,2020,2.87,subsistence,False,890.0,19.6,rare,2,none,none,none,none,0.0,2.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1796,IRR-MAL-2022-01796,Malawi,2022,1.33,subsistence,True,656.0,23.8,frequent,7,flood,river,solar,individual,0.45,0.88,34.0,24.0,2,poor,181.0,11.0,True,83.0,False,761.0,485.0,42.1,320.0,1.28,80.5,81.1,27.5,0.0,18.0,weekly,weather_based,horticulture,39.8,2.22,1,3439.0,7612.0,True,True,True,0.0,4.9,poor,low,False,False,False,0.7,traditional,moderate_burden
1797,IRR-UGA-2021-01797,Uganda,2021,0.2,semi-commercial,False,987.0,27.5,occasional,2,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1798,IRR-BUR-2024-01798,Burkina Faso,2024,1.44,subsistence,False,856.0,28.7,occasional,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1799,IRR-ETH-2020-01799,Ethiopia,2020,1.52,subsistence,False,1243.0,23.3,rare,5,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1800,IRR-MAL-2022-01800,Mali,2022,1.44,subsistence,False,691.0,22.7,occasional,2,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1801,IRR-KEN-2022-01801,Kenya,2022,0.69,subsistence,False,774.0,33.2,frequent,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1802,IRR-MAL-2024-01802,Mali,2024,4.58,semi-commercial,False,865.0,20.9,rare,3,none,none,none,none,0.0,4.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1803,IRR-KEN-2024-01803,Kenya,2024,1.11,subsistence,False,758.0,25.6,occasional,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1804,IRR-ZAM-2024-01804,Zambia,2024,0.49,subsistence,False,600.0,27.8,occasional,5,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1805,IRR-TAN-2021-01805,Tanzania,2021,1.83,subsistence,False,1211.0,20.7,frequent,7,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1806,IRR-ZAM-2021-01806,Zambia,2021,1.45,commercial,False,822.0,20.6,rare,5,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1807,IRR-BUR-2021-01807,Burkina Faso,2021,0.87,subsistence,False,1125.0,33.2,occasional,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1808,IRR-NIG-2025-01808,Nigeria,2025,3.16,semi-commercial,True,623.0,23.5,occasional,6,sprinkler,rainwater_harvesting,diesel,shared,2.46,0.7,78.0,106.0,15,poor,3697.0,443.0,True,1380.0,True,614.0,429.0,78.8,484.0,1.72,71.0,64.2,35.9,632.0,49.0,weekly,soil_moisture,rice,30.1,2.04,1,15132.0,6140.0,False,True,False,0.0,17.4,poor,medium,True,False,False,7.8,modern,moderate_burden
1809,IRR-GHA-2024-01809,Ghana,2024,1.3,semi-commercial,False,885.0,25.9,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,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1810,IRR-NIG-2023-01810,Nigeria,2023,1.85,subsistence,False,699.0,24.3,rare,3,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1811,IRR-GHA-2024-01811,Ghana,2024,1.6,semi-commercial,False,991.0,34.1,occasional,4,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1812,IRR-GHA-2024-01812,Ghana,2024,1.43,subsistence,False,745.0,32.9,occasional,5,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1813,IRR-KEN-2020-01813,Kenya,2020,1.75,semi-commercial,False,860.0,30.6,frequent,5,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1814,IRR-BUR-2018-01814,Burkina Faso,2018,0.55,commercial,False,1011.0,31.6,occasional,2,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1815,IRR-ETH-2025-01815,Ethiopia,2025,1.74,subsistence,False,1139.0,24.6,occasional,3,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1816,IRR-KEN-2022-01816,Kenya,2022,0.72,subsistence,False,685.0,26.1,frequent,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1817,IRR-BUR-2022-01817,Burkina Faso,2022,0.75,subsistence,False,674.0,26.8,frequent,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1818,IRR-GHA-2024-01818,Ghana,2024,1.24,subsistence,False,598.0,19.7,occasional,2,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1819,IRR-MAL-2023-01819,Mali,2023,0.46,subsistence,True,1169.0,32.1,occasional,3,drip,rainwater_harvesting,solar,shared,0.14,0.32,30.2,4.0,3,poor,349.0,36.0,True,202.0,False,708.0,520.0,79.2,560.0,1.4,70.0,70.4,39.0,0.0,2.0,biweekly,weather_based,vegetables,43.9,2.07,2,988.0,7075.0,False,False,False,0.0,5.3,poor,high,True,False,False,3.4,modern,moderate_burden
1820,IRR-KEN-2025-01820,Kenya,2025,1.54,semi-commercial,False,428.0,20.7,rare,7,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1821,IRR-GHA-2019-01821,Ghana,2019,1.1,semi-commercial,False,753.0,25.1,occasional,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1822,IRR-ZAM-2020-01822,Zambia,2020,0.54,subsistence,False,1498.0,33.4,rare,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1823,IRR-ZAM-2020-01823,Zambia,2020,0.57,semi-commercial,False,930.0,17.7,rare,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1824,IRR-TAN-2022-01824,Tanzania,2022,2.54,commercial,False,900.0,21.3,frequent,5,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1825,IRR-GHA-2020-01825,Ghana,2020,1.04,semi-commercial,False,1173.0,15.3,occasional,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1826,IRR-TAN-2023-01826,Tanzania,2023,1.41,semi-commercial,False,1166.0,23.8,rare,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1827,IRR-TAN-2018-01827,Tanzania,2018,1.46,semi-commercial,False,616.0,33.6,occasional,7,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1828,IRR-MAL-2021-01828,Mali,2021,1.13,commercial,False,732.0,23.6,occasional,3,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1829,IRR-TAN-2023-01829,Tanzania,2023,0.55,subsistence,False,829.0,30.3,rare,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1830,IRR-KEN-2021-01830,Kenya,2021,2.2,subsistence,False,862.0,26.7,occasional,3,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1831,IRR-UGA-2025-01831,Uganda,2025,2.51,commercial,True,880.0,30.4,occasional,4,flood,river,manual,individual,1.47,1.04,58.5,55.0,0,fair,586.0,40.0,False,0.0,False,773.0,593.0,47.6,368.0,0.97,72.1,67.7,23.2,0.0,59.0,biweekly,calendar,horticulture,59.6,1.66,2,11327.0,7728.0,False,True,False,0.0,0.0,poor,low,False,False,False,0.8,traditional,moderate_burden
1832,IRR-GHA-2024-01832,Ghana,2024,0.84,subsistence,True,518.0,27.0,frequent,6,center_pivot,wetland,solar,government,0.52,0.32,61.8,23.0,16,fair,2594.0,334.0,False,0.0,False,641.0,693.0,84.3,540.0,2.27,93.2,81.0,63.6,0.0,5.0,weekly,calendar,horticulture,38.5,1.74,2,3324.0,6408.0,False,False,False,0.0,18.3,poor,high,False,True,False,16.0,traditional,moderate_burden
1833,IRR-MAL-2021-01833,Malawi,2021,0.4,semi-commercial,False,1255.0,19.5,rare,5,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1834,IRR-MAL-2025-01834,Mali,2025,1.19,semi-commercial,False,1294.0,16.3,occasional,3,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1835,IRR-NIG-2018-01835,Nigeria,2018,1.61,subsistence,False,1199.0,21.8,rare,3,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1836,IRR-MAL-2019-01836,Mali,2019,1.3,semi-commercial,False,734.0,34.0,occasional,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1837,IRR-GHA-2019-01837,Ghana,2019,0.41,commercial,False,400.0,32.9,occasional,6,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1838,IRR-ZAM-2021-01838,Zambia,2021,2.35,subsistence,False,1112.0,28.7,rare,7,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1839,IRR-BUR-2021-01839,Burkina Faso,2021,1.03,subsistence,True,767.0,25.0,occasional,6,drip,reservoir,manual,individual,0.76,0.27,73.6,36.0,17,good,1900.0,267.0,False,0.0,False,493.0,419.0,88.7,437.0,1.84,73.8,75.8,49.6,0.0,11.0,as_needed,calendar,vegetables,23.7,1.43,1,3745.0,4928.0,True,True,True,0.0,0.0,good,high,True,False,True,15.5,modern,moderate_burden
1840,IRR-ETH-2020-01840,Ethiopia,2020,2.59,semi-commercial,False,967.0,30.8,occasional,5,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1841,IRR-UGA-2018-01841,Uganda,2018,1.59,commercial,False,1380.0,25.2,frequent,2,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1842,IRR-TAN-2022-01842,Tanzania,2022,0.52,semi-commercial,True,891.0,28.7,occasional,5,manual,river,solar,individual,0.3,0.22,57.7,14.0,0,fair,60.0,3.0,True,35.0,False,660.0,421.0,65.9,435.0,1.27,76.8,88.8,44.9,0.0,24.0,weekly,calendar,cotton,46.9,2.47,1,1986.0,6604.0,True,False,False,0.0,19.6,poor,low,False,False,False,0.5,traditional,moderate_burden
1843,IRR-ETH-2023-01843,Ethiopia,2023,2.91,subsistence,True,1237.0,30.0,rare,2,flood,reservoir,gravity,individual,2.27,0.64,78.0,103.0,4,good,908.0,127.0,False,0.0,True,458.0,454.0,40.9,187.0,1.27,77.2,69.5,21.9,0.0,91.0,as_needed,calendar,cotton,55.2,1.24,1,10398.0,4580.0,False,False,True,0.0,0.0,good,low,False,False,True,1.1,traditional,moderate_burden
1844,IRR-ETH-2024-01844,Ethiopia,2024,0.89,subsistence,False,1249.0,18.1,occasional,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1845,IRR-MAL-2019-01845,Mali,2019,6.39,subsistence,False,1052.0,25.0,frequent,5,none,none,none,none,0.0,6.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1846,IRR-ZAM-2023-01846,Zambia,2023,0.78,semi-commercial,False,1276.0,24.2,occasional,6,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1847,IRR-ETH-2024-01847,Ethiopia,2024,1.19,subsistence,False,1001.0,21.9,occasional,3,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1848,IRR-MAL-2023-01848,Mali,2023,1.71,semi-commercial,False,1403.0,29.5,rare,4,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1849,IRR-MAL-2025-01849,Malawi,2025,1.39,subsistence,False,1152.0,15.2,rare,2,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1850,IRR-BUR-2021-01850,Burkina Faso,2021,1.75,subsistence,False,400.0,20.2,frequent,5,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1851,IRR-UGA-2021-01851,Uganda,2021,0.57,subsistence,False,591.0,23.3,frequent,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1852,IRR-BUR-2024-01852,Burkina Faso,2024,2.29,subsistence,False,1081.0,20.0,occasional,6,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1853,IRR-GHA-2025-01853,Ghana,2025,1.42,semi-commercial,True,947.0,25.7,occasional,3,flood,groundwater,electric,government,1.31,0.11,92.5,76.0,19,poor,524.0,68.0,False,0.0,False,470.0,407.0,47.5,223.0,1.02,88.4,75.2,31.6,118.0,52.0,as_needed,weather_based,fruits,34.3,2.16,1,6159.0,4699.0,True,False,False,79.9,2.9,poor,low,False,False,False,2.2,traditional,moderate_burden
1854,IRR-ETH-2024-01854,Ethiopia,2024,0.45,subsistence,True,1232.0,34.5,rare,3,sprinkler,reservoir,electric,government,0.32,0.13,71.9,18.0,2,fair,484.0,48.0,True,169.0,False,483.0,665.0,81.1,391.0,1.74,89.6,88.6,64.3,42.0,6.0,weekly,calendar,fruits,48.0,1.59,3,1557.0,4828.0,False,True,False,0.0,19.0,poor,medium,False,False,False,4.5,modern,moderate_burden
1855,IRR-ZAM-2021-01855,Zambia,2021,1.7,semi-commercial,False,799.0,32.4,rare,3,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1856,IRR-NIG-2019-01856,Nigeria,2019,2.45,subsistence,False,580.0,32.1,frequent,4,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1857,IRR-NIG-2023-01857,Nigeria,2023,1.82,subsistence,False,951.0,29.8,frequent,3,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1858,IRR-MAL-2021-01858,Malawi,2021,0.73,commercial,False,1214.0,31.4,rare,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1859,IRR-UGA-2023-01859,Uganda,2023,1.55,semi-commercial,False,874.0,30.4,occasional,6,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1860,IRR-NIG-2022-01860,Nigeria,2022,0.55,semi-commercial,False,644.0,17.2,occasional,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1861,IRR-UGA-2024-01861,Uganda,2024,0.37,semi-commercial,False,444.0,30.3,occasional,3,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1862,IRR-TAN-2024-01862,Tanzania,2024,3.03,subsistence,False,877.0,24.7,occasional,2,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1863,IRR-KEN-2020-01863,Kenya,2020,1.37,subsistence,False,969.0,18.5,occasional,5,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1864,IRR-MAL-2020-01864,Mali,2020,2.59,commercial,False,973.0,34.0,frequent,4,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1865,IRR-KEN-2025-01865,Kenya,2025,2.63,semi-commercial,True,1254.0,17.8,rare,6,manual,groundwater,gravity,shared,2.13,0.5,80.9,113.0,6,fair,425.0,40.0,True,255.0,True,382.0,684.0,65.0,248.0,1.36,94.9,60.0,37.0,0.0,170.0,weekly,visual,vegetables,43.0,2.48,2,8118.0,3819.0,False,False,False,24.7,0.0,poor,low,True,False,False,0.8,traditional,moderate_burden
1866,IRR-KEN-2019-01866,Kenya,2019,2.01,subsistence,False,741.0,25.2,frequent,3,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1867,IRR-NIG-2021-01867,Nigeria,2021,1.16,semi-commercial,False,1068.0,30.2,occasional,7,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1868,IRR-NIG-2018-01868,Nigeria,2018,1.98,subsistence,False,1220.0,25.1,occasional,3,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1869,IRR-BUR-2022-01869,Burkina Faso,2022,1.48,commercial,False,1020.0,23.3,occasional,4,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1870,IRR-ETH-2022-01870,Ethiopia,2022,0.54,semi-commercial,False,889.0,26.5,occasional,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1871,IRR-KEN-2022-01871,Kenya,2022,2.01,subsistence,False,1047.0,22.8,frequent,7,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1872,IRR-MAL-2018-01872,Mali,2018,1.02,commercial,False,709.0,29.5,rare,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1873,IRR-NIG-2020-01873,Nigeria,2020,2.09,semi-commercial,False,1279.0,18.1,frequent,7,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1874,IRR-MAL-2018-01874,Malawi,2018,1.94,subsistence,False,609.0,28.4,occasional,3,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1875,IRR-ZAM-2024-01875,Zambia,2024,4.15,subsistence,True,1122.0,32.4,frequent,7,drip,river,solar,shared,4.07,0.09,97.9,197.0,11,good,10170.0,1141.0,False,0.0,False,352.0,553.0,79.2,279.0,1.53,82.4,84.6,55.2,0.0,61.0,as_needed,visual,horticulture,41.9,2.35,2,14316.0,3519.0,True,False,True,0.0,20.4,good,high,False,False,False,11.7,modern,moderate_burden
1876,IRR-KEN-2021-01876,Kenya,2021,3.94,subsistence,False,1150.0,16.3,rare,3,none,none,none,none,0.0,3.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1877,IRR-TAN-2018-01877,Tanzania,2018,4.25,semi-commercial,False,1575.0,19.3,occasional,4,none,none,none,none,0.0,4.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1878,IRR-MAL-2025-01878,Malawi,2025,4.14,semi-commercial,False,807.0,26.1,occasional,6,none,none,none,none,0.0,4.14,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1879,IRR-ZAM-2022-01879,Zambia,2022,1.59,subsistence,False,1090.0,16.5,occasional,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1880,IRR-BUR-2021-01880,Burkina Faso,2021,2.44,subsistence,False,1037.0,20.4,rare,5,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1881,IRR-MAL-2023-01881,Malawi,2023,0.37,subsistence,False,1373.0,27.1,rare,6,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1882,IRR-MAL-2022-01882,Mali,2022,0.63,semi-commercial,False,866.0,34.9,occasional,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1883,IRR-GHA-2018-01883,Ghana,2018,6.87,subsistence,False,1285.0,25.2,occasional,4,none,none,none,none,0.0,6.87,0.0,0.0,0,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,moderate_burden
1884,IRR-BUR-2025-01884,Burkina Faso,2025,0.89,semi-commercial,True,1029.0,23.4,occasional,4,sprinkler,river,diesel,individual,0.8,0.08,90.5,43.0,17,good,1203.0,144.0,False,0.0,True,686.0,551.0,81.0,555.0,0.91,91.4,73.4,54.4,152.0,16.0,biweekly,visual,rice,28.5,1.85,2,5500.0,6855.0,False,False,False,0.0,9.3,good,medium,False,False,False,9.5,modern,moderate_burden
1885,IRR-BUR-2023-01885,Burkina Faso,2023,3.34,semi-commercial,False,1287.0,26.4,rare,2,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1886,IRR-GHA-2020-01886,Ghana,2020,2.2,semi-commercial,False,610.0,21.2,occasional,7,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1887,IRR-KEN-2023-01887,Kenya,2023,1.23,semi-commercial,True,842.0,31.4,rare,3,surface,river,diesel,shared,0.59,0.64,48.0,32.0,19,good,470.0,51.0,False,0.0,False,614.0,522.0,49.4,303.0,0.84,76.2,68.4,25.7,62.0,18.0,biweekly,calendar,rice,32.9,1.92,1,3613.0,6143.0,True,False,False,0.0,19.3,good,low,False,False,False,2.3,traditional,moderate_burden
1888,IRR-GHA-2025-01888,Ghana,2025,0.25,semi-commercial,False,965.0,23.8,occasional,2,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1889,IRR-TAN-2019-01889,Tanzania,2019,0.8,semi-commercial,False,831.0,18.7,occasional,7,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1890,IRR-GHA-2024-01890,Ghana,2024,2.26,subsistence,False,747.0,23.3,occasional,3,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1891,IRR-ETH-2019-01891,Ethiopia,2019,0.97,subsistence,False,635.0,18.6,occasional,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1892,IRR-MAL-2023-01892,Malawi,2023,5.8,semi-commercial,False,838.0,22.3,frequent,7,none,none,none,none,0.0,5.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1893,IRR-TAN-2024-01893,Tanzania,2024,1.93,semi-commercial,False,861.0,27.6,occasional,2,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1894,IRR-TAN-2020-01894,Tanzania,2020,0.54,semi-commercial,True,1000.0,23.0,frequent,6,surface,river,electric,government,0.18,0.36,34.0,9.0,18,good,147.0,9.0,False,0.0,False,704.0,418.0,53.3,376.0,1.14,77.9,60.3,25.0,18.0,6.0,daily,calendar,cotton,39.1,1.79,1,1294.0,7045.0,False,False,False,0.0,5.2,good,low,False,True,False,1.4,traditional,moderate_burden
1895,IRR-ETH-2020-01895,Ethiopia,2020,0.84,semi-commercial,True,1065.0,33.4,occasional,3,surface,reservoir,manual,government,0.34,0.51,40.1,11.0,18,excellent,271.0,18.0,False,0.0,False,530.0,696.0,51.6,274.0,1.13,91.4,72.6,34.3,0.0,10.0,weekly,visual,vegetables,24.1,2.33,1,1793.0,5300.0,False,False,False,0.0,0.0,good,low,False,False,True,2.7,traditional,moderate_burden
1896,IRR-ZAM-2018-01896,Zambia,2018,1.73,subsistence,False,1423.0,19.0,frequent,3,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1897,IRR-TAN-2019-01897,Tanzania,2019,0.75,subsistence,False,893.0,15.5,occasional,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1898,IRR-UGA-2021-01898,Uganda,2021,2.47,subsistence,True,400.0,18.3,occasional,4,flood,river,manual,individual,2.17,0.29,88.2,115.0,15,excellent,870.0,105.0,False,0.0,False,703.0,551.0,47.4,333.0,1.48,90.6,87.5,37.6,0.0,87.0,daily,visual,fruits,46.1,1.24,3,15277.0,7027.0,True,False,False,0.0,0.0,good,low,False,False,False,1.5,traditional,moderate_burden
1899,IRR-BUR-2019-01899,Burkina Faso,2019,2.2,subsistence,False,748.0,21.9,occasional,5,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1900,IRR-KEN-2021-01900,Kenya,2021,1.05,semi-commercial,False,701.0,33.1,occasional,3,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1901,IRR-BUR-2021-01901,Burkina Faso,2021,0.72,semi-commercial,False,400.0,30.5,rare,6,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1902,IRR-NIG-2022-01902,Nigeria,2022,0.97,subsistence,False,1209.0,28.7,frequent,4,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1903,IRR-TAN-2022-01903,Tanzania,2022,1.02,subsistence,False,942.0,24.5,occasional,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1904,IRR-ZAM-2018-01904,Zambia,2018,2.57,semi-commercial,False,1215.0,31.7,rare,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1905,IRR-MAL-2019-01905,Malawi,2019,0.94,commercial,False,1060.0,20.5,rare,2,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1906,IRR-GHA-2024-01906,Ghana,2024,1.43,subsistence,True,662.0,20.5,rare,6,manual,river,diesel,government,1.04,0.4,72.3,47.0,3,good,207.0,23.0,False,0.0,False,412.0,464.0,57.1,235.0,0.97,85.2,82.7,40.2,247.0,83.0,weekly,visual,vegetables,27.5,1.41,1,4269.0,4117.0,False,False,False,0.0,11.5,good,low,False,False,False,1.1,traditional,moderate_burden
1907,IRR-MAL-2025-01907,Malawi,2025,1.13,subsistence,False,853.0,24.2,occasional,6,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1908,IRR-ETH-2023-01908,Ethiopia,2023,1.07,semi-commercial,True,831.0,16.4,occasional,2,surface,groundwater,solar,individual,1.03,0.03,96.8,53.0,6,poor,828.0,65.0,False,0.0,False,700.0,545.0,49.2,344.0,1.16,74.9,76.0,28.0,0.0,31.0,weekly,visual,fruits,44.0,1.74,1,7248.0,7005.0,False,False,False,73.8,11.3,poor,low,True,False,False,3.5,traditional,moderate_burden
1909,IRR-MAL-2025-01909,Malawi,2025,1.27,semi-commercial,True,1065.0,17.9,rare,4,surface,groundwater,gravity,shared,0.85,0.43,66.5,27.0,11,excellent,678.0,55.0,False,0.0,False,467.0,673.0,56.1,262.0,2.17,79.3,74.6,33.2,0.0,25.0,weekly,calendar,cotton,22.8,1.98,2,3959.0,4675.0,False,False,True,58.6,0.0,good,low,False,False,True,4.7,traditional,moderate_burden
1910,IRR-NIG-2023-01910,Nigeria,2023,3.77,subsistence,False,760.0,20.8,rare,7,none,none,none,none,0.0,3.77,0.0,0.0,0,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,moderate_burden
1911,IRR-TAN-2019-01911,Tanzania,2019,0.37,subsistence,False,896.0,17.5,occasional,2,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1912,IRR-ETH-2019-01912,Ethiopia,2019,0.7,subsistence,False,845.0,33.5,frequent,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1913,IRR-MAL-2019-01913,Mali,2019,1.8,subsistence,False,1078.0,28.3,rare,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1914,IRR-MAL-2022-01914,Malawi,2022,1.34,semi-commercial,True,938.0,31.6,occasional,6,sprinkler,river,gravity,individual,1.34,0.0,99.6,62.0,9,fair,2006.0,174.0,False,0.0,False,383.0,629.0,65.2,249.0,2.27,70.8,61.6,28.4,0.0,27.0,biweekly,visual,vegetables,36.8,1.64,3,5120.0,3828.0,False,False,False,0.0,0.0,poor,medium,False,False,False,8.1,modern,moderate_burden
1915,IRR-MAL-2022-01915,Malawi,2022,1.84,subsistence,False,852.0,26.6,rare,3,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1916,IRR-KEN-2025-01916,Kenya,2025,1.74,commercial,False,639.0,23.6,rare,6,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1917,IRR-GHA-2018-01917,Ghana,2018,0.79,subsistence,False,837.0,28.4,frequent,4,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1918,IRR-MAL-2021-01918,Malawi,2021,3.91,semi-commercial,False,1062.0,16.9,frequent,5,none,none,none,none,0.0,3.91,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1919,IRR-KEN-2021-01919,Kenya,2021,1.18,subsistence,False,605.0,31.9,occasional,2,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1920,IRR-BUR-2019-01920,Burkina Faso,2019,2.35,subsistence,False,1215.0,21.4,occasional,6,none,none,none,none,0.0,2.35,0.0,0.0,0,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,moderate_burden
1921,IRR-ETH-2021-01921,Ethiopia,2021,2.81,subsistence,False,1192.0,30.2,occasional,3,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1922,IRR-MAL-2022-01922,Mali,2022,0.95,commercial,False,1123.0,28.5,frequent,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1923,IRR-ZAM-2023-01923,Zambia,2023,1.19,commercial,False,1157.0,33.4,occasional,7,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1924,IRR-MAL-2022-01924,Mali,2022,1.28,subsistence,False,722.0,15.7,rare,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1925,IRR-GHA-2021-01925,Ghana,2021,1.78,subsistence,True,1311.0,23.1,frequent,5,surface,river,diesel,individual,1.04,0.75,58.2,46.0,2,good,829.0,49.0,True,352.0,False,566.0,488.0,55.3,313.0,1.93,84.4,76.3,35.7,241.0,31.0,daily,weather_based,horticulture,51.3,1.74,2,5868.0,5661.0,False,False,False,0.0,6.2,good,low,False,True,False,1.8,traditional,moderate_burden
1926,IRR-ZAM-2021-01926,Zambia,2021,0.83,commercial,False,1044.0,34.8,rare,7,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1927,IRR-MAL-2023-01927,Mali,2023,1.52,commercial,False,975.0,30.9,occasional,6,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1928,IRR-MAL-2021-01928,Malawi,2021,0.57,commercial,False,672.0,15.0,rare,3,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1929,IRR-KEN-2020-01929,Kenya,2020,0.59,subsistence,True,970.0,33.5,rare,4,surface,river,diesel,government,0.4,0.2,66.5,23.0,13,fair,316.0,40.0,False,0.0,False,601.0,650.0,57.3,344.0,1.95,70.2,64.6,26.0,95.0,12.0,biweekly,visual,maize,44.9,1.24,3,2378.0,6013.0,False,False,False,0.0,15.9,poor,low,False,False,False,2.4,traditional,moderate_burden
1930,IRR-BUR-2019-01930,Burkina Faso,2019,1.41,semi-commercial,False,715.0,24.0,occasional,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1931,IRR-ETH-2019-01931,Ethiopia,2019,2.61,semi-commercial,False,982.0,17.0,occasional,2,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1932,IRR-TAN-2022-01932,Tanzania,2022,5.54,subsistence,True,1050.0,18.9,occasional,3,flood,wetland,electric,individual,3.29,2.25,59.4,189.0,3,poor,1316.0,134.0,False,0.0,False,410.0,676.0,48.7,200.0,1.61,77.1,71.2,26.7,266.0,132.0,weekly,soil_moisture,vegetables,57.5,1.71,2,13501.0,4102.0,True,False,False,0.0,3.5,poor,low,False,False,False,0.8,traditional,moderate_burden
1933,IRR-NIG-2023-01933,Nigeria,2023,1.9,semi-commercial,False,706.0,20.7,occasional,2,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1934,IRR-TAN-2018-01934,Tanzania,2018,0.8,semi-commercial,False,1077.0,27.6,occasional,6,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1935,IRR-UGA-2022-01935,Uganda,2022,1.02,subsistence,False,875.0,23.0,frequent,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1936,IRR-GHA-2019-01936,Ghana,2019,0.6,semi-commercial,False,632.0,27.6,rare,5,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1937,IRR-ZAM-2025-01937,Zambia,2025,2.09,subsistence,True,798.0,21.3,occasional,2,manual,groundwater,gravity,individual,1.72,0.37,82.1,60.0,17,good,344.0,37.0,False,0.0,False,502.0,562.0,58.7,295.0,2.07,89.1,77.6,40.6,0.0,137.0,weekly,weather_based,maize,37.4,1.41,2,8629.0,5021.0,False,True,False,29.1,0.0,good,low,False,False,True,0.9,traditional,moderate_burden
1938,IRR-ZAM-2021-01938,Zambia,2021,2.21,subsistence,False,943.0,24.8,rare,4,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1939,IRR-ETH-2022-01939,Ethiopia,2022,1.43,semi-commercial,False,1101.0,30.7,occasional,5,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1940,IRR-ZAM-2021-01940,Zambia,2021,1.16,subsistence,False,1068.0,18.3,occasional,6,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1941,IRR-ETH-2018-01941,Ethiopia,2018,1.65,commercial,False,400.0,28.1,rare,6,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1942,IRR-MAL-2024-01942,Malawi,2024,1.11,semi-commercial,False,923.0,32.3,frequent,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1943,IRR-BUR-2022-01943,Burkina Faso,2022,0.74,semi-commercial,False,1421.0,32.0,occasional,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1944,IRR-BUR-2020-01944,Burkina Faso,2020,1.48,semi-commercial,False,739.0,34.9,occasional,6,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1945,IRR-UGA-2022-01945,Uganda,2022,1.14,semi-commercial,False,793.0,25.9,occasional,6,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1946,IRR-MAL-2023-01946,Malawi,2023,0.68,commercial,False,953.0,31.3,occasional,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1947,IRR-ETH-2021-01947,Ethiopia,2021,1.68,subsistence,False,989.0,20.0,frequent,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1948,IRR-MAL-2025-01948,Malawi,2025,1.4,subsistence,False,951.0,16.7,frequent,2,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1949,IRR-UGA-2023-01949,Uganda,2023,0.32,semi-commercial,False,756.0,30.5,rare,5,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1950,IRR-NIG-2021-01950,Nigeria,2021,0.6,semi-commercial,False,1078.0,19.9,occasional,2,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1951,IRR-NIG-2019-01951,Nigeria,2019,0.43,semi-commercial,False,956.0,27.9,frequent,3,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1952,IRR-UGA-2025-01952,Uganda,2025,0.85,subsistence,False,1009.0,31.4,rare,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1953,IRR-UGA-2018-01953,Uganda,2018,1.32,subsistence,False,550.0,20.5,occasional,3,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1954,IRR-UGA-2025-01954,Uganda,2025,2.12,semi-commercial,False,660.0,20.7,rare,6,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1955,IRR-UGA-2020-01955,Uganda,2020,2.02,subsistence,False,910.0,21.8,occasional,3,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1956,IRR-MAL-2020-01956,Malawi,2020,0.95,commercial,False,1039.0,20.6,occasional,7,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1957,IRR-MAL-2023-01957,Malawi,2023,1.36,subsistence,False,782.0,28.5,rare,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1958,IRR-NIG-2025-01958,Nigeria,2025,1.77,commercial,True,1031.0,27.7,frequent,7,flood,river,electric,cooperative,1.4,0.36,79.4,59.0,12,excellent,560.0,34.0,True,190.0,False,572.0,656.0,45.5,260.0,1.02,79.1,83.2,29.9,184.0,56.0,weekly,soil_moisture,horticulture,58.7,2.48,2,8016.0,5723.0,False,True,False,0.0,13.7,good,low,False,True,False,1.1,traditional,moderate_burden
1959,IRR-BUR-2021-01959,Burkina Faso,2021,0.94,semi-commercial,False,1084.0,32.2,rare,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1960,IRR-NIG-2025-01960,Nigeria,2025,0.74,semi-commercial,False,556.0,22.2,occasional,7,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1961,IRR-BUR-2024-01961,Burkina Faso,2024,2.16,subsistence,False,900.0,17.7,occasional,2,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1962,IRR-BUR-2022-01962,Burkina Faso,2022,2.16,semi-commercial,False,1092.0,33.4,frequent,5,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1963,IRR-TAN-2018-01963,Tanzania,2018,0.55,subsistence,False,1189.0,25.6,rare,3,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1964,IRR-GHA-2021-01964,Ghana,2021,0.85,commercial,False,1178.0,26.9,frequent,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1965,IRR-NIG-2022-01965,Nigeria,2022,0.4,semi-commercial,False,773.0,22.7,rare,7,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1966,IRR-MAL-2025-01966,Malawi,2025,1.15,semi-commercial,False,582.0,27.9,occasional,7,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1967,IRR-MAL-2024-01967,Mali,2024,1.09,subsistence,False,567.0,25.7,rare,4,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1968,IRR-TAN-2025-01968,Tanzania,2025,3.8,subsistence,False,429.0,20.8,rare,4,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1969,IRR-MAL-2020-01969,Malawi,2020,1.59,semi-commercial,False,1054.0,32.5,rare,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1970,IRR-KEN-2019-01970,Kenya,2019,1.28,semi-commercial,False,1202.0,24.1,occasional,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1971,IRR-KEN-2020-01971,Kenya,2020,0.65,subsistence,False,847.0,28.9,rare,3,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1972,IRR-ETH-2021-01972,Ethiopia,2021,1.08,semi-commercial,True,634.0,16.2,occasional,2,manual,river,electric,shared,0.9,0.19,82.8,35.0,5,fair,179.0,12.0,False,0.0,True,317.0,565.0,63.2,200.0,2.45,88.5,65.4,36.6,55.0,72.0,weekly,calendar,vegetables,40.2,2.39,2,2839.0,3169.0,True,False,False,0.0,19.6,poor,low,False,False,False,0.8,traditional,moderate_burden
1973,IRR-BUR-2021-01973,Burkina Faso,2021,1.58,subsistence,False,1084.0,20.2,rare,5,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1974,IRR-KEN-2025-01974,Kenya,2025,0.62,commercial,False,813.0,29.4,occasional,5,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1975,IRR-KEN-2023-01975,Kenya,2023,0.63,semi-commercial,False,522.0,28.9,frequent,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1976,IRR-MAL-2019-01976,Malawi,2019,0.58,semi-commercial,False,1283.0,17.0,frequent,3,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1977,IRR-GHA-2025-01977,Ghana,2025,4.38,subsistence,False,1296.0,30.7,frequent,4,none,none,none,none,0.0,4.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1978,IRR-GHA-2024-01978,Ghana,2024,1.43,commercial,False,803.0,32.3,occasional,3,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1979,IRR-MAL-2025-01979,Malawi,2025,3.5,subsistence,False,934.0,34.5,frequent,2,none,none,none,none,0.0,3.5,0.0,0.0,0,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,moderate_burden
1980,IRR-UGA-2021-01980,Uganda,2021,4.45,semi-commercial,False,1016.0,20.7,rare,6,none,none,none,none,0.0,4.45,0.0,0.0,0,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,moderate_burden
1981,IRR-ETH-2018-01981,Ethiopia,2018,2.24,subsistence,False,715.0,24.1,frequent,2,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1982,IRR-ETH-2018-01982,Ethiopia,2018,0.55,semi-commercial,False,1253.0,29.0,occasional,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1983,IRR-TAN-2020-01983,Tanzania,2020,1.81,subsistence,False,1120.0,22.7,occasional,2,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1984,IRR-ETH-2023-01984,Ethiopia,2023,0.75,subsistence,False,1238.0,30.3,rare,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1985,IRR-NIG-2023-01985,Nigeria,2023,1.38,subsistence,False,889.0,34.5,rare,7,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1986,IRR-BUR-2019-01986,Burkina Faso,2019,0.71,subsistence,False,693.0,18.0,occasional,4,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1987,IRR-MAL-2020-01987,Mali,2020,0.64,subsistence,False,722.0,31.1,frequent,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1988,IRR-GHA-2021-01988,Ghana,2021,0.59,subsistence,False,948.0,21.6,occasional,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1989,IRR-MAL-2018-01989,Malawi,2018,1.4,semi-commercial,False,777.0,18.6,frequent,5,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1990,IRR-GHA-2025-01990,Ghana,2025,1.06,commercial,False,1230.0,17.3,frequent,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
1991,IRR-MAL-2018-01991,Malawi,2018,1.04,semi-commercial,False,873.0,23.5,occasional,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1992,IRR-KEN-2021-01992,Kenya,2021,1.93,semi-commercial,False,736.0,33.7,rare,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1993,IRR-MAL-2023-01993,Mali,2023,1.28,commercial,False,775.0,34.3,occasional,4,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1994,IRR-TAN-2019-01994,Tanzania,2019,1.01,subsistence,False,834.0,34.2,rare,5,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1995,IRR-MAL-2025-01995,Mali,2025,3.6,subsistence,True,508.0,32.8,occasional,3,surface,river,solar,cooperative,3.24,0.35,90.2,109.0,15,good,2594.0,249.0,True,1035.0,False,531.0,625.0,54.7,291.0,1.81,70.1,64.8,24.9,0.0,97.0,weekly,soil_moisture,sugarcane,53.9,1.26,2,17208.0,5308.0,False,False,False,0.0,14.1,good,low,True,False,False,2.7,traditional,moderate_burden
1996,IRR-NIG-2023-01996,Nigeria,2023,2.54,semi-commercial,True,1180.0,19.5,occasional,6,sprinkler,groundwater,solar,government,0.8,1.74,31.5,47.0,11,good,1201.0,72.0,True,403.0,False,359.0,648.0,76.1,273.0,1.71,88.0,85.8,57.5,0.0,16.0,as_needed,visual,rice,50.2,2.35,1,2872.0,3588.0,False,True,False,59.3,17.1,good,medium,False,False,True,1.9,modern,moderate_burden
1997,IRR-MAL-2023-01997,Mali,2023,1.32,semi-commercial,False,693.0,16.0,rare,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
1998,IRR-KEN-2025-01998,Kenya,2025,1.13,subsistence,False,617.0,24.1,frequent,5,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
1999,IRR-ETH-2018-01999,Ethiopia,2018,1.42,subsistence,False,992.0,23.7,rare,2,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2000,IRR-NIG-2018-02000,Nigeria,2018,2.77,semi-commercial,False,1200.0,25.3,rare,7,none,none,none,none,0.0,2.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2001,IRR-ETH-2024-02001,Ethiopia,2024,1.78,semi-commercial,False,967.0,30.5,occasional,7,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2002,IRR-BUR-2023-02002,Burkina Faso,2023,1.41,semi-commercial,False,714.0,26.6,frequent,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2003,IRR-ZAM-2019-02003,Zambia,2019,1.19,subsistence,False,618.0,31.8,occasional,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2004,IRR-KEN-2020-02004,Kenya,2020,1.65,semi-commercial,False,796.0,20.2,frequent,7,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2005,IRR-UGA-2023-02005,Uganda,2023,0.37,semi-commercial,False,1399.0,19.2,occasional,4,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2006,IRR-TAN-2023-02006,Tanzania,2023,4.94,semi-commercial,False,1021.0,26.5,frequent,4,none,none,none,none,0.0,4.94,0.0,0.0,0,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,moderate_burden
2007,IRR-KEN-2024-02007,Kenya,2024,1.95,subsistence,False,510.0,30.8,rare,3,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2008,IRR-UGA-2025-02008,Uganda,2025,1.02,subsistence,False,1177.0,29.7,rare,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2009,IRR-GHA-2018-02009,Ghana,2018,4.36,semi-commercial,False,454.0,22.3,rare,5,none,none,none,none,0.0,4.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2010,IRR-KEN-2023-02010,Kenya,2023,1.0,subsistence,False,889.0,34.2,occasional,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2011,IRR-KEN-2021-02011,Kenya,2021,0.27,semi-commercial,False,1175.0,28.7,occasional,6,none,none,none,none,0.0,0.27,0.0,0.0,0,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,moderate_burden
2012,IRR-BUR-2019-02012,Burkina Faso,2019,1.06,subsistence,False,561.0,19.3,rare,7,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2013,IRR-ZAM-2024-02013,Zambia,2024,0.69,subsistence,False,948.0,16.0,rare,4,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2014,IRR-ZAM-2025-02014,Zambia,2025,1.47,subsistence,False,1119.0,33.5,rare,4,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2015,IRR-MAL-2023-02015,Mali,2023,2.37,semi-commercial,True,435.0,21.2,occasional,6,drip,reservoir,diesel,individual,1.45,0.92,61.1,72.0,8,excellent,3627.0,369.0,True,1632.0,False,492.0,456.0,89.5,440.0,1.21,70.1,89.5,56.1,353.0,22.0,weekly,visual,sugarcane,59.9,2.1,1,7132.0,4916.0,True,False,True,0.0,9.3,good,high,False,False,True,5.1,modern,moderate_burden
2016,IRR-ZAM-2022-02016,Zambia,2022,1.35,semi-commercial,False,1386.0,30.3,occasional,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2017,IRR-GHA-2019-02017,Ghana,2019,1.44,semi-commercial,True,1087.0,23.6,occasional,3,manual,reservoir,electric,private_company,0.76,0.67,53.0,24.0,2,good,152.0,9.0,False,0.0,False,487.0,411.0,62.2,303.0,0.83,84.3,64.4,33.8,112.0,61.0,weekly,soil_moisture,maize,20.1,1.88,1,3705.0,4868.0,True,False,True,0.0,17.8,good,low,True,False,True,1.1,traditional,moderate_burden
2018,IRR-BUR-2021-02018,Burkina Faso,2021,0.87,subsistence,False,1037.0,26.2,rare,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2019,IRR-MAL-2021-02019,Malawi,2021,3.35,semi-commercial,False,925.0,15.5,occasional,3,none,none,none,none,0.0,3.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2020,IRR-UGA-2019-02020,Uganda,2019,1.16,subsistence,True,665.0,19.8,occasional,4,sprinkler,groundwater,electric,individual,0.85,0.31,73.2,38.0,11,good,1274.0,93.0,False,0.0,False,508.0,477.0,75.8,385.0,1.42,80.8,83.3,51.1,121.0,17.0,biweekly,weather_based,rice,32.2,1.66,1,4314.0,5077.0,False,True,False,50.4,21.5,good,medium,False,False,True,6.8,modern,moderate_burden
2021,IRR-TAN-2020-02021,Tanzania,2020,1.57,subsistence,False,733.0,16.3,frequent,4,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2022,IRR-ETH-2024-02022,Ethiopia,2024,0.39,subsistence,False,455.0,21.9,occasional,6,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2023,IRR-ETH-2025-02023,Ethiopia,2025,0.31,semi-commercial,False,1451.0,32.0,rare,4,none,none,none,none,0.0,0.31,0.0,0.0,0,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,moderate_burden
2024,IRR-BUR-2023-02024,Burkina Faso,2023,1.3,subsistence,True,1135.0,22.8,frequent,7,manual,river,gravity,shared,0.53,0.77,40.8,17.0,0,fair,106.0,9.0,True,38.0,True,627.0,587.0,57.9,363.0,1.14,71.4,78.2,32.3,0.0,42.0,as_needed,visual,cotton,50.8,1.63,1,3328.0,6267.0,False,False,False,0.0,0.0,poor,low,False,True,False,0.3,traditional,moderate_burden
2025,IRR-MAL-2019-02025,Malawi,2019,3.19,commercial,False,896.0,34.0,rare,4,none,none,none,none,0.0,3.19,0.0,0.0,0,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,False,False,0.0,none,moderate_burden
2026,IRR-MAL-2021-02026,Malawi,2021,1.16,semi-commercial,False,956.0,18.7,frequent,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2027,IRR-BUR-2025-02027,Burkina Faso,2025,2.7,subsistence,False,961.0,24.4,rare,7,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2028,IRR-KEN-2019-02028,Kenya,2019,2.05,semi-commercial,False,1159.0,21.9,frequent,2,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2029,IRR-MAL-2019-02029,Mali,2019,1.86,subsistence,False,1067.0,30.1,occasional,2,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2030,IRR-NIG-2023-02030,Nigeria,2023,1.75,commercial,False,1200.0,33.4,frequent,3,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2031,IRR-BUR-2021-02031,Burkina Faso,2021,0.4,subsistence,False,1077.0,17.2,frequent,6,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2032,IRR-TAN-2022-02032,Tanzania,2022,0.93,semi-commercial,False,642.0,17.5,frequent,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2033,IRR-KEN-2024-02033,Kenya,2024,2.24,subsistence,False,1050.0,23.4,occasional,2,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2034,IRR-ETH-2019-02034,Ethiopia,2019,1.04,subsistence,False,1262.0,27.3,occasional,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2035,IRR-GHA-2020-02035,Ghana,2020,2.15,semi-commercial,True,1017.0,23.7,rare,7,drip,river,electric,shared,0.8,1.35,37.3,28.0,14,fair,2002.0,261.0,False,0.0,False,586.0,665.0,77.6,455.0,2.48,88.5,94.2,64.8,67.0,12.0,biweekly,calendar,fruits,50.3,2.02,1,4689.0,5857.0,False,False,False,0.0,23.5,poor,high,False,False,False,3.7,modern,moderate_burden
2036,IRR-MAL-2025-02036,Malawi,2025,0.63,subsistence,False,944.0,34.1,rare,4,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2037,IRR-KEN-2018-02037,Kenya,2018,2.17,subsistence,False,998.0,34.1,occasional,6,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2038,IRR-ETH-2023-02038,Ethiopia,2023,1.03,semi-commercial,False,1078.0,27.8,rare,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2039,IRR-GHA-2020-02039,Ghana,2020,3.24,semi-commercial,False,1384.0,26.3,rare,6,none,none,none,none,0.0,3.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2040,IRR-MAL-2022-02040,Mali,2022,0.72,subsistence,False,642.0,31.0,occasional,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2041,IRR-MAL-2021-02041,Mali,2021,0.41,commercial,False,1064.0,18.2,occasional,7,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2042,IRR-GHA-2022-02042,Ghana,2022,0.98,subsistence,False,913.0,27.6,occasional,2,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2043,IRR-GHA-2022-02043,Ghana,2022,0.7,semi-commercial,False,1380.0,18.3,occasional,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2044,IRR-MAL-2018-02044,Mali,2018,1.79,semi-commercial,False,726.0,23.5,rare,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2045,IRR-TAN-2022-02045,Tanzania,2022,1.4,subsistence,False,692.0,34.4,rare,5,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2046,IRR-MAL-2018-02046,Malawi,2018,2.43,semi-commercial,False,888.0,26.3,rare,3,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2047,IRR-GHA-2023-02047,Ghana,2023,0.8,commercial,False,819.0,24.3,rare,5,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2048,IRR-MAL-2022-02048,Malawi,2022,2.29,subsistence,False,1023.0,26.5,occasional,5,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2049,IRR-NIG-2020-02049,Nigeria,2020,1.52,subsistence,False,1099.0,27.7,occasional,3,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2050,IRR-MAL-2018-02050,Mali,2018,1.05,subsistence,False,569.0,31.4,occasional,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2051,IRR-GHA-2023-02051,Ghana,2023,0.45,commercial,False,1027.0,17.6,frequent,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2052,IRR-GHA-2023-02052,Ghana,2023,2.11,subsistence,False,1144.0,21.1,frequent,4,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2053,IRR-BUR-2019-02053,Burkina Faso,2019,0.6,commercial,False,965.0,19.3,frequent,6,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2054,IRR-ZAM-2021-02054,Zambia,2021,2.67,subsistence,False,1071.0,33.2,frequent,7,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2055,IRR-ETH-2021-02055,Ethiopia,2021,1.98,subsistence,False,501.0,23.2,occasional,7,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2056,IRR-MAL-2018-02056,Malawi,2018,0.83,subsistence,False,973.0,22.5,occasional,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2057,IRR-GHA-2020-02057,Ghana,2020,1.85,semi-commercial,False,985.0,18.4,rare,7,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2058,IRR-NIG-2025-02058,Nigeria,2025,1.57,subsistence,True,815.0,31.0,rare,6,sprinkler,groundwater,gravity,government,1.51,0.06,96.3,90.0,17,excellent,2270.0,135.0,False,0.0,False,549.0,489.0,64.8,356.0,1.23,81.0,84.5,44.3,0.0,30.0,weekly,calendar,fruits,39.3,2.19,3,8305.0,5489.0,True,False,False,76.2,0.0,good,medium,False,False,True,7.4,modern,moderate_burden
2059,IRR-UGA-2023-02059,Uganda,2023,0.81,subsistence,False,477.0,16.3,occasional,3,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2060,IRR-ZAM-2019-02060,Zambia,2019,1.34,semi-commercial,False,1223.0,22.0,occasional,7,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2061,IRR-GHA-2022-02061,Ghana,2022,2.04,subsistence,False,812.0,31.3,frequent,4,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2062,IRR-UGA-2022-02062,Uganda,2022,1.15,semi-commercial,False,900.0,33.2,frequent,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2063,IRR-ZAM-2025-02063,Zambia,2025,1.25,semi-commercial,False,988.0,26.3,occasional,7,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2064,IRR-MAL-2020-02064,Malawi,2020,1.86,semi-commercial,True,1064.0,19.9,occasional,5,surface,river,electric,shared,1.14,0.71,61.5,66.0,18,fair,913.0,118.0,False,0.0,True,330.0,416.0,58.5,193.0,1.84,90.2,73.9,39.0,63.0,34.0,daily,visual,rice,20.7,1.55,3,3763.0,3296.0,True,False,True,0.0,11.3,poor,low,False,False,False,4.8,traditional,moderate_burden
2065,IRR-UGA-2023-02065,Uganda,2023,3.5,semi-commercial,True,1023.0,24.9,rare,3,surface,river,solar,shared,3.1,0.4,88.5,145.0,19,excellent,2477.0,251.0,False,0.0,False,647.0,545.0,48.0,311.0,1.41,90.4,71.9,31.2,0.0,93.0,as_needed,calendar,vegetables,27.0,1.56,2,20039.0,6473.0,False,False,False,0.0,4.7,good,low,True,False,False,5.2,traditional,moderate_burden
2066,IRR-ZAM-2022-02066,Zambia,2022,0.81,subsistence,False,1203.0,18.4,frequent,4,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2067,IRR-GHA-2022-02067,Ghana,2022,1.08,semi-commercial,True,711.0,26.2,occasional,3,sprinkler,river,diesel,shared,0.67,0.41,61.9,32.0,8,good,1007.0,148.0,False,0.0,True,514.0,510.0,73.7,379.0,2.32,71.7,65.6,34.7,198.0,13.0,weekly,soil_moisture,rice,20.7,1.65,1,3450.0,5137.0,False,False,False,0.0,5.5,good,medium,False,False,False,9.0,modern,moderate_burden
2068,IRR-ZAM-2025-02068,Zambia,2025,1.7,semi-commercial,True,885.0,34.8,rare,4,sprinkler,rainwater_harvesting,diesel,individual,0.77,0.93,45.2,32.0,15,poor,1153.0,140.0,True,659.0,True,350.0,676.0,74.0,259.0,1.79,90.9,85.0,57.2,213.0,15.0,weekly,visual,rice,56.9,1.68,1,2690.0,3500.0,False,True,False,0.0,2.2,poor,medium,True,False,False,2.4,modern,moderate_burden
2069,IRR-TAN-2025-02069,Tanzania,2025,2.14,subsistence,False,400.0,25.0,frequent,2,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2070,IRR-BUR-2020-02070,Burkina Faso,2020,3.36,subsistence,False,1366.0,26.1,occasional,7,none,none,none,none,0.0,3.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2071,IRR-KEN-2024-02071,Kenya,2024,2.43,subsistence,False,1219.0,34.8,rare,7,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2072,IRR-KEN-2023-02072,Kenya,2023,2.1,subsistence,False,1202.0,23.6,rare,6,none,none,none,none,0.0,2.1,0.0,0.0,0,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,moderate_burden
2073,IRR-MAL-2024-02073,Malawi,2024,2.23,semi-commercial,False,468.0,20.4,occasional,5,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2074,IRR-BUR-2025-02074,Burkina Faso,2025,0.55,subsistence,False,1168.0,26.4,rare,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2075,IRR-KEN-2023-02075,Kenya,2023,1.07,semi-commercial,False,551.0,21.5,occasional,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2076,IRR-TAN-2022-02076,Tanzania,2022,3.4,subsistence,False,601.0,22.3,rare,6,none,none,none,none,0.0,3.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2077,IRR-BUR-2018-02077,Burkina Faso,2018,1.33,subsistence,False,1275.0,27.3,frequent,7,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2078,IRR-ETH-2022-02078,Ethiopia,2022,2.0,semi-commercial,True,834.0,15.2,frequent,4,flood,river,diesel,individual,1.64,0.36,81.8,58.0,1,fair,654.0,73.0,True,298.0,True,690.0,685.0,42.7,295.0,1.57,93.2,66.2,26.4,452.0,65.0,weekly,calendar,maize,32.4,1.44,2,11296.0,6905.0,False,False,False,0.0,16.4,poor,low,False,True,False,2.0,traditional,moderate_burden
2079,IRR-UGA-2023-02079,Uganda,2023,0.92,subsistence,False,886.0,33.7,occasional,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2080,IRR-UGA-2018-02080,Uganda,2018,0.49,semi-commercial,False,707.0,25.9,occasional,5,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2081,IRR-BUR-2019-02081,Burkina Faso,2019,0.57,subsistence,True,971.0,32.0,rare,2,flood,river,diesel,individual,0.2,0.37,35.1,10.0,18,good,80.0,7.0,True,40.0,False,775.0,471.0,48.1,373.0,1.05,81.6,72.1,28.3,41.0,8.0,daily,visual,fruits,27.2,1.68,1,1559.0,7747.0,False,False,False,0.0,14.8,good,low,True,False,False,1.0,traditional,moderate_burden
2082,IRR-BUR-2022-02082,Burkina Faso,2022,0.25,subsistence,False,643.0,32.1,rare,3,none,none,none,none,0.0,0.25,0.0,0.0,0,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,moderate_burden
2083,IRR-TAN-2023-02083,Tanzania,2023,0.29,semi-commercial,False,703.0,22.4,occasional,6,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2084,IRR-TAN-2019-02084,Tanzania,2019,0.91,subsistence,False,887.0,15.8,frequent,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2085,IRR-NIG-2023-02085,Nigeria,2023,1.85,subsistence,False,837.0,33.5,occasional,4,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2086,IRR-GHA-2020-02086,Ghana,2020,2.48,commercial,False,658.0,25.2,rare,4,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2087,IRR-UGA-2023-02087,Uganda,2023,2.97,semi-commercial,False,1251.0,18.6,rare,6,none,none,none,none,0.0,2.97,0.0,0.0,0,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,moderate_burden
2088,IRR-KEN-2018-02088,Kenya,2018,0.66,commercial,False,749.0,18.0,occasional,2,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2089,IRR-BUR-2024-02089,Burkina Faso,2024,2.03,subsistence,False,646.0,26.7,occasional,2,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2090,IRR-MAL-2021-02090,Mali,2021,3.58,subsistence,False,1044.0,34.5,rare,6,none,none,none,none,0.0,3.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2091,IRR-KEN-2024-02091,Kenya,2024,2.35,subsistence,False,867.0,20.0,frequent,2,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2092,IRR-MAL-2019-02092,Mali,2019,1.74,semi-commercial,False,1070.0,24.1,occasional,4,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2093,IRR-MAL-2023-02093,Mali,2023,2.44,semi-commercial,False,641.0,31.7,rare,5,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2094,IRR-UGA-2024-02094,Uganda,2024,1.7,subsistence,False,1173.0,29.5,occasional,4,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2095,IRR-BUR-2023-02095,Burkina Faso,2023,1.88,semi-commercial,True,703.0,33.5,frequent,2,surface,river,solar,individual,1.82,0.06,96.7,87.0,0,good,1456.0,101.0,False,0.0,False,573.0,551.0,55.9,320.0,1.51,87.7,61.7,30.3,0.0,55.0,as_needed,calendar,rice,57.4,1.61,1,10434.0,5732.0,False,False,False,0.0,22.5,good,low,True,True,False,2.7,traditional,moderate_burden
2096,IRR-KEN-2022-02096,Kenya,2022,0.6,semi-commercial,False,864.0,19.8,occasional,3,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2097,IRR-MAL-2020-02097,Malawi,2020,0.95,semi-commercial,False,865.0,22.7,frequent,2,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2098,IRR-ETH-2021-02098,Ethiopia,2021,0.41,semi-commercial,True,1102.0,19.6,rare,2,sprinkler,river,gravity,individual,0.35,0.06,85.3,21.0,5,good,523.0,48.0,False,0.0,False,779.0,575.0,67.5,526.0,1.05,82.9,88.2,49.4,0.0,7.0,biweekly,calendar,vegetables,47.5,1.96,2,2717.0,7787.0,False,False,False,0.0,0.0,good,medium,False,False,False,5.4,modern,moderate_burden
2099,IRR-MAL-2021-02099,Malawi,2021,0.62,subsistence,False,1286.0,31.3,occasional,2,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2100,IRR-ETH-2024-02100,Ethiopia,2024,1.54,semi-commercial,True,858.0,26.1,occasional,5,manual,groundwater,diesel,individual,0.48,1.06,31.2,18.0,9,fair,96.0,9.0,False,0.0,False,691.0,469.0,52.9,366.0,2.39,82.8,68.8,30.2,117.0,38.0,weekly,calendar,rice,37.3,1.27,1,3322.0,6910.0,False,False,False,38.3,10.0,poor,low,False,False,False,0.3,traditional,moderate_burden
2101,IRR-TAN-2018-02101,Tanzania,2018,0.84,commercial,False,994.0,21.4,occasional,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2102,IRR-ZAM-2020-02102,Zambia,2020,0.2,subsistence,False,788.0,33.2,occasional,2,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2103,IRR-KEN-2025-02103,Kenya,2025,0.86,subsistence,False,1180.0,24.4,occasional,3,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2104,IRR-NIG-2020-02104,Nigeria,2020,2.26,semi-commercial,False,1096.0,31.3,frequent,2,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2105,IRR-ZAM-2023-02105,Zambia,2023,1.03,semi-commercial,False,904.0,20.3,occasional,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2106,IRR-ZAM-2018-02106,Zambia,2018,1.43,subsistence,False,685.0,34.9,rare,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2107,IRR-GHA-2019-02107,Ghana,2019,0.99,subsistence,False,1179.0,32.7,rare,3,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2108,IRR-TAN-2018-02108,Tanzania,2018,2.04,semi-commercial,False,908.0,32.6,occasional,5,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2109,IRR-GHA-2023-02109,Ghana,2023,1.49,semi-commercial,False,1287.0,20.3,occasional,2,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2110,IRR-MAL-2025-02110,Mali,2025,1.8,subsistence,False,844.0,22.3,frequent,5,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2111,IRR-NIG-2021-02111,Nigeria,2021,5.64,subsistence,False,930.0,29.9,rare,7,none,none,none,none,0.0,5.64,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2112,IRR-NIG-2021-02112,Nigeria,2021,0.61,subsistence,False,1629.0,28.3,occasional,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2113,IRR-TAN-2023-02113,Tanzania,2023,1.76,subsistence,False,580.0,24.3,frequent,5,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2114,IRR-MAL-2019-02114,Mali,2019,0.55,commercial,True,1199.0,30.7,occasional,2,surface,lake,gravity,individual,0.38,0.17,69.0,16.0,2,good,305.0,35.0,False,0.0,True,701.0,470.0,48.9,343.0,1.52,94.3,68.9,31.8,0.0,11.0,biweekly,visual,fruits,59.3,2.19,1,2671.0,7006.0,False,False,False,0.0,0.0,good,low,True,False,False,1.9,traditional,moderate_burden
2115,IRR-NIG-2025-02115,Nigeria,2025,0.96,subsistence,False,989.0,19.4,rare,4,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2116,IRR-MAL-2019-02116,Malawi,2019,2.59,semi-commercial,False,1078.0,22.9,frequent,6,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2117,IRR-KEN-2025-02117,Kenya,2025,2.34,semi-commercial,False,840.0,34.0,occasional,5,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2118,IRR-GHA-2020-02118,Ghana,2020,1.02,semi-commercial,False,681.0,24.9,rare,7,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2119,IRR-MAL-2018-02119,Mali,2018,0.81,semi-commercial,False,798.0,23.2,occasional,7,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2120,IRR-KEN-2020-02120,Kenya,2020,1.36,subsistence,False,1163.0,24.7,occasional,4,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2121,IRR-TAN-2020-02121,Tanzania,2020,1.18,subsistence,False,882.0,31.1,occasional,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2122,IRR-TAN-2021-02122,Tanzania,2021,0.77,subsistence,False,785.0,21.9,rare,6,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2123,IRR-TAN-2018-02123,Tanzania,2018,0.56,semi-commercial,False,796.0,32.7,occasional,4,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2124,IRR-ETH-2021-02124,Ethiopia,2021,4.01,subsistence,True,662.0,17.4,occasional,7,flood,rainwater_harvesting,diesel,individual,1.57,2.44,39.1,66.0,5,fair,627.0,55.0,False,0.0,True,302.0,537.0,48.7,147.0,1.9,73.0,87.4,31.0,300.0,63.0,biweekly,visual,cotton,38.0,2.21,2,4734.0,3018.0,True,True,False,0.0,7.2,poor,low,False,False,False,0.8,traditional,moderate_burden
2125,IRR-MAL-2022-02125,Malawi,2022,0.91,subsistence,False,1042.0,16.4,frequent,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2126,IRR-BUR-2021-02126,Burkina Faso,2021,1.36,semi-commercial,False,603.0,33.1,occasional,2,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2127,IRR-GHA-2020-02127,Ghana,2020,2.39,subsistence,False,686.0,19.7,occasional,5,none,none,none,none,0.0,2.39,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2128,IRR-ETH-2021-02128,Ethiopia,2021,5.47,semi-commercial,False,1317.0,16.0,frequent,6,none,none,none,none,0.0,5.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2129,IRR-UGA-2018-02129,Uganda,2018,2.15,subsistence,False,1180.0,23.4,rare,3,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2130,IRR-ZAM-2020-02130,Zambia,2020,1.25,semi-commercial,False,1095.0,20.5,occasional,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2131,IRR-MAL-2024-02131,Mali,2024,0.75,subsistence,False,1198.0,27.0,rare,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2132,IRR-GHA-2020-02132,Ghana,2020,2.49,semi-commercial,False,469.0,30.2,occasional,5,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2133,IRR-ETH-2025-02133,Ethiopia,2025,0.9,subsistence,False,745.0,20.1,rare,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2134,IRR-UGA-2023-02134,Uganda,2023,1.96,semi-commercial,False,801.0,20.0,rare,3,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2135,IRR-MAL-2018-02135,Mali,2018,3.13,semi-commercial,False,994.0,33.1,frequent,7,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2136,IRR-MAL-2020-02136,Malawi,2020,0.78,subsistence,False,756.0,31.9,frequent,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2137,IRR-BUR-2022-02137,Burkina Faso,2022,1.7,subsistence,False,820.0,34.6,frequent,2,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2138,IRR-KEN-2023-02138,Kenya,2023,1.42,subsistence,False,846.0,25.4,frequent,7,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2139,IRR-ZAM-2025-02139,Zambia,2025,2.66,subsistence,False,954.0,23.0,rare,6,none,none,none,none,0.0,2.66,0.0,0.0,0,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,moderate_burden
2140,IRR-MAL-2018-02140,Mali,2018,0.7,subsistence,False,937.0,30.0,occasional,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2141,IRR-TAN-2024-02141,Tanzania,2024,1.16,subsistence,False,662.0,29.4,occasional,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2142,IRR-MAL-2018-02142,Mali,2018,2.29,semi-commercial,False,906.0,16.6,occasional,6,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2143,IRR-NIG-2022-02143,Nigeria,2022,2.68,subsistence,True,1124.0,20.2,occasional,3,surface,river,solar,individual,2.6,0.08,97.1,100.0,4,good,2080.0,155.0,True,858.0,False,452.0,689.0,51.2,231.0,1.7,74.1,70.9,26.9,0.0,78.0,biweekly,calendar,cotton,20.9,1.92,2,11755.0,4521.0,False,False,False,0.0,21.3,good,low,False,False,False,7.4,traditional,moderate_burden
2144,IRR-ZAM-2022-02144,Zambia,2022,1.19,subsistence,False,1247.0,28.4,rare,7,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2145,IRR-GHA-2023-02145,Ghana,2023,0.63,subsistence,False,731.0,19.1,frequent,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2146,IRR-ZAM-2022-02146,Zambia,2022,0.91,subsistence,False,624.0,33.9,frequent,7,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2147,IRR-BUR-2025-02147,Burkina Faso,2025,10.96,commercial,True,1029.0,28.2,rare,7,flood,groundwater,diesel,cooperative,7.71,3.25,70.4,251.0,5,fair,3086.0,176.0,False,0.0,False,445.0,643.0,41.9,186.0,1.92,86.4,64.3,23.3,1700.0,309.0,weekly,calendar,maize,42.0,1.47,1,34338.0,4451.0,False,False,False,25.6,13.8,poor,low,False,False,False,1.3,traditional,moderate_burden
2148,IRR-MAL-2022-02148,Mali,2022,0.82,subsistence,True,911.0,29.9,rare,5,flood,lake,electric,cooperative,0.66,0.16,80.8,33.0,9,good,266.0,21.0,False,0.0,False,612.0,438.0,48.9,299.0,1.41,83.7,86.8,35.5,52.0,27.0,daily,calendar,vegetables,50.9,1.73,1,4066.0,6122.0,True,False,True,0.0,12.7,good,low,False,False,False,1.3,traditional,moderate_burden
2149,IRR-ZAM-2019-02149,Zambia,2019,0.47,semi-commercial,False,646.0,26.8,rare,5,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2150,IRR-UGA-2018-02150,Uganda,2018,1.35,semi-commercial,False,640.0,25.2,occasional,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2151,IRR-NIG-2023-02151,Nigeria,2023,3.97,semi-commercial,True,860.0,24.6,occasional,7,drip,groundwater,solar,shared,1.7,2.27,42.8,81.0,5,excellent,4248.0,565.0,True,1441.0,True,353.0,600.0,95.0,335.0,1.02,73.9,87.7,61.6,0.0,25.0,as_needed,weather_based,maize,31.9,1.72,1,5996.0,3529.0,False,False,False,17.0,21.9,good,high,True,False,True,6.7,modern,moderate_burden
2152,IRR-MAL-2023-02152,Mali,2023,0.27,subsistence,False,712.0,29.0,rare,3,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2153,IRR-TAN-2018-02153,Tanzania,2018,1.9,subsistence,False,1372.0,33.6,occasional,4,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2154,IRR-TAN-2023-02154,Tanzania,2023,1.11,semi-commercial,False,799.0,23.6,occasional,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2155,IRR-BUR-2024-02155,Burkina Faso,2024,0.75,subsistence,False,782.0,33.7,occasional,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2156,IRR-KEN-2019-02156,Kenya,2019,2.0,semi-commercial,False,1082.0,22.7,occasional,2,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2157,IRR-TAN-2022-02157,Tanzania,2022,1.65,commercial,False,642.0,22.6,occasional,7,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2158,IRR-ZAM-2020-02158,Zambia,2020,0.2,commercial,False,1022.0,31.9,occasional,3,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2159,IRR-MAL-2025-02159,Mali,2025,0.82,semi-commercial,False,864.0,34.1,frequent,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2160,IRR-TAN-2024-02160,Tanzania,2024,1.36,commercial,False,729.0,19.1,rare,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2161,IRR-ZAM-2021-02161,Zambia,2021,1.53,subsistence,False,1198.0,25.1,occasional,7,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2162,IRR-KEN-2021-02162,Kenya,2021,0.69,subsistence,False,1217.0,29.5,occasional,4,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2163,IRR-KEN-2025-02163,Kenya,2025,3.38,subsistence,False,1035.0,18.6,frequent,2,none,none,none,none,0.0,3.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2164,IRR-GHA-2018-02164,Ghana,2018,0.71,subsistence,False,1166.0,17.2,rare,5,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2165,IRR-UGA-2020-02165,Uganda,2020,1.07,semi-commercial,True,952.0,16.4,rare,7,surface,groundwater,diesel,individual,0.55,0.52,51.5,31.0,3,good,440.0,36.0,False,0.0,True,304.0,627.0,47.8,145.0,1.07,76.6,66.4,24.3,89.0,16.0,weekly,calendar,rice,34.8,1.96,2,1670.0,3038.0,False,True,False,70.3,13.9,good,low,False,False,True,2.4,traditional,moderate_burden
2166,IRR-MAL-2024-02166,Mali,2024,3.24,subsistence,False,902.0,15.1,occasional,6,none,none,none,none,0.0,3.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2167,IRR-MAL-2019-02167,Mali,2019,2.14,subsistence,False,819.0,21.0,frequent,7,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2168,IRR-GHA-2020-02168,Ghana,2020,2.8,semi-commercial,False,559.0,29.7,occasional,3,none,none,none,none,0.0,2.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2169,IRR-ZAM-2022-02169,Zambia,2022,0.99,subsistence,True,1349.0,30.7,frequent,3,drip,groundwater,wind,individual,0.84,0.15,85.1,33.0,17,good,2107.0,308.0,False,0.0,True,409.0,400.0,90.0,368.0,2.17,89.6,73.8,59.5,0.0,13.0,weekly,visual,cotton,26.4,1.47,3,3449.0,4093.0,False,False,False,51.2,0.0,good,high,True,True,True,16.2,modern,moderate_burden
2170,IRR-ZAM-2024-02170,Zambia,2024,0.2,semi-commercial,False,809.0,21.2,frequent,2,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2171,IRR-ZAM-2023-02171,Zambia,2023,1.66,semi-commercial,False,1148.0,32.4,occasional,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2172,IRR-ETH-2020-02172,Ethiopia,2020,0.24,subsistence,True,1024.0,22.8,frequent,7,drip,groundwater,solar,individual,0.12,0.12,50.1,4.0,18,good,299.0,32.0,True,143.0,True,521.0,468.0,89.6,467.0,2.04,87.6,87.8,68.9,0.0,2.0,weekly,visual,vegetables,56.9,1.98,1,623.0,5210.0,False,False,False,25.1,14.3,good,high,True,True,True,4.4,modern,moderate_burden
2173,IRR-UGA-2022-02173,Uganda,2022,2.36,subsistence,True,1329.0,22.0,frequent,2,drip,groundwater,gravity,shared,1.18,1.18,50.0,40.0,17,good,2953.0,329.0,True,1629.0,False,471.0,411.0,80.4,379.0,2.5,91.9,91.8,67.8,0.0,18.0,as_needed,visual,horticulture,26.4,1.9,1,5564.0,4710.0,False,False,False,75.9,0.0,good,high,True,True,True,9.5,modern,moderate_burden
2174,IRR-ETH-2024-02174,Ethiopia,2024,2.25,subsistence,False,996.0,27.8,occasional,4,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2175,IRR-MAL-2024-02175,Mali,2024,2.77,semi-commercial,False,889.0,26.4,frequent,4,none,none,none,none,0.0,2.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2176,IRR-MAL-2023-02176,Malawi,2023,0.5,semi-commercial,False,916.0,20.2,frequent,5,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2177,IRR-NIG-2022-02177,Nigeria,2022,2.02,subsistence,False,1381.0,33.8,rare,2,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2178,IRR-GHA-2022-02178,Ghana,2022,3.43,semi-commercial,False,891.0,21.5,occasional,6,none,none,none,none,0.0,3.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2179,IRR-GHA-2024-02179,Ghana,2024,1.69,semi-commercial,False,986.0,31.3,occasional,2,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2180,IRR-KEN-2022-02180,Kenya,2022,1.61,subsistence,False,657.0,33.0,frequent,3,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2181,IRR-KEN-2025-02181,Kenya,2025,0.67,subsistence,True,709.0,27.2,frequent,4,manual,reservoir,electric,individual,0.36,0.31,53.1,21.0,13,excellent,71.0,4.0,False,0.0,True,550.0,419.0,63.3,348.0,1.27,82.6,79.5,41.6,39.0,28.0,weekly,calendar,fruits,35.9,1.47,1,1959.0,5499.0,False,True,False,0.0,7.1,good,low,False,True,True,0.6,traditional,moderate_burden
2182,IRR-ETH-2024-02182,Ethiopia,2024,0.81,semi-commercial,False,943.0,27.4,occasional,4,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2183,IRR-KEN-2018-02183,Kenya,2018,1.55,semi-commercial,False,400.0,20.9,occasional,7,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2184,IRR-ETH-2021-02184,Ethiopia,2021,0.29,semi-commercial,False,851.0,28.2,occasional,7,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2185,IRR-UGA-2020-02185,Uganda,2020,1.89,subsistence,False,604.0,33.2,occasional,5,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2186,IRR-GHA-2019-02186,Ghana,2019,3.32,semi-commercial,False,1113.0,22.0,occasional,4,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2187,IRR-TAN-2024-02187,Tanzania,2024,1.89,subsistence,False,1064.0,17.1,occasional,5,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2188,IRR-TAN-2023-02188,Tanzania,2023,0.92,subsistence,False,919.0,21.9,occasional,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2189,IRR-UGA-2020-02189,Uganda,2020,3.32,subsistence,False,667.0,22.6,frequent,4,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2190,IRR-GHA-2018-02190,Ghana,2018,6.93,semi-commercial,True,862.0,27.6,rare,6,flood,lake,solar,shared,5.98,0.95,86.3,199.0,17,good,2393.0,245.0,False,0.0,False,721.0,677.0,48.4,349.0,1.95,71.0,70.5,24.2,0.0,239.0,daily,soil_moisture,vegetables,38.7,1.92,2,43132.0,7211.0,False,True,False,0.0,16.2,good,low,True,False,False,1.8,traditional,moderate_burden
2191,IRR-NIG-2024-02191,Nigeria,2024,2.64,subsistence,False,1006.0,23.1,occasional,5,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2192,IRR-UGA-2024-02192,Uganda,2024,0.99,semi-commercial,False,591.0,22.6,frequent,3,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2193,IRR-MAL-2020-02193,Malawi,2020,1.48,subsistence,False,1804.0,23.5,frequent,3,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2194,IRR-ETH-2024-02194,Ethiopia,2024,2.51,semi-commercial,True,989.0,29.8,frequent,3,drip,reservoir,diesel,government,0.8,1.71,31.8,33.0,12,fair,1995.0,123.0,True,628.0,True,453.0,666.0,86.8,393.0,1.45,95.0,82.2,67.8,178.0,12.0,as_needed,calendar,fruits,43.1,2.42,2,3611.0,4526.0,False,False,False,0.0,20.9,poor,high,True,True,False,3.7,modern,moderate_burden
2195,IRR-MAL-2022-02195,Malawi,2022,2.46,subsistence,False,1071.0,20.3,frequent,6,none,none,none,none,0.0,2.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2196,IRR-ZAM-2021-02196,Zambia,2021,0.66,subsistence,False,851.0,16.4,rare,2,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2197,IRR-MAL-2019-02197,Mali,2019,1.05,subsistence,False,728.0,15.1,rare,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2198,IRR-KEN-2021-02198,Kenya,2021,1.2,semi-commercial,False,637.0,25.0,rare,7,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2199,IRR-BUR-2023-02199,Burkina Faso,2023,2.87,commercial,False,897.0,24.7,rare,3,none,none,none,none,0.0,2.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2200,IRR-MAL-2019-02200,Malawi,2019,0.43,subsistence,False,1181.0,22.7,occasional,2,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2201,IRR-MAL-2023-02201,Malawi,2023,2.55,subsistence,False,774.0,22.6,occasional,5,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2202,IRR-UGA-2022-02202,Uganda,2022,1.11,subsistence,False,1514.0,28.8,rare,2,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2203,IRR-GHA-2023-02203,Ghana,2023,1.02,subsistence,False,646.0,26.1,rare,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2204,IRR-ZAM-2019-02204,Zambia,2019,1.93,semi-commercial,False,744.0,16.1,occasional,7,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2205,IRR-NIG-2021-02205,Nigeria,2021,1.06,subsistence,False,502.0,21.0,occasional,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2206,IRR-UGA-2024-02206,Uganda,2024,0.6,semi-commercial,True,1179.0,20.0,rare,4,flood,groundwater,gravity,individual,0.47,0.12,79.3,21.0,4,poor,189.0,14.0,True,102.0,False,632.0,503.0,43.0,272.0,1.36,84.4,89.0,32.3,0.0,19.0,daily,calendar,vegetables,30.4,1.71,1,2987.0,6317.0,False,False,False,65.6,0.0,poor,low,False,False,False,2.1,traditional,moderate_burden
2207,IRR-NIG-2025-02207,Nigeria,2025,1.64,subsistence,False,434.0,34.2,occasional,4,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2208,IRR-NIG-2024-02208,Nigeria,2024,4.86,subsistence,False,1255.0,15.5,occasional,3,none,none,none,none,0.0,4.86,0.0,0.0,0,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,moderate_burden
2209,IRR-ZAM-2023-02209,Zambia,2023,1.4,subsistence,False,993.0,32.8,occasional,6,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2210,IRR-ETH-2022-02210,Ethiopia,2022,2.25,subsistence,False,827.0,29.8,rare,7,none,none,none,none,0.0,2.25,0.0,0.0,0,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,moderate_burden
2211,IRR-GHA-2020-02211,Ghana,2020,0.76,semi-commercial,False,1291.0,16.6,occasional,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2212,IRR-TAN-2022-02212,Tanzania,2022,3.81,subsistence,True,867.0,34.0,occasional,6,surface,reservoir,gravity,shared,1.59,2.21,41.9,83.0,5,excellent,1276.0,66.0,False,0.0,True,559.0,464.0,47.5,266.0,2.03,84.2,88.5,35.4,0.0,48.0,biweekly,calendar,fruits,33.2,2.16,2,8916.0,5590.0,True,False,False,0.0,0.0,good,low,True,False,True,2.0,traditional,moderate_burden
2213,IRR-GHA-2020-02213,Ghana,2020,0.73,subsistence,False,591.0,15.9,occasional,6,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2214,IRR-MAL-2025-02214,Malawi,2025,1.65,subsistence,False,1132.0,34.5,frequent,2,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2215,IRR-MAL-2019-02215,Malawi,2019,0.9,subsistence,False,776.0,19.1,occasional,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2216,IRR-MAL-2025-02216,Malawi,2025,0.8,subsistence,False,1226.0,31.4,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2217,IRR-ZAM-2019-02217,Zambia,2019,1.84,subsistence,False,1035.0,19.2,occasional,2,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2218,IRR-TAN-2020-02218,Tanzania,2020,2.58,subsistence,False,1020.0,18.8,frequent,7,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2219,IRR-BUR-2025-02219,Burkina Faso,2025,1.19,subsistence,False,743.0,19.6,rare,2,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2220,IRR-MAL-2022-02220,Mali,2022,2.59,semi-commercial,False,942.0,20.0,frequent,6,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2221,IRR-KEN-2018-02221,Kenya,2018,2.2,commercial,False,859.0,28.7,frequent,2,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2222,IRR-UGA-2022-02222,Uganda,2022,2.38,subsistence,False,1012.0,22.6,occasional,6,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2223,IRR-TAN-2024-02223,Tanzania,2024,0.54,semi-commercial,True,615.0,20.2,rare,7,flood,reservoir,gravity,individual,0.54,0.0,99.6,21.0,6,good,216.0,26.0,False,0.0,False,793.0,490.0,46.5,369.0,1.12,88.9,69.6,28.8,0.0,22.0,weekly,calendar,cotton,21.6,1.69,1,4285.0,7932.0,False,False,False,0.0,0.0,good,low,False,False,True,3.7,traditional,moderate_burden
2224,IRR-UGA-2021-02224,Uganda,2021,1.8,subsistence,False,1027.0,17.3,occasional,7,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2225,IRR-UGA-2021-02225,Uganda,2021,2.32,subsistence,False,1234.0,28.5,occasional,4,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2226,IRR-MAL-2020-02226,Mali,2020,0.51,semi-commercial,False,963.0,18.7,occasional,2,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2227,IRR-TAN-2024-02227,Tanzania,2024,2.14,commercial,True,1272.0,33.6,occasional,6,flood,wetland,diesel,shared,1.22,0.91,57.2,72.0,9,good,489.0,50.0,False,0.0,True,681.0,534.0,38.3,261.0,1.07,86.9,85.0,28.3,146.0,49.0,as_needed,visual,vegetables,35.3,2.2,3,8323.0,6806.0,False,False,False,0.0,5.8,good,low,True,False,False,1.3,traditional,moderate_burden
2228,IRR-NIG-2022-02228,Nigeria,2022,2.61,subsistence,False,961.0,25.0,occasional,5,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2229,IRR-NIG-2023-02229,Nigeria,2023,0.94,subsistence,False,888.0,26.3,occasional,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2230,IRR-GHA-2021-02230,Ghana,2021,2.85,subsistence,False,1101.0,27.3,frequent,3,none,none,none,none,0.0,2.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2231,IRR-NIG-2018-02231,Nigeria,2018,2.65,subsistence,False,1200.0,23.1,occasional,7,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2232,IRR-ETH-2022-02232,Ethiopia,2022,2.29,subsistence,False,891.0,15.9,frequent,7,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2233,IRR-TAN-2021-02233,Tanzania,2021,1.02,subsistence,False,1306.0,17.8,occasional,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2234,IRR-NIG-2023-02234,Nigeria,2023,0.52,commercial,False,881.0,22.3,frequent,2,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2235,IRR-ZAM-2023-02235,Zambia,2023,1.49,semi-commercial,False,620.0,23.7,frequent,5,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2236,IRR-ZAM-2024-02236,Zambia,2024,1.81,subsistence,False,956.0,30.1,occasional,2,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2237,IRR-GHA-2024-02237,Ghana,2024,1.29,semi-commercial,False,1158.0,21.4,occasional,5,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2238,IRR-ETH-2022-02238,Ethiopia,2022,1.59,subsistence,False,1473.0,33.0,frequent,5,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2239,IRR-KEN-2022-02239,Kenya,2022,3.55,semi-commercial,True,1297.0,20.3,occasional,3,flood,river,solar,individual,2.47,1.08,69.5,107.0,4,good,987.0,100.0,False,0.0,False,333.0,550.0,47.2,157.0,2.13,72.3,75.4,25.7,0.0,99.0,as_needed,visual,rice,36.7,1.34,1,8211.0,3328.0,False,True,True,0.0,10.6,good,low,False,False,False,1.5,traditional,moderate_burden
2240,IRR-MAL-2023-02240,Mali,2023,2.38,semi-commercial,False,986.0,22.0,rare,6,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2241,IRR-GHA-2019-02241,Ghana,2019,1.94,subsistence,True,1036.0,17.7,occasional,4,flood,rainwater_harvesting,electric,cooperative,1.76,0.19,90.3,103.0,18,fair,703.0,67.0,False,0.0,False,524.0,574.0,41.4,217.0,1.9,94.4,67.2,26.2,209.0,70.0,as_needed,calendar,cotton,51.3,1.66,2,9208.0,5241.0,True,False,False,0.0,5.5,poor,low,False,False,False,1.4,traditional,moderate_burden
2242,IRR-KEN-2019-02242,Kenya,2019,1.06,subsistence,False,685.0,18.1,occasional,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2243,IRR-GHA-2021-02243,Ghana,2021,1.05,subsistence,False,1100.0,32.7,occasional,7,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2244,IRR-BUR-2021-02244,Burkina Faso,2021,2.16,subsistence,True,996.0,22.1,occasional,7,manual,river,diesel,shared,1.22,0.94,56.5,49.0,12,good,244.0,24.0,False,0.0,False,482.0,628.0,60.6,292.0,1.21,89.6,85.9,46.7,171.0,98.0,biweekly,visual,maize,36.0,2.01,1,5884.0,4815.0,True,False,False,0.0,17.9,good,low,False,False,False,0.6,traditional,moderate_burden
2245,IRR-MAL-2023-02245,Malawi,2023,1.25,semi-commercial,False,540.0,27.1,occasional,2,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2246,IRR-MAL-2019-02246,Mali,2019,1.38,semi-commercial,False,721.0,24.4,occasional,7,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2247,IRR-NIG-2020-02247,Nigeria,2020,0.31,semi-commercial,False,1079.0,29.4,frequent,7,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2248,IRR-NIG-2024-02248,Nigeria,2024,2.57,subsistence,False,758.0,21.2,rare,4,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2249,IRR-ETH-2018-02249,Ethiopia,2018,1.11,semi-commercial,False,772.0,22.9,occasional,2,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2250,IRR-ZAM-2021-02250,Zambia,2021,1.29,subsistence,False,780.0,16.0,rare,2,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2251,IRR-MAL-2018-02251,Malawi,2018,0.88,subsistence,False,1126.0,26.5,occasional,2,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2252,IRR-KEN-2024-02252,Kenya,2024,1.46,commercial,False,1179.0,21.3,rare,4,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2253,IRR-KEN-2024-02253,Kenya,2024,5.32,semi-commercial,False,1017.0,30.3,frequent,6,none,none,none,none,0.0,5.32,0.0,0.0,0,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,moderate_burden
2254,IRR-GHA-2019-02254,Ghana,2019,1.01,subsistence,False,1073.0,21.0,occasional,5,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2255,IRR-TAN-2019-02255,Tanzania,2019,1.77,subsistence,False,1119.0,33.5,frequent,3,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2256,IRR-TAN-2021-02256,Tanzania,2021,2.58,semi-commercial,False,1147.0,35.0,occasional,4,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2257,IRR-KEN-2019-02257,Kenya,2019,0.79,subsistence,False,400.0,27.4,frequent,7,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2258,IRR-GHA-2018-02258,Ghana,2018,0.49,subsistence,False,1094.0,25.5,occasional,6,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2259,IRR-MAL-2019-02259,Mali,2019,1.22,semi-commercial,False,1177.0,15.5,frequent,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2260,IRR-UGA-2019-02260,Uganda,2019,1.26,subsistence,False,818.0,31.9,occasional,2,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2261,IRR-ZAM-2019-02261,Zambia,2019,1.17,subsistence,False,962.0,18.2,frequent,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2262,IRR-KEN-2024-02262,Kenya,2024,2.73,semi-commercial,False,1031.0,34.8,rare,7,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2263,IRR-NIG-2023-02263,Nigeria,2023,2.1,semi-commercial,False,874.0,18.2,occasional,7,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2264,IRR-MAL-2022-02264,Mali,2022,1.24,semi-commercial,False,1174.0,23.4,rare,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2265,IRR-UGA-2020-02265,Uganda,2020,1.25,subsistence,False,599.0,15.4,rare,7,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2266,IRR-MAL-2018-02266,Malawi,2018,0.53,subsistence,False,951.0,34.1,occasional,5,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2267,IRR-BUR-2025-02267,Burkina Faso,2025,4.23,semi-commercial,False,1269.0,21.4,frequent,4,none,none,none,none,0.0,4.23,0.0,0.0,0,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,moderate_burden
2268,IRR-UGA-2024-02268,Uganda,2024,0.98,subsistence,True,763.0,30.8,occasional,5,surface,river,wind,individual,0.8,0.18,81.7,36.0,2,good,641.0,64.0,False,0.0,False,426.0,481.0,58.6,249.0,1.02,92.2,80.7,43.5,0.0,24.0,daily,visual,cotton,41.6,1.61,2,3412.0,4257.0,True,False,False,0.0,0.0,good,low,True,False,False,3.1,traditional,moderate_burden
2269,IRR-BUR-2025-02269,Burkina Faso,2025,0.45,semi-commercial,False,1278.0,22.3,frequent,5,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2270,IRR-NIG-2024-02270,Nigeria,2024,0.57,semi-commercial,False,1212.0,26.2,frequent,2,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2271,IRR-ZAM-2025-02271,Zambia,2025,0.6,semi-commercial,False,964.0,24.4,rare,4,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2272,IRR-MAL-2023-02272,Mali,2023,0.63,semi-commercial,False,507.0,15.7,rare,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2273,IRR-MAL-2024-02273,Mali,2024,0.62,subsistence,False,1211.0,29.1,frequent,7,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2274,IRR-GHA-2021-02274,Ghana,2021,2.23,commercial,False,677.0,32.0,rare,5,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2275,IRR-KEN-2020-02275,Kenya,2020,0.65,semi-commercial,False,936.0,32.0,frequent,3,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2276,IRR-MAL-2023-02276,Mali,2023,0.95,subsistence,False,840.0,22.8,rare,2,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2277,IRR-GHA-2018-02277,Ghana,2018,0.62,semi-commercial,False,665.0,34.0,occasional,7,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2278,IRR-ETH-2018-02278,Ethiopia,2018,0.92,subsistence,False,989.0,32.3,occasional,5,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2279,IRR-ETH-2023-02279,Ethiopia,2023,0.62,subsistence,True,415.0,22.8,frequent,6,flood,rainwater_harvesting,solar,cooperative,0.32,0.3,52.0,13.0,7,poor,129.0,19.0,False,0.0,True,688.0,601.0,46.6,321.0,1.01,93.6,64.0,27.9,0.0,13.0,weekly,calendar,fruits,20.9,2.02,2,2219.0,6883.0,True,True,False,0.0,17.8,poor,low,True,True,False,2.0,traditional,moderate_burden
2280,IRR-ZAM-2024-02280,Zambia,2024,1.14,subsistence,False,859.0,24.5,occasional,4,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2281,IRR-BUR-2020-02281,Burkina Faso,2020,2.08,subsistence,False,822.0,29.7,rare,2,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2282,IRR-TAN-2019-02282,Tanzania,2019,1.73,subsistence,False,1107.0,26.5,frequent,3,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2283,IRR-GHA-2022-02283,Ghana,2022,2.88,subsistence,False,869.0,19.2,occasional,6,none,none,none,none,0.0,2.88,0.0,0.0,0,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,moderate_burden
2284,IRR-NIG-2019-02284,Nigeria,2019,4.31,commercial,False,770.0,23.8,frequent,4,none,none,none,none,0.0,4.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2285,IRR-KEN-2018-02285,Kenya,2018,1.29,semi-commercial,True,1090.0,23.5,frequent,4,manual,river,electric,individual,0.88,0.41,68.1,29.0,17,fair,176.0,26.0,False,0.0,False,772.0,653.0,63.2,488.0,1.0,93.8,77.8,46.1,111.0,70.0,weekly,visual,vegetables,53.6,2.32,1,6788.0,7723.0,True,True,False,0.0,10.5,poor,low,False,True,False,0.5,traditional,moderate_burden
2286,IRR-NIG-2021-02286,Nigeria,2021,1.09,semi-commercial,False,1005.0,34.4,occasional,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2287,IRR-UGA-2019-02287,Uganda,2019,0.82,subsistence,False,1042.0,20.5,rare,3,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2288,IRR-ZAM-2018-02288,Zambia,2018,1.15,subsistence,False,800.0,24.1,occasional,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2289,IRR-BUR-2024-02289,Burkina Faso,2024,1.41,commercial,False,723.0,22.6,frequent,7,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2290,IRR-TAN-2021-02290,Tanzania,2021,1.36,commercial,False,1308.0,32.4,occasional,3,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2291,IRR-GHA-2023-02291,Ghana,2023,7.45,semi-commercial,False,885.0,27.7,occasional,5,none,none,none,none,0.0,7.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2292,IRR-NIG-2021-02292,Nigeria,2021,1.03,subsistence,False,862.0,32.9,occasional,6,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2293,IRR-GHA-2020-02293,Ghana,2020,0.86,subsistence,False,724.0,33.4,occasional,3,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2294,IRR-ZAM-2023-02294,Zambia,2023,2.41,subsistence,False,885.0,32.8,occasional,3,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2295,IRR-BUR-2018-02295,Burkina Faso,2018,2.57,semi-commercial,False,911.0,26.0,occasional,3,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2296,IRR-ZAM-2024-02296,Zambia,2024,1.45,subsistence,False,812.0,21.3,rare,2,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2297,IRR-MAL-2025-02297,Mali,2025,1.33,semi-commercial,False,854.0,21.6,occasional,3,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2298,IRR-MAL-2025-02298,Malawi,2025,1.4,subsistence,False,913.0,20.3,rare,3,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2299,IRR-UGA-2021-02299,Uganda,2021,0.6,subsistence,False,728.0,23.9,rare,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2300,IRR-MAL-2018-02300,Malawi,2018,1.0,commercial,False,899.0,30.3,occasional,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2301,IRR-TAN-2021-02301,Tanzania,2021,1.82,semi-commercial,False,547.0,26.2,rare,7,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2302,IRR-MAL-2025-02302,Mali,2025,1.36,subsistence,False,880.0,24.4,occasional,5,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2303,IRR-BUR-2018-02303,Burkina Faso,2018,0.92,semi-commercial,False,1027.0,21.7,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2304,IRR-TAN-2024-02304,Tanzania,2024,2.47,subsistence,True,1132.0,22.4,rare,3,manual,river,manual,individual,0.94,1.53,38.1,42.0,18,fair,188.0,28.0,False,0.0,False,369.0,640.0,59.0,217.0,2.49,75.5,62.1,27.7,0.0,75.0,weekly,visual,maize,42.0,2.47,1,3464.0,3687.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.4,traditional,moderate_burden
2305,IRR-ZAM-2023-02305,Zambia,2023,2.3,subsistence,False,724.0,15.7,occasional,5,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2306,IRR-MAL-2019-02306,Mali,2019,0.57,subsistence,False,988.0,16.1,occasional,2,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2307,IRR-NIG-2023-02307,Nigeria,2023,0.85,subsistence,False,972.0,34.7,frequent,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2308,IRR-ZAM-2021-02308,Zambia,2021,1.78,subsistence,True,994.0,22.4,occasional,6,sprinkler,river,diesel,shared,1.76,0.02,98.8,59.0,5,excellent,2637.0,182.0,False,0.0,False,581.0,608.0,78.5,456.0,2.02,75.7,61.7,36.7,191.0,35.0,biweekly,visual,sugarcane,42.3,1.97,1,10205.0,5806.0,False,False,False,0.0,11.2,good,medium,False,False,False,7.0,modern,moderate_burden
2309,IRR-UGA-2021-02309,Uganda,2021,1.99,subsistence,False,728.0,22.7,rare,7,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2310,IRR-NIG-2019-02310,Nigeria,2019,1.66,commercial,False,749.0,20.2,occasional,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2311,IRR-ETH-2022-02311,Ethiopia,2022,2.92,subsistence,False,729.0,20.8,frequent,2,none,none,none,none,0.0,2.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2312,IRR-UGA-2025-02312,Uganda,2025,2.42,semi-commercial,False,1246.0,20.4,rare,2,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2313,IRR-KEN-2023-02313,Kenya,2023,0.96,semi-commercial,False,1250.0,20.1,frequent,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2314,IRR-NIG-2020-02314,Nigeria,2020,1.37,subsistence,False,1254.0,26.1,occasional,6,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2315,IRR-TAN-2020-02315,Tanzania,2020,1.45,semi-commercial,False,1106.0,21.4,frequent,6,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2316,IRR-KEN-2025-02316,Kenya,2025,1.56,semi-commercial,False,963.0,17.1,frequent,6,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2317,IRR-MAL-2022-02317,Malawi,2022,1.17,subsistence,False,727.0,22.9,occasional,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2318,IRR-UGA-2023-02318,Uganda,2023,0.72,subsistence,False,646.0,23.8,occasional,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2319,IRR-ETH-2021-02319,Ethiopia,2021,0.79,subsistence,True,938.0,18.3,occasional,3,surface,river,solar,individual,0.55,0.24,69.4,26.0,3,excellent,437.0,32.0,False,0.0,False,377.0,568.0,60.1,227.0,1.5,71.4,82.2,35.3,0.0,16.0,biweekly,visual,fruits,31.0,1.64,2,2059.0,3770.0,False,False,False,0.0,7.8,good,low,False,False,False,3.6,traditional,moderate_burden
2320,IRR-KEN-2019-02320,Kenya,2019,1.16,subsistence,False,753.0,19.6,frequent,3,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2321,IRR-TAN-2021-02321,Tanzania,2021,2.7,subsistence,False,683.0,18.6,rare,7,none,none,none,none,0.0,2.7,0.0,0.0,0,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,moderate_burden
2322,IRR-TAN-2023-02322,Tanzania,2023,1.59,semi-commercial,False,1272.0,16.8,frequent,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2323,IRR-UGA-2023-02323,Uganda,2023,2.99,semi-commercial,False,826.0,19.4,occasional,7,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2324,IRR-ZAM-2023-02324,Zambia,2023,1.92,commercial,False,741.0,30.3,occasional,7,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2325,IRR-MAL-2018-02325,Malawi,2018,0.86,semi-commercial,False,400.0,17.8,occasional,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2326,IRR-NIG-2023-02326,Nigeria,2023,2.73,semi-commercial,True,1208.0,28.7,occasional,7,drip,river,gravity,individual,2.0,0.73,73.2,111.0,4,poor,5001.0,288.0,False,0.0,False,489.0,456.0,89.0,435.0,1.39,89.0,78.7,62.3,0.0,30.0,weekly,calendar,horticulture,57.5,2.16,1,9774.0,4886.0,False,True,True,0.0,0.0,poor,high,False,False,False,6.4,modern,moderate_burden
2327,IRR-NIG-2020-02327,Nigeria,2020,1.01,subsistence,False,634.0,19.3,occasional,3,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2328,IRR-ZAM-2020-02328,Zambia,2020,2.39,semi-commercial,False,583.0,20.2,rare,5,none,none,none,none,0.0,2.39,0.0,0.0,0,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,moderate_burden
2329,IRR-MAL-2023-02329,Malawi,2023,3.67,subsistence,True,652.0,25.1,frequent,4,sprinkler,rainwater_harvesting,diesel,private_company,1.78,1.9,48.4,89.0,8,poor,2667.0,207.0,False,0.0,True,733.0,525.0,66.7,489.0,0.96,76.2,76.8,39.0,335.0,36.0,biweekly,visual,horticulture,24.9,2.42,3,13036.0,7330.0,False,True,True,0.0,21.9,poor,medium,True,False,False,5.8,modern,moderate_burden
2330,IRR-GHA-2022-02330,Ghana,2022,1.03,subsistence,False,907.0,32.6,rare,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2331,IRR-NIG-2022-02331,Nigeria,2022,0.28,subsistence,False,679.0,24.7,occasional,7,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2332,IRR-GHA-2024-02332,Ghana,2024,0.46,subsistence,True,962.0,34.0,frequent,7,flood,river,electric,individual,0.41,0.05,89.9,17.0,1,fair,166.0,24.0,False,0.0,False,409.0,686.0,40.1,164.0,2.24,92.1,64.8,24.0,42.0,17.0,daily,calendar,rice,40.4,1.5,1,1693.0,4089.0,True,False,False,0.0,23.5,poor,low,False,True,False,1.8,traditional,moderate_burden
2333,IRR-NIG-2022-02333,Nigeria,2022,0.98,subsistence,False,1202.0,33.9,occasional,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2334,IRR-TAN-2018-02334,Tanzania,2018,1.38,commercial,False,860.0,29.7,rare,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2335,IRR-NIG-2018-02335,Nigeria,2018,0.63,semi-commercial,False,789.0,19.8,rare,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2336,IRR-TAN-2023-02336,Tanzania,2023,0.56,subsistence,False,796.0,23.1,rare,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2337,IRR-BUR-2024-02337,Burkina Faso,2024,1.53,subsistence,False,846.0,27.8,rare,6,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2338,IRR-BUR-2022-02338,Burkina Faso,2022,3.21,subsistence,True,628.0,16.4,rare,6,sprinkler,river,wind,individual,2.68,0.53,83.4,116.0,14,fair,4018.0,475.0,False,0.0,True,460.0,633.0,69.1,318.0,2.37,77.3,89.2,47.6,0.0,54.0,weekly,visual,maize,34.7,2.03,1,12313.0,4597.0,True,True,False,0.0,0.0,poor,medium,True,False,False,7.2,modern,moderate_burden
2339,IRR-GHA-2023-02339,Ghana,2023,1.24,subsistence,True,1523.0,19.1,frequent,3,flood,rainwater_harvesting,wind,cooperative,0.39,0.84,31.8,17.0,14,good,157.0,18.0,True,64.0,True,586.0,631.0,43.7,256.0,2.48,92.3,71.4,28.8,0.0,16.0,weekly,weather_based,vegetables,30.7,2.2,2,2306.0,5864.0,True,True,True,0.0,0.0,good,low,False,False,False,0.8,traditional,moderate_burden
2340,IRR-ETH-2021-02340,Ethiopia,2021,1.88,subsistence,False,1379.0,26.9,rare,7,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2341,IRR-ZAM-2020-02341,Zambia,2020,0.64,subsistence,False,1104.0,31.0,rare,7,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2342,IRR-GHA-2025-02342,Ghana,2025,1.35,subsistence,False,971.0,21.5,rare,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2343,IRR-UGA-2022-02343,Uganda,2022,3.2,semi-commercial,False,1294.0,24.8,occasional,3,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2344,IRR-NIG-2018-02344,Nigeria,2018,3.33,semi-commercial,False,968.0,30.5,frequent,5,none,none,none,none,0.0,3.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2345,IRR-TAN-2019-02345,Tanzania,2019,1.35,subsistence,False,716.0,19.6,rare,3,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2346,IRR-BUR-2019-02346,Burkina Faso,2019,4.92,semi-commercial,False,1477.0,34.0,occasional,5,none,none,none,none,0.0,4.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2347,IRR-MAL-2025-02347,Mali,2025,2.22,commercial,False,943.0,33.2,frequent,3,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2348,IRR-NIG-2025-02348,Nigeria,2025,0.84,subsistence,False,1050.0,30.1,occasional,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2349,IRR-ETH-2018-02349,Ethiopia,2018,0.84,subsistence,False,488.0,30.1,frequent,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2350,IRR-MAL-2024-02350,Mali,2024,0.78,subsistence,False,1004.0,32.2,occasional,4,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2351,IRR-TAN-2024-02351,Tanzania,2024,2.92,subsistence,False,1157.0,17.6,occasional,5,none,none,none,none,0.0,2.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2352,IRR-MAL-2020-02352,Mali,2020,1.28,subsistence,False,717.0,29.5,rare,6,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2353,IRR-TAN-2025-02353,Tanzania,2025,1.0,semi-commercial,False,519.0,27.7,occasional,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2354,IRR-TAN-2024-02354,Tanzania,2024,0.83,commercial,False,1156.0,28.4,rare,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2355,IRR-BUR-2021-02355,Burkina Faso,2021,0.67,subsistence,False,664.0,26.0,occasional,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2356,IRR-BUR-2025-02356,Burkina Faso,2025,0.71,subsistence,False,966.0,29.8,frequent,6,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2357,IRR-ZAM-2018-02357,Zambia,2018,2.16,subsistence,False,1029.0,26.3,occasional,6,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2358,IRR-KEN-2018-02358,Kenya,2018,0.38,commercial,False,700.0,22.1,occasional,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2359,IRR-UGA-2023-02359,Uganda,2023,2.07,subsistence,False,854.0,34.7,occasional,6,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2360,IRR-GHA-2023-02360,Ghana,2023,3.41,semi-commercial,False,507.0,18.1,occasional,7,none,none,none,none,0.0,3.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2361,IRR-GHA-2018-02361,Ghana,2018,3.83,subsistence,False,412.0,19.2,occasional,7,none,none,none,none,0.0,3.83,0.0,0.0,0,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,moderate_burden
2362,IRR-ETH-2020-02362,Ethiopia,2020,1.56,semi-commercial,False,966.0,34.5,occasional,2,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2363,IRR-UGA-2025-02363,Uganda,2025,2.58,subsistence,False,675.0,21.6,rare,4,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2364,IRR-ZAM-2020-02364,Zambia,2020,1.35,subsistence,True,506.0,34.6,frequent,7,flood,rainwater_harvesting,wind,individual,1.12,0.23,83.2,50.0,12,good,450.0,29.0,False,0.0,False,324.0,596.0,45.8,149.0,1.94,79.0,63.1,22.8,0.0,45.0,daily,calendar,rice,36.7,1.48,2,3645.0,3242.0,True,False,True,0.0,0.0,good,low,True,False,False,1.8,traditional,moderate_burden
2365,IRR-NIG-2020-02365,Nigeria,2020,1.59,subsistence,False,1075.0,25.6,frequent,5,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2366,IRR-UGA-2021-02366,Uganda,2021,3.37,subsistence,False,1083.0,15.5,occasional,3,none,none,none,none,0.0,3.37,0.0,0.0,0,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,moderate_burden
2367,IRR-NIG-2019-02367,Nigeria,2019,1.97,semi-commercial,False,967.0,15.8,frequent,4,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2368,IRR-TAN-2022-02368,Tanzania,2022,1.84,semi-commercial,False,742.0,32.4,rare,2,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2369,IRR-ZAM-2022-02369,Zambia,2022,1.84,subsistence,False,459.0,32.2,frequent,4,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2370,IRR-ZAM-2021-02370,Zambia,2021,7.02,semi-commercial,False,933.0,26.1,frequent,3,none,none,none,none,0.0,7.02,0.0,0.0,0,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,moderate_burden
2371,IRR-ETH-2024-02371,Ethiopia,2024,1.07,semi-commercial,False,1046.0,26.8,occasional,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2372,IRR-ZAM-2019-02372,Zambia,2019,0.81,semi-commercial,False,925.0,17.5,occasional,2,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2373,IRR-NIG-2022-02373,Nigeria,2022,0.52,commercial,False,449.0,31.3,rare,5,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2374,IRR-NIG-2024-02374,Nigeria,2024,1.93,subsistence,False,1189.0,31.8,rare,5,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2375,IRR-GHA-2020-02375,Ghana,2020,3.11,semi-commercial,False,522.0,21.9,rare,6,none,none,none,none,0.0,3.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2376,IRR-TAN-2023-02376,Tanzania,2023,2.5,subsistence,True,840.0,27.1,occasional,5,flood,rainwater_harvesting,electric,individual,1.21,1.3,48.2,37.0,6,fair,483.0,39.0,False,0.0,True,362.0,559.0,46.5,168.0,1.39,76.8,85.9,30.7,78.0,48.0,daily,visual,maize,50.0,1.62,2,4362.0,3616.0,False,True,False,0.0,15.8,poor,low,False,False,False,0.8,traditional,moderate_burden
2377,IRR-MAL-2022-02377,Malawi,2022,0.97,subsistence,True,400.0,26.1,rare,5,drip,rainwater_harvesting,electric,cooperative,0.8,0.17,82.6,45.0,13,fair,2006.0,154.0,True,951.0,False,317.0,537.0,95.0,301.0,1.91,86.5,75.0,61.7,75.0,12.0,daily,calendar,maize,56.9,1.69,2,2545.0,3171.0,False,False,False,0.0,6.2,poor,high,False,False,False,7.3,modern,moderate_burden
2378,IRR-UGA-2023-02378,Uganda,2023,0.89,semi-commercial,False,1298.0,26.9,frequent,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2379,IRR-MAL-2022-02379,Malawi,2022,0.8,subsistence,False,1177.0,18.3,rare,6,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2380,IRR-BUR-2020-02380,Burkina Faso,2020,1.81,subsistence,False,758.0,16.3,occasional,6,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2381,IRR-TAN-2019-02381,Tanzania,2019,1.24,commercial,False,400.0,25.1,frequent,2,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2382,IRR-MAL-2023-02382,Mali,2023,1.83,subsistence,False,674.0,31.9,occasional,3,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2383,IRR-NIG-2022-02383,Nigeria,2022,0.56,subsistence,False,1091.0,26.4,rare,2,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2384,IRR-UGA-2025-02384,Uganda,2025,0.51,commercial,False,620.0,21.4,rare,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2385,IRR-KEN-2024-02385,Kenya,2024,4.98,semi-commercial,True,1439.0,27.9,occasional,3,surface,reservoir,gravity,individual,3.3,1.68,66.3,178.0,15,good,2643.0,384.0,False,0.0,True,659.0,655.0,53.6,353.0,1.75,87.9,60.9,28.7,0.0,99.0,weekly,visual,fruits,23.6,2.31,1,21765.0,6589.0,False,False,False,0.0,0.0,good,low,True,False,True,4.5,traditional,moderate_burden
2386,IRR-UGA-2021-02386,Uganda,2021,1.12,semi-commercial,False,1190.0,31.5,occasional,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2387,IRR-BUR-2025-02387,Burkina Faso,2025,1.76,subsistence,False,994.0,33.8,frequent,3,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2388,IRR-UGA-2019-02388,Uganda,2019,1.72,subsistence,False,1006.0,24.7,rare,5,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2389,IRR-KEN-2020-02389,Kenya,2020,3.02,semi-commercial,False,1025.0,29.6,occasional,3,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2390,IRR-NIG-2024-02390,Nigeria,2024,1.26,subsistence,False,1091.0,28.7,rare,4,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2391,IRR-NIG-2022-02391,Nigeria,2022,1.59,semi-commercial,False,1261.0,23.6,occasional,5,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2392,IRR-ETH-2022-02392,Ethiopia,2022,1.77,subsistence,False,559.0,15.4,occasional,7,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2393,IRR-MAL-2022-02393,Mali,2022,1.77,subsistence,False,879.0,27.3,occasional,2,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2394,IRR-BUR-2021-02394,Burkina Faso,2021,2.12,semi-commercial,False,1027.0,28.5,rare,3,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2395,IRR-MAL-2019-02395,Malawi,2019,1.56,subsistence,False,491.0,34.4,rare,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2396,IRR-TAN-2019-02396,Tanzania,2019,0.6,subsistence,False,707.0,33.3,rare,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2397,IRR-NIG-2018-02397,Nigeria,2018,3.47,subsistence,False,1051.0,15.5,occasional,3,none,none,none,none,0.0,3.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2398,IRR-KEN-2024-02398,Kenya,2024,1.13,subsistence,False,898.0,20.6,frequent,7,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2399,IRR-MAL-2022-02399,Mali,2022,3.38,subsistence,False,1065.0,24.6,rare,6,none,none,none,none,0.0,3.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2400,IRR-ZAM-2025-02400,Zambia,2025,0.81,commercial,False,512.0,28.8,occasional,4,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2401,IRR-MAL-2018-02401,Malawi,2018,1.5,commercial,False,798.0,17.2,frequent,2,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2402,IRR-MAL-2019-02402,Mali,2019,0.67,subsistence,False,930.0,32.3,occasional,6,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2403,IRR-NIG-2024-02403,Nigeria,2024,0.51,subsistence,False,730.0,20.0,occasional,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2404,IRR-UGA-2018-02404,Uganda,2018,2.37,subsistence,False,1340.0,20.2,occasional,2,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2405,IRR-ZAM-2020-02405,Zambia,2020,1.0,semi-commercial,True,887.0,34.5,occasional,5,drip,reservoir,diesel,cooperative,0.49,0.5,49.4,26.0,15,excellent,1235.0,107.0,False,0.0,True,609.0,636.0,95.0,578.0,1.5,91.0,94.1,81.4,128.0,7.0,biweekly,visual,maize,58.0,2.46,2,3006.0,6087.0,False,False,False,0.0,13.5,good,high,True,False,True,4.3,modern,moderate_burden
2406,IRR-ETH-2024-02406,Ethiopia,2024,2.58,subsistence,False,506.0,27.3,occasional,6,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2407,IRR-TAN-2023-02407,Tanzania,2023,1.6,semi-commercial,False,605.0,18.1,rare,7,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2408,IRR-TAN-2025-02408,Tanzania,2025,5.06,subsistence,False,969.0,22.7,occasional,2,none,none,none,none,0.0,5.06,0.0,0.0,0,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,moderate_burden
2409,IRR-UGA-2022-02409,Uganda,2022,0.29,subsistence,False,749.0,22.7,rare,6,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2410,IRR-KEN-2025-02410,Kenya,2025,1.51,subsistence,False,922.0,34.1,frequent,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2411,IRR-NIG-2021-02411,Nigeria,2021,1.18,semi-commercial,False,400.0,27.6,frequent,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2412,IRR-TAN-2018-02412,Tanzania,2018,0.77,semi-commercial,False,400.0,30.3,occasional,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2413,IRR-UGA-2022-02413,Uganda,2022,3.45,subsistence,False,770.0,31.8,rare,6,none,none,none,none,0.0,3.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2414,IRR-BUR-2021-02414,Burkina Faso,2021,2.18,semi-commercial,False,909.0,25.9,occasional,3,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2415,IRR-MAL-2018-02415,Malawi,2018,0.62,subsistence,False,771.0,19.1,occasional,4,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2416,IRR-MAL-2024-02416,Malawi,2024,1.12,subsistence,False,1261.0,31.9,rare,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2417,IRR-UGA-2025-02417,Uganda,2025,0.9,subsistence,False,1327.0,21.0,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2418,IRR-GHA-2022-02418,Ghana,2022,3.53,semi-commercial,False,710.0,30.3,frequent,3,none,none,none,none,0.0,3.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2419,IRR-KEN-2025-02419,Kenya,2025,1.7,subsistence,False,979.0,31.9,occasional,4,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2420,IRR-GHA-2022-02420,Ghana,2022,0.72,subsistence,True,972.0,30.6,rare,6,surface,groundwater,gravity,shared,0.3,0.42,41.4,12.0,10,excellent,237.0,20.0,False,0.0,False,450.0,680.0,51.5,232.0,0.96,89.8,68.3,31.6,0.0,9.0,as_needed,calendar,vegetables,26.8,1.36,1,1334.0,4502.0,False,False,False,28.0,0.0,good,low,False,False,True,2.5,traditional,moderate_burden
2421,IRR-GHA-2021-02421,Ghana,2021,1.85,commercial,False,972.0,23.4,rare,5,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2422,IRR-TAN-2019-02422,Tanzania,2019,7.14,semi-commercial,False,1167.0,33.8,occasional,7,none,none,none,none,0.0,7.14,0.0,0.0,0,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,moderate_burden
2423,IRR-ZAM-2024-02423,Zambia,2024,1.44,subsistence,False,638.0,15.9,frequent,7,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2424,IRR-ZAM-2018-02424,Zambia,2018,1.27,subsistence,True,811.0,32.8,frequent,6,surface,lake,gravity,shared,1.11,0.16,87.5,39.0,15,good,887.0,68.0,False,0.0,False,590.0,698.0,53.9,318.0,2.2,92.3,60.7,30.2,0.0,33.0,biweekly,soil_moisture,maize,51.3,2.48,1,6539.0,5897.0,False,False,False,0.0,0.0,good,low,False,True,False,2.7,traditional,moderate_burden
2425,IRR-BUR-2019-02425,Burkina Faso,2019,1.51,semi-commercial,False,444.0,15.0,occasional,4,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2426,IRR-BUR-2024-02426,Burkina Faso,2024,2.41,semi-commercial,False,883.0,25.5,occasional,6,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2427,IRR-BUR-2021-02427,Burkina Faso,2021,0.8,subsistence,False,1012.0,19.2,occasional,7,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2428,IRR-UGA-2020-02428,Uganda,2020,3.48,commercial,True,917.0,17.2,frequent,5,surface,rainwater_harvesting,diesel,shared,1.43,2.06,41.0,72.0,12,fair,1143.0,151.0,False,0.0,True,763.0,666.0,48.1,368.0,2.38,93.3,70.2,31.6,147.0,43.0,weekly,soil_moisture,cotton,22.3,1.32,1,10911.0,7634.0,False,False,False,0.0,23.5,poor,low,True,True,False,2.9,traditional,moderate_burden
2429,IRR-ZAM-2019-02429,Zambia,2019,1.0,semi-commercial,False,1380.0,21.7,rare,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2430,IRR-ETH-2021-02430,Ethiopia,2021,0.45,subsistence,False,513.0,34.5,rare,4,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2431,IRR-TAN-2022-02431,Tanzania,2022,1.33,subsistence,False,802.0,27.7,occasional,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2432,IRR-GHA-2023-02432,Ghana,2023,0.58,semi-commercial,False,695.0,24.9,occasional,2,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2433,IRR-GHA-2020-02433,Ghana,2020,2.42,semi-commercial,False,639.0,16.1,occasional,4,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2434,IRR-MAL-2021-02434,Malawi,2021,1.21,commercial,False,1115.0,33.8,frequent,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2435,IRR-MAL-2025-02435,Mali,2025,1.49,subsistence,False,1445.0,30.4,occasional,6,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2436,IRR-MAL-2025-02436,Malawi,2025,1.34,subsistence,False,750.0,22.4,occasional,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2437,IRR-GHA-2022-02437,Ghana,2022,0.83,subsistence,False,1160.0,21.8,occasional,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2438,IRR-UGA-2024-02438,Uganda,2024,1.12,semi-commercial,True,897.0,26.2,occasional,4,drip,reservoir,electric,individual,0.99,0.13,88.5,47.0,10,fair,2478.0,322.0,False,0.0,False,490.0,609.0,84.2,413.0,2.22,71.6,80.7,48.6,105.0,15.0,daily,visual,vegetables,37.0,1.96,3,4860.0,4903.0,False,False,False,0.0,18.0,poor,high,False,False,False,11.9,modern,moderate_burden
2439,IRR-TAN-2022-02439,Tanzania,2022,0.99,commercial,False,576.0,33.9,rare,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2440,IRR-KEN-2025-02440,Kenya,2025,1.88,subsistence,False,759.0,21.5,occasional,3,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2441,IRR-GHA-2019-02441,Ghana,2019,1.27,semi-commercial,False,879.0,16.4,frequent,4,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2442,IRR-ETH-2024-02442,Ethiopia,2024,1.48,subsistence,False,654.0,20.6,rare,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2443,IRR-KEN-2023-02443,Kenya,2023,2.16,commercial,True,1306.0,31.3,occasional,2,surface,lake,solar,individual,1.53,0.62,71.1,52.0,15,excellent,1228.0,148.0,True,389.0,False,660.0,576.0,54.2,358.0,1.3,87.3,87.0,41.2,0.0,46.0,biweekly,soil_moisture,vegetables,26.9,1.89,1,10134.0,6604.0,True,False,False,0.0,6.2,good,low,True,False,False,4.2,traditional,moderate_burden
2444,IRR-UGA-2019-02444,Uganda,2019,3.16,subsistence,False,1042.0,15.5,occasional,6,none,none,none,none,0.0,3.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2445,IRR-ETH-2021-02445,Ethiopia,2021,3.65,subsistence,False,697.0,28.3,rare,6,none,none,none,none,0.0,3.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2446,IRR-ZAM-2021-02446,Zambia,2021,0.77,subsistence,False,521.0,19.3,frequent,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2447,IRR-ZAM-2025-02447,Zambia,2025,1.49,subsistence,False,885.0,18.7,occasional,5,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2448,IRR-ZAM-2020-02448,Zambia,2020,1.41,semi-commercial,False,1246.0,32.5,occasional,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2449,IRR-NIG-2018-02449,Nigeria,2018,0.96,subsistence,False,1057.0,34.5,rare,3,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2450,IRR-MAL-2020-02450,Malawi,2020,2.1,subsistence,False,761.0,32.5,rare,4,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2451,IRR-BUR-2020-02451,Burkina Faso,2020,1.19,commercial,False,1061.0,22.2,occasional,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2452,IRR-GHA-2018-02452,Ghana,2018,0.77,subsistence,False,675.0,25.4,occasional,3,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2453,IRR-TAN-2023-02453,Tanzania,2023,1.58,semi-commercial,False,1044.0,19.3,frequent,3,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2454,IRR-ZAM-2025-02454,Zambia,2025,0.92,subsistence,True,842.0,26.7,occasional,5,flood,rainwater_harvesting,gravity,individual,0.33,0.59,35.8,16.0,14,fair,131.0,17.0,False,0.0,True,748.0,667.0,40.8,305.0,1.87,89.6,89.9,32.8,0.0,13.0,biweekly,visual,fruits,33.5,2.16,2,2457.0,7479.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.9,traditional,moderate_burden
2455,IRR-MAL-2023-02455,Mali,2023,1.54,semi-commercial,False,928.0,19.7,frequent,7,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2456,IRR-NIG-2021-02456,Nigeria,2021,1.3,subsistence,False,781.0,18.3,frequent,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2457,IRR-ETH-2019-02457,Ethiopia,2019,1.33,semi-commercial,False,1323.0,15.5,occasional,4,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2458,IRR-BUR-2024-02458,Burkina Faso,2024,0.66,subsistence,True,645.0,19.7,occasional,3,flood,lake,gravity,individual,0.49,0.17,74.1,16.0,6,poor,195.0,20.0,False,0.0,False,748.0,552.0,43.8,328.0,1.85,88.7,85.3,33.2,0.0,20.0,weekly,visual,vegetables,36.0,1.91,1,3651.0,7476.0,False,True,False,0.0,0.0,poor,low,True,False,False,1.6,traditional,moderate_burden
2459,IRR-MAL-2022-02459,Malawi,2022,1.09,subsistence,False,910.0,28.7,frequent,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2460,IRR-TAN-2018-02460,Tanzania,2018,0.3,subsistence,False,1186.0,26.5,occasional,2,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2461,IRR-UGA-2018-02461,Uganda,2018,1.0,commercial,False,730.0,19.7,occasional,2,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2462,IRR-GHA-2022-02462,Ghana,2022,1.35,semi-commercial,False,989.0,34.2,rare,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2463,IRR-TAN-2019-02463,Tanzania,2019,0.63,semi-commercial,False,1161.0,33.2,rare,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2464,IRR-NIG-2021-02464,Nigeria,2021,1.43,subsistence,False,1351.0,33.9,occasional,3,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2465,IRR-ETH-2024-02465,Ethiopia,2024,2.92,subsistence,True,1028.0,30.8,rare,6,surface,reservoir,diesel,individual,1.9,1.03,64.9,97.0,6,fair,1516.0,100.0,True,561.0,False,336.0,472.0,53.1,178.0,1.22,90.0,89.0,42.5,523.0,57.0,biweekly,visual,fruits,41.5,1.63,2,6363.0,3357.0,False,True,False,0.0,20.7,poor,low,True,False,False,2.5,traditional,moderate_burden
2466,IRR-MAL-2022-02466,Malawi,2022,2.23,subsistence,True,525.0,23.3,rare,3,surface,rainwater_harvesting,solar,cooperative,2.12,0.1,95.4,97.0,15,fair,1700.0,227.0,False,0.0,False,378.0,485.0,48.6,184.0,1.69,80.8,72.5,28.5,0.0,64.0,daily,calendar,vegetables,34.2,2.11,1,8029.0,3779.0,False,False,False,0.0,3.0,poor,low,False,False,False,4.5,traditional,moderate_burden
2467,IRR-NIG-2018-02467,Nigeria,2018,0.49,semi-commercial,False,1315.0,27.2,rare,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2468,IRR-KEN-2019-02468,Kenya,2019,2.61,subsistence,False,1020.0,25.0,occasional,5,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2469,IRR-ETH-2018-02469,Ethiopia,2018,0.84,semi-commercial,False,400.0,19.6,occasional,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2470,IRR-NIG-2024-02470,Nigeria,2024,1.59,subsistence,False,870.0,28.4,occasional,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2471,IRR-NIG-2025-02471,Nigeria,2025,0.67,subsistence,False,846.0,32.9,occasional,2,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2472,IRR-ETH-2025-02472,Ethiopia,2025,2.71,subsistence,False,750.0,23.0,occasional,4,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2473,IRR-KEN-2024-02473,Kenya,2024,1.7,commercial,True,1234.0,26.6,occasional,2,drip,lake,solar,private_company,1.28,0.42,75.3,54.0,14,good,3203.0,409.0,False,0.0,False,498.0,534.0,92.0,458.0,0.93,72.8,94.8,63.5,0.0,19.0,biweekly,visual,rice,49.6,2.34,2,6382.0,4981.0,False,False,False,0.0,20.8,good,high,False,False,False,7.6,modern,moderate_burden
2474,IRR-MAL-2022-02474,Mali,2022,2.29,subsistence,False,987.0,20.3,frequent,4,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2475,IRR-TAN-2021-02475,Tanzania,2021,3.44,semi-commercial,False,728.0,31.3,rare,2,none,none,none,none,0.0,3.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2476,IRR-UGA-2021-02476,Uganda,2021,1.29,subsistence,False,1226.0,17.5,rare,7,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2477,IRR-TAN-2019-02477,Tanzania,2019,1.23,subsistence,False,1001.0,22.1,occasional,4,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2478,IRR-BUR-2018-02478,Burkina Faso,2018,0.9,subsistence,False,905.0,18.4,rare,7,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2479,IRR-UGA-2025-02479,Uganda,2025,3.44,semi-commercial,False,907.0,15.3,rare,4,none,none,none,none,0.0,3.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2480,IRR-MAL-2020-02480,Mali,2020,0.43,semi-commercial,False,1046.0,34.1,rare,6,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2481,IRR-BUR-2018-02481,Burkina Faso,2018,1.64,semi-commercial,False,856.0,34.6,occasional,2,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2482,IRR-ZAM-2024-02482,Zambia,2024,2.06,semi-commercial,False,968.0,30.3,rare,6,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2483,IRR-ETH-2024-02483,Ethiopia,2024,1.06,semi-commercial,True,912.0,16.4,occasional,5,surface,reservoir,diesel,individual,0.33,0.72,31.7,11.0,11,fair,268.0,24.0,True,126.0,False,345.0,637.0,52.9,182.0,1.29,70.8,62.7,23.5,81.0,10.0,weekly,calendar,maize,30.9,1.28,1,1152.0,3446.0,False,True,True,0.0,9.6,poor,low,True,False,False,1.6,traditional,moderate_burden
2484,IRR-BUR-2023-02484,Burkina Faso,2023,5.17,semi-commercial,False,647.0,28.4,occasional,2,none,none,none,none,0.0,5.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2485,IRR-NIG-2020-02485,Nigeria,2020,1.45,semi-commercial,False,591.0,22.9,occasional,4,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2486,IRR-BUR-2021-02486,Burkina Faso,2021,1.66,semi-commercial,False,555.0,32.6,rare,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2487,IRR-KEN-2019-02487,Kenya,2019,1.64,semi-commercial,False,823.0,33.3,rare,6,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2488,IRR-KEN-2024-02488,Kenya,2024,0.8,semi-commercial,False,644.0,33.0,occasional,6,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2489,IRR-ETH-2024-02489,Ethiopia,2024,2.24,subsistence,False,939.0,32.8,occasional,6,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2490,IRR-BUR-2020-02490,Burkina Faso,2020,0.92,semi-commercial,False,771.0,23.3,frequent,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2491,IRR-MAL-2020-02491,Malawi,2020,2.32,subsistence,False,400.0,21.2,occasional,5,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2492,IRR-NIG-2025-02492,Nigeria,2025,1.5,semi-commercial,False,1009.0,21.4,rare,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2493,IRR-UGA-2018-02493,Uganda,2018,1.22,subsistence,False,804.0,29.9,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2494,IRR-BUR-2020-02494,Burkina Faso,2020,2.55,subsistence,False,1103.0,34.7,frequent,7,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2495,IRR-ETH-2019-02495,Ethiopia,2019,1.49,subsistence,False,529.0,28.3,occasional,7,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2496,IRR-KEN-2020-02496,Kenya,2020,0.78,semi-commercial,False,632.0,20.6,occasional,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2497,IRR-UGA-2019-02497,Uganda,2019,3.35,subsistence,False,744.0,22.8,occasional,3,none,none,none,none,0.0,3.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2498,IRR-ETH-2023-02498,Ethiopia,2023,1.2,subsistence,True,1274.0,17.2,frequent,3,surface,reservoir,solar,individual,0.38,0.82,31.8,16.0,19,excellent,306.0,42.0,False,0.0,False,578.0,658.0,55.1,319.0,0.81,74.7,74.0,30.5,0.0,11.0,as_needed,visual,sugarcane,36.7,1.73,1,2215.0,5785.0,False,True,False,0.0,15.8,good,low,False,True,True,1.4,traditional,moderate_burden
2499,IRR-ETH-2021-02499,Ethiopia,2021,2.17,commercial,False,400.0,33.9,occasional,7,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2500,IRR-KEN-2019-02500,Kenya,2019,0.91,subsistence,False,870.0,34.8,rare,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2501,IRR-GHA-2022-02501,Ghana,2022,3.11,commercial,False,750.0,31.0,frequent,5,none,none,none,none,0.0,3.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2502,IRR-NIG-2023-02502,Nigeria,2023,7.61,semi-commercial,False,934.0,31.5,occasional,3,none,none,none,none,0.0,7.61,0.0,0.0,0,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,moderate_burden
2503,IRR-MAL-2023-02503,Malawi,2023,1.9,semi-commercial,False,914.0,16.5,rare,5,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2504,IRR-NIG-2025-02504,Nigeria,2025,1.21,semi-commercial,False,714.0,31.9,rare,4,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2505,IRR-MAL-2023-02505,Mali,2023,1.6,subsistence,False,869.0,26.8,occasional,2,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2506,IRR-ZAM-2021-02506,Zambia,2021,2.31,subsistence,True,400.0,33.9,occasional,5,flood,lake,manual,shared,1.17,1.14,50.8,61.0,19,fair,470.0,68.0,False,0.0,True,723.0,401.0,47.0,340.0,1.2,83.8,87.0,34.3,0.0,47.0,weekly,visual,vegetables,53.2,1.95,2,8496.0,7232.0,True,False,False,0.0,0.0,poor,low,False,False,False,0.8,traditional,moderate_burden
2507,IRR-BUR-2021-02507,Burkina Faso,2021,1.29,subsistence,False,1220.0,25.5,occasional,2,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2508,IRR-ETH-2018-02508,Ethiopia,2018,1.69,subsistence,False,936.0,23.0,occasional,7,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2509,IRR-MAL-2021-02509,Malawi,2021,2.25,subsistence,False,662.0,29.0,frequent,7,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2510,IRR-GHA-2022-02510,Ghana,2022,6.72,subsistence,False,842.0,32.1,rare,3,none,none,none,none,0.0,6.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2511,IRR-TAN-2024-02511,Tanzania,2024,2.01,subsistence,False,1095.0,26.7,rare,5,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2512,IRR-ZAM-2025-02512,Zambia,2025,0.63,subsistence,True,752.0,28.5,occasional,5,sprinkler,wetland,diesel,shared,0.62,0.01,98.6,20.0,11,excellent,934.0,137.0,False,0.0,True,413.0,447.0,67.2,278.0,0.9,86.0,72.0,41.6,69.0,12.0,weekly,calendar,fruits,32.0,1.48,1,2573.0,4132.0,True,False,False,0.0,6.0,good,medium,False,False,False,9.2,modern,moderate_burden
2513,IRR-KEN-2021-02513,Kenya,2021,1.65,semi-commercial,False,973.0,30.6,occasional,3,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2514,IRR-UGA-2023-02514,Uganda,2023,4.0,semi-commercial,False,832.0,18.5,occasional,3,none,none,none,none,0.0,4.0,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2515,IRR-TAN-2019-02515,Tanzania,2019,0.63,commercial,False,1477.0,30.9,rare,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2516,IRR-UGA-2018-02516,Uganda,2018,0.93,subsistence,False,668.0,23.6,occasional,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2517,IRR-TAN-2020-02517,Tanzania,2020,3.14,subsistence,False,1085.0,29.1,occasional,7,none,none,none,none,0.0,3.14,0.0,0.0,0,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,False,False,0.0,none,moderate_burden
2518,IRR-KEN-2022-02518,Kenya,2022,2.88,subsistence,True,1144.0,18.3,occasional,5,surface,river,manual,individual,2.67,0.21,92.6,99.0,0,fair,2136.0,239.0,False,0.0,False,646.0,429.0,48.9,316.0,0.86,78.9,80.8,31.1,0.0,80.0,biweekly,soil_moisture,vegetables,56.6,1.57,3,17248.0,6461.0,False,False,False,0.0,0.0,poor,low,False,False,False,2.6,traditional,moderate_burden
2519,IRR-UGA-2019-02519,Uganda,2019,2.04,commercial,False,903.0,25.6,frequent,2,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2520,IRR-ETH-2021-02520,Ethiopia,2021,0.91,semi-commercial,False,400.0,31.5,rare,7,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2521,IRR-NIG-2025-02521,Nigeria,2025,3.21,subsistence,False,1065.0,27.3,frequent,4,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2522,IRR-ETH-2022-02522,Ethiopia,2022,1.83,subsistence,False,596.0,19.2,rare,4,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2523,IRR-UGA-2021-02523,Uganda,2021,1.18,semi-commercial,False,958.0,32.5,rare,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2524,IRR-MAL-2018-02524,Malawi,2018,1.34,semi-commercial,False,760.0,19.6,frequent,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2525,IRR-KEN-2025-02525,Kenya,2025,0.8,semi-commercial,True,1202.0,15.7,frequent,3,drip,river,solar,individual,0.29,0.51,36.4,12.0,5,good,731.0,61.0,False,0.0,True,457.0,423.0,95.0,434.0,2.49,85.0,94.3,76.1,0.0,4.0,biweekly,visual,fruits,35.1,1.34,1,1337.0,4570.0,False,False,False,0.0,22.9,good,high,False,True,False,5.2,modern,moderate_burden
2526,IRR-KEN-2021-02526,Kenya,2021,1.11,subsistence,False,739.0,25.7,frequent,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2527,IRR-ZAM-2024-02527,Zambia,2024,1.44,subsistence,False,1020.0,32.6,occasional,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2528,IRR-KEN-2022-02528,Kenya,2022,0.43,subsistence,False,936.0,21.4,occasional,5,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2529,IRR-TAN-2025-02529,Tanzania,2025,1.42,subsistence,False,474.0,29.4,occasional,2,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2530,IRR-BUR-2024-02530,Burkina Faso,2024,0.38,subsistence,False,1055.0,34.4,rare,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2531,IRR-ZAM-2025-02531,Zambia,2025,4.54,commercial,False,1090.0,25.0,frequent,6,none,none,none,none,0.0,4.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2532,IRR-MAL-2023-02532,Mali,2023,0.66,commercial,False,662.0,28.7,frequent,5,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2533,IRR-NIG-2024-02533,Nigeria,2024,0.81,commercial,False,878.0,31.4,frequent,7,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2534,IRR-MAL-2019-02534,Mali,2019,1.12,subsistence,False,997.0,21.6,rare,3,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2535,IRR-MAL-2020-02535,Malawi,2020,0.88,subsistence,False,1179.0,28.9,frequent,7,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2536,IRR-MAL-2019-02536,Malawi,2019,1.07,subsistence,False,908.0,21.6,rare,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2537,IRR-BUR-2018-02537,Burkina Faso,2018,3.81,semi-commercial,False,873.0,21.1,occasional,3,none,none,none,none,0.0,3.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2538,IRR-MAL-2020-02538,Malawi,2020,0.5,semi-commercial,False,972.0,25.9,occasional,4,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2539,IRR-TAN-2019-02539,Tanzania,2019,3.15,subsistence,False,807.0,24.7,occasional,4,none,none,none,none,0.0,3.15,0.0,0.0,0,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,moderate_burden
2540,IRR-KEN-2021-02540,Kenya,2021,2.86,subsistence,False,1055.0,25.2,frequent,3,none,none,none,none,0.0,2.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2541,IRR-BUR-2022-02541,Burkina Faso,2022,0.77,subsistence,True,929.0,26.5,occasional,2,drip,river,electric,individual,0.34,0.43,44.0,17.0,13,good,847.0,80.0,False,0.0,True,336.0,534.0,87.8,295.0,2.31,74.2,95.0,61.9,40.0,5.0,daily,visual,sugarcane,46.5,2.21,2,1140.0,3364.0,False,False,False,0.0,12.3,good,high,False,False,False,4.7,modern,moderate_burden
2542,IRR-MAL-2022-02542,Mali,2022,0.33,semi-commercial,False,696.0,24.4,frequent,2,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2543,IRR-UGA-2025-02543,Uganda,2025,0.2,semi-commercial,False,868.0,31.0,occasional,5,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2544,IRR-TAN-2018-02544,Tanzania,2018,1.67,semi-commercial,False,811.0,17.2,frequent,3,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2545,IRR-GHA-2022-02545,Ghana,2022,1.16,subsistence,False,1015.0,16.3,rare,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2546,IRR-ETH-2023-02546,Ethiopia,2023,1.56,semi-commercial,True,933.0,19.4,occasional,5,drip,groundwater,solar,government,1.12,0.44,72.1,62.0,11,good,2811.0,225.0,False,0.0,False,323.0,606.0,95.0,307.0,1.69,91.1,91.3,79.1,0.0,17.0,daily,calendar,vegetables,55.5,1.24,2,3628.0,3227.0,False,False,False,20.4,3.4,good,high,True,False,True,6.5,modern,moderate_burden
2547,IRR-MAL-2018-02547,Mali,2018,0.72,subsistence,True,801.0,18.4,occasional,6,sprinkler,reservoir,diesel,individual,0.34,0.38,46.6,19.0,16,excellent,503.0,63.0,False,0.0,False,491.0,688.0,69.7,342.0,2.03,85.6,80.0,47.8,94.0,7.0,as_needed,visual,vegetables,38.9,1.73,2,1645.0,4906.0,True,False,False,0.0,6.3,good,medium,False,False,True,3.6,modern,moderate_burden
2548,IRR-ZAM-2021-02548,Zambia,2021,0.86,semi-commercial,False,963.0,27.4,occasional,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2549,IRR-GHA-2022-02549,Ghana,2022,3.14,commercial,True,939.0,22.2,rare,2,drip,river,gravity,individual,2.97,0.17,94.6,151.0,3,excellent,7427.0,397.0,False,0.0,True,793.0,476.0,83.0,658.0,2.48,74.9,71.2,44.3,0.0,45.0,as_needed,calendar,horticulture,51.1,1.35,2,23566.0,7933.0,False,True,False,0.0,0.0,good,high,False,False,False,9.3,modern,moderate_burden
2550,IRR-TAN-2021-02550,Tanzania,2021,1.41,semi-commercial,False,709.0,33.2,frequent,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2551,IRR-UGA-2023-02551,Uganda,2023,2.3,commercial,False,683.0,23.8,frequent,4,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2552,IRR-UGA-2025-02552,Uganda,2025,2.24,commercial,False,1014.0,20.5,rare,2,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2553,IRR-ZAM-2020-02553,Zambia,2020,0.79,semi-commercial,False,573.0,33.3,occasional,4,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2554,IRR-MAL-2019-02554,Malawi,2019,1.51,subsistence,False,773.0,32.0,occasional,2,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2555,IRR-KEN-2019-02555,Kenya,2019,0.57,semi-commercial,False,577.0,29.1,occasional,7,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2556,IRR-GHA-2020-02556,Ghana,2020,0.34,subsistence,False,1149.0,19.6,frequent,3,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2557,IRR-MAL-2021-02557,Malawi,2021,6.95,subsistence,False,1079.0,23.3,rare,2,none,none,none,none,0.0,6.95,0.0,0.0,0,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,moderate_burden
2558,IRR-MAL-2024-02558,Malawi,2024,0.84,semi-commercial,False,1124.0,30.8,occasional,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2559,IRR-MAL-2023-02559,Malawi,2023,2.41,subsistence,False,719.0,23.6,frequent,2,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2560,IRR-UGA-2025-02560,Uganda,2025,0.7,semi-commercial,False,828.0,15.3,rare,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2561,IRR-NIG-2023-02561,Nigeria,2023,1.66,semi-commercial,False,789.0,26.0,frequent,4,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2562,IRR-ZAM-2022-02562,Zambia,2022,0.43,commercial,False,753.0,34.5,occasional,5,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2563,IRR-BUR-2025-02563,Burkina Faso,2025,2.9,subsistence,False,998.0,28.1,frequent,5,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2564,IRR-ETH-2024-02564,Ethiopia,2024,0.57,subsistence,True,817.0,16.4,frequent,2,sprinkler,lake,manual,individual,0.22,0.35,38.8,8.0,16,poor,330.0,48.0,False,0.0,True,578.0,692.0,74.1,428.0,2.14,78.0,80.1,46.3,0.0,4.0,daily,visual,fruits,48.0,1.43,1,1274.0,5782.0,False,False,False,0.0,0.0,poor,medium,True,True,False,2.4,modern,moderate_burden
2565,IRR-NIG-2019-02565,Nigeria,2019,0.64,semi-commercial,False,1256.0,20.9,frequent,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2566,IRR-NIG-2018-02566,Nigeria,2018,1.65,semi-commercial,False,727.0,24.3,frequent,6,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2567,IRR-UGA-2022-02567,Uganda,2022,0.59,subsistence,False,910.0,33.0,occasional,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2568,IRR-BUR-2025-02568,Burkina Faso,2025,1.45,subsistence,False,551.0,16.6,occasional,6,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2569,IRR-BUR-2020-02569,Burkina Faso,2020,1.08,subsistence,False,947.0,16.5,frequent,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2570,IRR-GHA-2024-02570,Ghana,2024,1.61,subsistence,False,633.0,17.2,frequent,5,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2571,IRR-MAL-2019-02571,Malawi,2019,0.8,subsistence,False,836.0,32.2,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2572,IRR-NIG-2024-02572,Nigeria,2024,0.59,subsistence,True,909.0,16.7,rare,4,flood,groundwater,gravity,shared,0.38,0.21,64.5,19.0,11,poor,153.0,11.0,False,0.0,True,733.0,656.0,39.0,286.0,2.01,75.0,70.8,20.7,0.0,15.0,biweekly,visual,maize,55.2,2.01,2,2811.0,7328.0,True,False,False,77.1,0.0,poor,low,True,False,False,0.9,traditional,moderate_burden
2573,IRR-UGA-2018-02573,Uganda,2018,0.51,semi-commercial,False,797.0,28.3,rare,2,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,moderate_burden
2574,IRR-ZAM-2024-02574,Zambia,2024,2.68,semi-commercial,True,895.0,25.8,frequent,2,flood,groundwater,manual,individual,1.89,0.79,70.6,112.0,14,good,756.0,43.0,False,0.0,False,389.0,645.0,45.8,178.0,2.5,74.2,72.3,24.6,0.0,76.0,as_needed,calendar,sugarcane,21.9,1.42,3,7344.0,3887.0,True,True,False,52.9,0.0,good,low,False,True,True,2.6,traditional,moderate_burden
2575,IRR-GHA-2023-02575,Ghana,2023,1.92,subsistence,False,798.0,19.1,occasional,4,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2576,IRR-ZAM-2022-02576,Zambia,2022,1.29,commercial,False,935.0,25.2,frequent,2,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2577,IRR-BUR-2020-02577,Burkina Faso,2020,1.02,commercial,False,758.0,28.8,occasional,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2578,IRR-BUR-2020-02578,Burkina Faso,2020,0.98,subsistence,False,716.0,22.1,rare,5,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2579,IRR-UGA-2023-02579,Uganda,2023,1.77,subsistence,False,537.0,33.9,frequent,6,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2580,IRR-KEN-2018-02580,Kenya,2018,1.81,subsistence,False,955.0,23.5,rare,7,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2581,IRR-KEN-2025-02581,Kenya,2025,2.47,semi-commercial,False,661.0,31.6,frequent,4,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2582,IRR-GHA-2020-02582,Ghana,2020,0.44,semi-commercial,False,848.0,29.9,frequent,3,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2583,IRR-MAL-2021-02583,Malawi,2021,1.56,subsistence,False,992.0,29.7,occasional,2,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2584,IRR-ZAM-2024-02584,Zambia,2024,1.23,semi-commercial,False,764.0,15.4,rare,3,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2585,IRR-NIG-2025-02585,Nigeria,2025,1.3,subsistence,True,763.0,20.6,rare,4,surface,river,solar,cooperative,0.88,0.43,67.3,46.0,5,fair,702.0,44.0,False,0.0,True,555.0,466.0,56.5,314.0,0.83,93.1,66.8,35.1,0.0,26.0,as_needed,visual,maize,38.3,2.14,2,4874.0,5553.0,False,False,True,0.0,19.9,poor,low,False,False,False,2.8,traditional,moderate_burden
2586,IRR-UGA-2022-02586,Uganda,2022,0.73,subsistence,False,400.0,26.9,frequent,4,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2587,IRR-MAL-2023-02587,Mali,2023,5.39,subsistence,False,915.0,30.3,frequent,4,none,none,none,none,0.0,5.39,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2588,IRR-UGA-2018-02588,Uganda,2018,1.07,semi-commercial,False,1271.0,30.7,frequent,7,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2589,IRR-ZAM-2020-02589,Zambia,2020,1.4,subsistence,False,793.0,30.0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2590,IRR-TAN-2018-02590,Tanzania,2018,1.44,subsistence,False,896.0,18.9,rare,6,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2591,IRR-MAL-2021-02591,Mali,2021,1.61,subsistence,False,1006.0,18.6,occasional,5,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2592,IRR-ETH-2025-02592,Ethiopia,2025,2.37,subsistence,False,956.0,25.6,rare,7,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2593,IRR-KEN-2018-02593,Kenya,2018,0.83,commercial,False,1363.0,26.3,frequent,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2594,IRR-ZAM-2021-02594,Zambia,2021,1.62,subsistence,False,757.0,24.4,rare,5,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2595,IRR-NIG-2019-02595,Nigeria,2019,1.26,semi-commercial,False,653.0,19.3,occasional,5,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2596,IRR-KEN-2021-02596,Kenya,2021,1.32,subsistence,False,808.0,21.2,frequent,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2597,IRR-TAN-2023-02597,Tanzania,2023,0.63,subsistence,False,1277.0,28.3,rare,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2598,IRR-UGA-2018-02598,Uganda,2018,0.52,semi-commercial,False,984.0,17.0,occasional,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2599,IRR-MAL-2021-02599,Malawi,2021,2.06,semi-commercial,True,1057.0,18.5,rare,6,drip,reservoir,electric,individual,1.71,0.35,83.2,59.0,18,fair,4281.0,252.0,False,0.0,False,634.0,662.0,95.0,602.0,1.31,85.0,70.5,57.0,128.0,26.0,weekly,visual,vegetables,20.5,1.51,2,10852.0,6338.0,False,False,False,0.0,14.2,poor,high,True,False,False,20.3,modern,moderate_burden
2600,IRR-ETH-2022-02600,Ethiopia,2022,1.22,subsistence,False,790.0,28.9,frequent,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2601,IRR-BUR-2018-02601,Burkina Faso,2018,4.68,commercial,False,1477.0,16.5,occasional,5,none,none,none,none,0.0,4.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2602,IRR-MAL-2023-02602,Malawi,2023,1.57,semi-commercial,False,719.0,34.7,occasional,2,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2603,IRR-BUR-2024-02603,Burkina Faso,2024,4.75,semi-commercial,True,1131.0,23.0,occasional,4,surface,river,gravity,individual,1.65,3.1,34.7,82.0,4,good,1319.0,146.0,False,0.0,False,552.0,675.0,49.5,273.0,0.82,87.0,81.5,35.1,0.0,49.0,weekly,weather_based,rice,41.5,2.35,3,9091.0,5515.0,False,False,False,0.0,0.0,good,low,True,False,False,1.3,traditional,moderate_burden
2604,IRR-ETH-2021-02604,Ethiopia,2021,1.23,semi-commercial,True,1237.0,21.3,occasional,3,surface,rainwater_harvesting,diesel,cooperative,0.97,0.26,79.0,58.0,5,good,778.0,113.0,False,0.0,False,781.0,573.0,54.5,426.0,1.24,81.8,89.1,39.8,253.0,29.0,weekly,weather_based,horticulture,32.6,1.36,2,7594.0,7811.0,False,False,False,0.0,9.0,good,low,False,False,False,3.9,traditional,moderate_burden
2605,IRR-KEN-2018-02605,Kenya,2018,0.46,semi-commercial,False,679.0,20.4,frequent,3,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2606,IRR-NIG-2024-02606,Nigeria,2024,0.74,semi-commercial,False,544.0,31.8,rare,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2607,IRR-UGA-2020-02607,Uganda,2020,1.46,semi-commercial,False,400.0,32.0,occasional,4,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2608,IRR-MAL-2020-02608,Malawi,2020,0.87,commercial,False,869.0,33.7,rare,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2609,IRR-KEN-2020-02609,Kenya,2020,0.74,subsistence,False,1058.0,19.3,occasional,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2610,IRR-BUR-2022-02610,Burkina Faso,2022,1.27,subsistence,False,1037.0,24.3,occasional,6,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2611,IRR-KEN-2020-02611,Kenya,2020,0.52,subsistence,False,1007.0,34.9,rare,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2612,IRR-NIG-2020-02612,Nigeria,2020,1.73,subsistence,False,867.0,20.5,frequent,6,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2613,IRR-NIG-2022-02613,Nigeria,2022,0.95,subsistence,False,560.0,18.5,occasional,5,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2614,IRR-ETH-2020-02614,Ethiopia,2020,0.73,subsistence,False,931.0,16.0,frequent,7,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2615,IRR-GHA-2018-02615,Ghana,2018,1.05,commercial,False,652.0,25.9,rare,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2616,IRR-UGA-2022-02616,Uganda,2022,0.79,commercial,False,577.0,34.6,occasional,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2617,IRR-MAL-2024-02617,Malawi,2024,1.17,semi-commercial,False,637.0,20.4,rare,4,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2618,IRR-BUR-2018-02618,Burkina Faso,2018,3.03,subsistence,False,959.0,31.1,rare,7,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2619,IRR-KEN-2018-02619,Kenya,2018,0.41,semi-commercial,False,1289.0,24.6,occasional,7,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2620,IRR-ETH-2020-02620,Ethiopia,2020,0.35,subsistence,False,868.0,20.8,rare,4,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2621,IRR-NIG-2021-02621,Nigeria,2021,3.84,subsistence,False,943.0,16.2,occasional,6,none,none,none,none,0.0,3.84,0.0,0.0,0,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,moderate_burden
2622,IRR-KEN-2021-02622,Kenya,2021,1.05,subsistence,False,883.0,18.4,occasional,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2623,IRR-UGA-2025-02623,Uganda,2025,5.95,subsistence,False,798.0,23.6,rare,3,none,none,none,none,0.0,5.95,0.0,0.0,0,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,moderate_burden
2624,IRR-MAL-2019-02624,Mali,2019,1.28,semi-commercial,True,987.0,18.4,occasional,6,sprinkler,groundwater,diesel,individual,1.04,0.24,81.4,50.0,11,fair,1560.0,191.0,False,0.0,True,651.0,675.0,64.4,419.0,1.25,91.3,63.1,37.1,209.0,21.0,weekly,visual,vegetables,20.1,1.36,1,6767.0,6507.0,False,True,True,56.1,20.3,poor,medium,False,False,False,12.2,modern,moderate_burden
2625,IRR-MAL-2018-02625,Malawi,2018,1.05,subsistence,False,509.0,30.2,frequent,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2626,IRR-NIG-2022-02626,Nigeria,2022,4.95,commercial,True,537.0,16.9,occasional,7,sprinkler,reservoir,electric,shared,2.78,2.17,56.2,142.0,0,excellent,4172.0,546.0,False,0.0,False,344.0,501.0,77.7,267.0,1.0,86.2,71.0,47.5,415.0,56.0,daily,soil_moisture,vegetables,54.5,1.34,2,9556.0,3436.0,False,False,False,0.0,12.3,good,medium,True,False,True,3.1,modern,moderate_burden
2627,IRR-GHA-2021-02627,Ghana,2021,1.39,subsistence,False,796.0,26.1,frequent,7,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2628,IRR-MAL-2019-02628,Malawi,2019,1.32,subsistence,False,853.0,15.2,rare,4,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2629,IRR-KEN-2024-02629,Kenya,2024,3.58,semi-commercial,False,730.0,21.8,rare,3,none,none,none,none,0.0,3.58,0.0,0.0,0,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,moderate_burden
2630,IRR-MAL-2019-02630,Malawi,2019,1.24,subsistence,False,802.0,20.2,frequent,5,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2631,IRR-MAL-2020-02631,Mali,2020,0.56,semi-commercial,False,509.0,22.5,frequent,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2632,IRR-KEN-2020-02632,Kenya,2020,5.65,subsistence,False,872.0,20.0,occasional,2,none,none,none,none,0.0,5.65,0.0,0.0,0,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,moderate_burden
2633,IRR-KEN-2019-02633,Kenya,2019,1.06,semi-commercial,False,1224.0,20.7,rare,4,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2634,IRR-TAN-2020-02634,Tanzania,2020,2.96,semi-commercial,False,789.0,19.0,frequent,4,none,none,none,none,0.0,2.96,0.0,0.0,0,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,moderate_burden
2635,IRR-GHA-2019-02635,Ghana,2019,2.33,commercial,False,859.0,16.5,rare,6,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2636,IRR-TAN-2025-02636,Tanzania,2025,1.46,semi-commercial,False,1252.0,20.8,occasional,6,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2637,IRR-MAL-2025-02637,Malawi,2025,0.58,semi-commercial,True,965.0,18.2,frequent,7,surface,river,electric,individual,0.36,0.22,62.8,12.0,0,fair,290.0,29.0,False,0.0,False,495.0,610.0,53.6,265.0,1.7,93.5,72.6,36.4,49.0,11.0,biweekly,weather_based,maize,59.1,1.65,2,1796.0,4946.0,False,False,False,0.0,24.6,poor,low,False,True,False,1.7,traditional,moderate_burden
2638,IRR-UGA-2023-02638,Uganda,2023,0.9,semi-commercial,False,1162.0,18.4,rare,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2639,IRR-UGA-2023-02639,Uganda,2023,2.12,subsistence,False,766.0,17.6,rare,2,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2640,IRR-NIG-2018-02640,Nigeria,2018,1.82,semi-commercial,False,479.0,33.9,occasional,2,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2641,IRR-TAN-2021-02641,Tanzania,2021,0.86,subsistence,False,400.0,32.9,occasional,3,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2642,IRR-MAL-2018-02642,Malawi,2018,1.55,subsistence,False,1178.0,23.2,rare,3,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2643,IRR-GHA-2024-02643,Ghana,2024,1.41,semi-commercial,False,799.0,16.2,occasional,4,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2644,IRR-NIG-2021-02644,Nigeria,2021,1.68,semi-commercial,False,1159.0,27.7,rare,3,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2645,IRR-GHA-2023-02645,Ghana,2023,0.4,semi-commercial,False,840.0,22.5,occasional,6,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2646,IRR-NIG-2021-02646,Nigeria,2021,1.24,semi-commercial,False,683.0,29.9,occasional,7,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2647,IRR-BUR-2025-02647,Burkina Faso,2025,0.24,subsistence,False,532.0,32.3,occasional,3,none,none,none,none,0.0,0.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2648,IRR-ZAM-2022-02648,Zambia,2022,0.51,semi-commercial,False,400.0,18.0,frequent,3,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2649,IRR-MAL-2022-02649,Malawi,2022,1.54,subsistence,False,975.0,16.5,frequent,2,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2650,IRR-ZAM-2019-02650,Zambia,2019,0.98,semi-commercial,False,971.0,18.0,rare,2,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2651,IRR-BUR-2019-02651,Burkina Faso,2019,2.24,semi-commercial,False,918.0,33.3,rare,2,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2652,IRR-NIG-2018-02652,Nigeria,2018,2.48,subsistence,False,425.0,29.8,frequent,2,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2653,IRR-UGA-2025-02653,Uganda,2025,1.9,commercial,False,690.0,28.3,occasional,2,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2654,IRR-ETH-2018-02654,Ethiopia,2018,0.4,semi-commercial,False,807.0,27.5,frequent,3,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2655,IRR-UGA-2021-02655,Uganda,2021,0.66,semi-commercial,True,1145.0,30.7,rare,4,center_pivot,groundwater,diesel,shared,0.57,0.08,87.1,27.0,0,fair,2855.0,208.0,False,0.0,False,569.0,642.0,75.6,430.0,1.1,72.4,67.2,36.8,63.0,6.0,biweekly,visual,fruits,34.6,2.39,1,3251.0,5694.0,False,True,True,37.7,10.9,poor,high,True,False,False,25.2,traditional,moderate_burden
2656,IRR-MAL-2023-02656,Mali,2023,2.81,semi-commercial,False,905.0,27.7,rare,2,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2657,IRR-KEN-2021-02657,Kenya,2021,2.92,subsistence,False,778.0,31.8,frequent,4,none,none,none,none,0.0,2.92,0.0,0.0,0,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,moderate_burden
2658,IRR-GHA-2018-02658,Ghana,2018,0.97,subsistence,False,860.0,21.7,occasional,6,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2659,IRR-UGA-2024-02659,Uganda,2024,1.35,subsistence,False,1162.0,15.4,rare,6,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2660,IRR-MAL-2020-02660,Mali,2020,2.37,subsistence,False,1026.0,22.9,occasional,3,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2661,IRR-MAL-2023-02661,Mali,2023,0.55,semi-commercial,False,576.0,27.4,rare,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2662,IRR-NIG-2020-02662,Nigeria,2020,2.27,semi-commercial,False,602.0,33.6,rare,3,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2663,IRR-ZAM-2021-02663,Zambia,2021,1.89,semi-commercial,False,1224.0,21.8,rare,6,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2664,IRR-KEN-2022-02664,Kenya,2022,5.19,subsistence,True,1196.0,18.1,rare,3,drip,reservoir,gravity,individual,4.61,0.57,88.9,206.0,4,good,11528.0,727.0,False,0.0,False,442.0,679.0,85.5,378.0,1.85,91.9,78.0,61.3,0.0,69.0,weekly,visual,maize,26.2,1.72,3,20391.0,4422.0,False,False,True,0.0,0.0,good,high,True,False,True,17.0,modern,moderate_burden
2665,IRR-MAL-2018-02665,Mali,2018,0.44,semi-commercial,False,1357.0,22.8,rare,5,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2666,IRR-MAL-2019-02666,Malawi,2019,0.93,commercial,False,770.0,15.7,frequent,2,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2667,IRR-ZAM-2021-02667,Zambia,2021,0.78,commercial,False,611.0,25.7,occasional,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2668,IRR-TAN-2024-02668,Tanzania,2024,1.03,subsistence,False,851.0,34.4,frequent,6,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2669,IRR-TAN-2018-02669,Tanzania,2018,4.47,subsistence,False,1195.0,22.4,rare,6,none,none,none,none,0.0,4.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2670,IRR-MAL-2024-02670,Mali,2024,0.87,subsistence,False,747.0,23.8,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2671,IRR-TAN-2021-02671,Tanzania,2021,1.17,semi-commercial,False,912.0,18.2,occasional,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2672,IRR-ETH-2022-02672,Ethiopia,2022,1.0,subsistence,False,1321.0,20.4,occasional,2,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2673,IRR-UGA-2020-02673,Uganda,2020,0.94,subsistence,False,1153.0,20.0,rare,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2674,IRR-UGA-2019-02674,Uganda,2019,1.16,subsistence,False,801.0,16.9,rare,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2675,IRR-GHA-2020-02675,Ghana,2020,1.07,semi-commercial,False,1235.0,27.7,rare,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2676,IRR-NIG-2019-02676,Nigeria,2019,3.57,semi-commercial,False,862.0,17.4,frequent,3,none,none,none,none,0.0,3.57,0.0,0.0,0,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,moderate_burden
2677,IRR-NIG-2025-02677,Nigeria,2025,1.28,semi-commercial,False,821.0,20.5,frequent,5,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2678,IRR-TAN-2021-02678,Tanzania,2021,1.6,semi-commercial,False,620.0,16.3,rare,5,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2679,IRR-MAL-2024-02679,Mali,2024,3.05,semi-commercial,True,810.0,18.0,occasional,3,flood,river,manual,individual,2.62,0.43,86.0,110.0,15,good,1048.0,123.0,False,0.0,False,513.0,619.0,43.3,222.0,0.9,79.7,80.6,27.8,0.0,105.0,weekly,visual,sugarcane,44.4,2.47,1,13443.0,5131.0,True,False,False,0.0,0.0,good,low,False,False,False,1.6,traditional,moderate_burden
2680,IRR-MAL-2022-02680,Mali,2022,1.3,commercial,False,1309.0,16.5,frequent,3,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2681,IRR-MAL-2019-02681,Mali,2019,2.19,subsistence,False,1083.0,15.4,occasional,3,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2682,IRR-GHA-2021-02682,Ghana,2021,1.39,semi-commercial,True,647.0,20.9,occasional,6,drip,groundwater,manual,government,0.83,0.56,59.7,41.0,8,good,2081.0,220.0,False,0.0,False,745.0,473.0,82.2,613.0,1.95,86.5,71.1,50.6,0.0,12.0,as_needed,weather_based,vegetables,22.4,1.79,2,6200.0,7449.0,False,True,False,75.6,0.0,good,high,False,False,True,13.3,modern,moderate_burden
2683,IRR-MAL-2019-02683,Malawi,2019,6.51,subsistence,False,707.0,24.4,occasional,2,none,none,none,none,0.0,6.51,0.0,0.0,0,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,moderate_burden
2684,IRR-UGA-2020-02684,Uganda,2020,1.29,subsistence,False,716.0,21.0,occasional,5,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2685,IRR-MAL-2018-02685,Malawi,2018,2.46,semi-commercial,False,475.0,29.9,occasional,5,none,none,none,none,0.0,2.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2686,IRR-KEN-2025-02686,Kenya,2025,2.06,subsistence,True,675.0,26.1,occasional,5,sprinkler,groundwater,diesel,cooperative,1.26,0.8,61.2,44.0,10,excellent,1889.0,167.0,False,0.0,False,576.0,693.0,68.1,393.0,1.89,84.1,68.4,39.2,319.0,25.0,weekly,calendar,vegetables,24.3,1.71,2,7258.0,5762.0,False,True,True,54.4,8.4,good,medium,False,False,True,7.6,modern,moderate_burden
2687,IRR-UGA-2018-02687,Uganda,2018,0.51,semi-commercial,False,400.0,27.6,frequent,3,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2688,IRR-ZAM-2020-02688,Zambia,2020,3.89,subsistence,False,443.0,15.9,occasional,2,none,none,none,none,0.0,3.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2689,IRR-ZAM-2024-02689,Zambia,2024,4.77,subsistence,True,924.0,34.6,frequent,3,flood,river,solar,shared,4.16,0.61,87.2,233.0,19,fair,1664.0,126.0,False,0.0,False,382.0,484.0,46.1,176.0,1.86,72.1,80.9,26.9,0.0,166.0,weekly,visual,rice,23.0,1.76,1,15903.0,3823.0,False,False,False,0.0,22.7,poor,low,False,True,False,3.0,traditional,moderate_burden
2690,IRR-KEN-2022-02690,Kenya,2022,2.42,subsistence,False,1094.0,25.1,rare,2,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2691,IRR-TAN-2019-02691,Tanzania,2019,0.85,subsistence,False,568.0,16.5,occasional,6,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2692,IRR-MAL-2021-02692,Mali,2021,1.1,subsistence,False,1190.0,15.9,frequent,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2693,IRR-MAL-2020-02693,Malawi,2020,2.78,subsistence,False,655.0,19.8,occasional,7,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2694,IRR-UGA-2021-02694,Uganda,2021,0.51,subsistence,False,1285.0,23.1,rare,2,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2695,IRR-TAN-2019-02695,Tanzania,2019,2.08,subsistence,False,1250.0,29.2,rare,3,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2696,IRR-MAL-2021-02696,Mali,2021,0.85,subsistence,False,721.0,21.9,rare,2,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2697,IRR-MAL-2021-02697,Malawi,2021,0.89,semi-commercial,False,604.0,29.5,rare,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2698,IRR-MAL-2024-02698,Malawi,2024,0.71,subsistence,False,1137.0,18.9,frequent,2,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2699,IRR-BUR-2020-02699,Burkina Faso,2020,2.69,semi-commercial,False,1125.0,17.8,rare,6,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2700,IRR-ZAM-2025-02700,Zambia,2025,0.47,semi-commercial,False,509.0,35.0,rare,2,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2701,IRR-ZAM-2022-02701,Zambia,2022,0.51,subsistence,False,692.0,30.4,rare,7,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2702,IRR-UGA-2020-02702,Uganda,2020,0.67,subsistence,False,845.0,28.4,rare,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2703,IRR-GHA-2023-02703,Ghana,2023,2.4,subsistence,False,923.0,33.4,frequent,2,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2704,IRR-NIG-2023-02704,Nigeria,2023,2.16,semi-commercial,False,781.0,29.7,frequent,7,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2705,IRR-ETH-2021-02705,Ethiopia,2021,0.47,semi-commercial,False,887.0,32.7,occasional,2,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2706,IRR-NIG-2022-02706,Nigeria,2022,2.06,commercial,True,745.0,19.7,occasional,2,surface,groundwater,solar,cooperative,1.54,0.52,74.9,69.0,10,good,1232.0,73.0,False,0.0,False,447.0,659.0,59.7,267.0,1.97,71.5,60.6,25.9,0.0,46.0,as_needed,soil_moisture,rice,31.5,1.28,1,6889.0,4472.0,False,True,False,10.4,9.8,good,low,True,False,True,3.8,traditional,moderate_burden
2707,IRR-MAL-2023-02707,Malawi,2023,1.29,subsistence,True,542.0,25.4,occasional,3,surface,rainwater_harvesting,diesel,private_company,0.47,0.82,36.2,16.0,10,good,373.0,38.0,False,0.0,True,748.0,486.0,60.1,450.0,2.23,73.9,88.6,39.4,67.0,14.0,weekly,visual,maize,39.8,2.36,2,3483.0,7476.0,True,False,False,0.0,14.6,good,low,False,False,False,1.5,traditional,moderate_burden
2708,IRR-GHA-2020-02708,Ghana,2020,1.71,semi-commercial,False,790.0,21.4,occasional,6,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2709,IRR-GHA-2018-02709,Ghana,2018,3.86,commercial,False,967.0,23.0,rare,7,none,none,none,none,0.0,3.86,0.0,0.0,0,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,moderate_burden
2710,IRR-ETH-2025-02710,Ethiopia,2025,0.9,semi-commercial,False,1068.0,17.0,occasional,7,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2711,IRR-GHA-2025-02711,Ghana,2025,2.77,subsistence,False,478.0,21.8,rare,4,none,none,none,none,0.0,2.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2712,IRR-MAL-2019-02712,Malawi,2019,4.81,subsistence,False,615.0,28.0,frequent,2,none,none,none,none,0.0,4.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2713,IRR-TAN-2019-02713,Tanzania,2019,3.95,semi-commercial,False,927.0,18.6,occasional,5,none,none,none,none,0.0,3.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2714,IRR-MAL-2024-02714,Mali,2024,2.13,semi-commercial,True,726.0,21.0,occasional,7,center_pivot,reservoir,solar,individual,1.62,0.51,75.9,97.0,5,good,8095.0,475.0,False,0.0,True,674.0,697.0,73.3,494.0,2.02,89.6,74.7,49.1,0.0,16.0,biweekly,soil_moisture,cotton,57.0,1.27,2,10916.0,6743.0,False,False,False,0.0,16.9,good,high,False,False,True,13.3,traditional,moderate_burden
2715,IRR-ETH-2019-02715,Ethiopia,2019,2.54,subsistence,False,811.0,31.9,frequent,3,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2716,IRR-GHA-2020-02716,Ghana,2020,1.04,commercial,False,755.0,33.7,frequent,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2717,IRR-ETH-2020-02717,Ethiopia,2020,1.47,subsistence,False,975.0,30.9,occasional,5,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2718,IRR-MAL-2025-02718,Malawi,2025,1.41,subsistence,False,859.0,16.1,occasional,4,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2719,IRR-TAN-2018-02719,Tanzania,2018,2.35,subsistence,False,1175.0,34.2,rare,5,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2720,IRR-MAL-2023-02720,Malawi,2023,5.6,semi-commercial,True,1727.0,18.7,rare,5,flood,rainwater_harvesting,electric,cooperative,3.26,2.34,58.2,182.0,11,good,1305.0,180.0,False,0.0,False,761.0,461.0,48.9,372.0,1.72,92.3,70.1,31.6,207.0,130.0,weekly,soil_moisture,vegetables,36.9,2.13,1,24830.0,7612.0,False,False,False,0.0,16.1,good,low,False,False,False,1.3,traditional,moderate_burden
2721,IRR-ETH-2020-02721,Ethiopia,2020,1.92,semi-commercial,False,1292.0,32.3,occasional,3,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2722,IRR-TAN-2020-02722,Tanzania,2020,5.77,semi-commercial,False,814.0,26.2,occasional,6,none,none,none,none,0.0,5.77,0.0,0.0,0,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,moderate_burden
2723,IRR-UGA-2020-02723,Uganda,2020,0.54,subsistence,False,1253.0,22.0,occasional,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2724,IRR-MAL-2025-02724,Malawi,2025,1.26,subsistence,False,535.0,32.7,rare,2,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2725,IRR-MAL-2023-02725,Mali,2023,1.09,semi-commercial,False,826.0,34.6,rare,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2726,IRR-ETH-2021-02726,Ethiopia,2021,1.12,subsistence,False,939.0,33.0,frequent,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2727,IRR-GHA-2018-02727,Ghana,2018,1.18,semi-commercial,False,1085.0,22.2,occasional,3,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2728,IRR-MAL-2022-02728,Malawi,2022,0.97,semi-commercial,False,798.0,32.8,frequent,3,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2729,IRR-UGA-2020-02729,Uganda,2020,1.43,semi-commercial,False,775.0,19.8,frequent,3,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2730,IRR-GHA-2018-02730,Ghana,2018,0.63,subsistence,False,981.0,23.7,rare,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2731,IRR-ETH-2025-02731,Ethiopia,2025,0.57,subsistence,False,460.0,31.3,frequent,3,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2732,IRR-TAN-2019-02732,Tanzania,2019,1.09,subsistence,False,998.0,19.8,frequent,4,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2733,IRR-NIG-2021-02733,Nigeria,2021,1.37,subsistence,False,1271.0,15.9,occasional,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2734,IRR-ETH-2020-02734,Ethiopia,2020,1.73,semi-commercial,False,1053.0,20.8,occasional,6,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2735,IRR-MAL-2019-02735,Mali,2019,0.79,semi-commercial,False,1021.0,31.5,occasional,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2736,IRR-ZAM-2024-02736,Zambia,2024,2.55,semi-commercial,False,845.0,18.0,rare,4,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2737,IRR-TAN-2020-02737,Tanzania,2020,1.7,subsistence,False,690.0,22.0,frequent,6,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2738,IRR-UGA-2023-02738,Uganda,2023,1.34,subsistence,False,1088.0,24.4,frequent,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2739,IRR-ETH-2021-02739,Ethiopia,2021,0.77,semi-commercial,False,822.0,31.4,rare,7,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2740,IRR-UGA-2025-02740,Uganda,2025,1.44,subsistence,False,762.0,30.1,occasional,2,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2741,IRR-MAL-2022-02741,Mali,2022,1.7,subsistence,False,870.0,17.6,occasional,2,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2742,IRR-KEN-2025-02742,Kenya,2025,23.2,subsistence,False,1090.0,22.9,rare,2,none,none,none,none,0.0,23.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2743,IRR-ETH-2019-02743,Ethiopia,2019,5.17,semi-commercial,False,1013.0,18.3,occasional,5,none,none,none,none,0.0,5.17,0.0,0.0,0,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,moderate_burden
2744,IRR-BUR-2023-02744,Burkina Faso,2023,1.32,commercial,False,831.0,19.9,occasional,6,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2745,IRR-KEN-2018-02745,Kenya,2018,0.3,semi-commercial,False,772.0,34.5,rare,4,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2746,IRR-NIG-2020-02746,Nigeria,2020,3.49,commercial,False,905.0,29.6,occasional,2,none,none,none,none,0.0,3.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2747,IRR-ZAM-2021-02747,Zambia,2021,1.82,subsistence,False,998.0,15.3,frequent,7,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2748,IRR-MAL-2019-02748,Malawi,2019,0.9,subsistence,False,439.0,19.4,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2749,IRR-BUR-2019-02749,Burkina Faso,2019,1.2,subsistence,False,1174.0,26.6,rare,5,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2750,IRR-TAN-2022-02750,Tanzania,2022,1.05,commercial,False,969.0,24.1,frequent,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2751,IRR-BUR-2018-02751,Burkina Faso,2018,3.17,subsistence,False,854.0,21.6,rare,7,none,none,none,none,0.0,3.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2752,IRR-BUR-2024-02752,Burkina Faso,2024,1.62,semi-commercial,False,616.0,23.4,rare,3,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2753,IRR-UGA-2018-02753,Uganda,2018,0.76,subsistence,False,657.0,31.1,rare,7,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2754,IRR-ETH-2023-02754,Ethiopia,2023,0.66,semi-commercial,False,677.0,25.7,occasional,6,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2755,IRR-BUR-2018-02755,Burkina Faso,2018,0.5,commercial,False,580.0,34.6,occasional,7,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2756,IRR-NIG-2021-02756,Nigeria,2021,0.9,subsistence,True,1068.0,28.6,occasional,4,drip,river,diesel,individual,0.35,0.55,38.9,21.0,1,good,875.0,103.0,False,0.0,True,485.0,654.0,83.5,405.0,0.89,75.1,78.2,49.0,76.0,5.0,as_needed,calendar,fruits,37.4,2.34,2,1699.0,4854.0,True,False,True,0.0,5.5,good,high,False,False,False,5.2,modern,moderate_burden
2757,IRR-UGA-2023-02757,Uganda,2023,0.86,subsistence,False,1015.0,17.1,frequent,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2758,IRR-ZAM-2023-02758,Zambia,2023,2.24,commercial,False,929.0,16.3,occasional,2,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2759,IRR-UGA-2018-02759,Uganda,2018,4.06,subsistence,False,854.0,28.3,rare,3,none,none,none,none,0.0,4.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2760,IRR-GHA-2018-02760,Ghana,2018,2.2,subsistence,False,918.0,32.9,occasional,2,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2761,IRR-UGA-2022-02761,Uganda,2022,0.76,subsistence,False,792.0,32.8,occasional,4,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2762,IRR-NIG-2022-02762,Nigeria,2022,1.36,semi-commercial,False,977.0,24.3,occasional,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2763,IRR-UGA-2019-02763,Uganda,2019,1.3,subsistence,False,996.0,15.4,occasional,3,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2764,IRR-NIG-2019-02764,Nigeria,2019,1.68,subsistence,False,1212.0,19.4,occasional,5,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2765,IRR-ETH-2020-02765,Ethiopia,2020,0.32,semi-commercial,False,896.0,16.3,rare,6,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2766,IRR-KEN-2022-02766,Kenya,2022,1.63,semi-commercial,False,1116.0,30.3,occasional,6,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2767,IRR-ZAM-2018-02767,Zambia,2018,1.55,semi-commercial,False,1039.0,28.7,frequent,4,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2768,IRR-NIG-2018-02768,Nigeria,2018,0.98,subsistence,False,1470.0,30.9,rare,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2769,IRR-MAL-2022-02769,Mali,2022,1.37,subsistence,True,1316.0,17.7,rare,3,surface,river,gravity,shared,0.71,0.67,51.6,34.0,1,good,567.0,85.0,True,238.0,False,514.0,529.0,47.1,242.0,0.88,83.1,80.4,31.5,0.0,21.0,daily,visual,horticulture,22.7,2.1,1,3645.0,5143.0,False,False,False,0.0,0.0,good,low,False,False,False,3.6,traditional,moderate_burden
2770,IRR-ETH-2020-02770,Ethiopia,2020,1.29,commercial,False,684.0,20.5,occasional,4,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2771,IRR-TAN-2019-02771,Tanzania,2019,1.36,semi-commercial,False,990.0,32.6,frequent,3,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2772,IRR-MAL-2021-02772,Mali,2021,1.7,semi-commercial,False,915.0,26.1,rare,2,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2773,IRR-TAN-2025-02773,Tanzania,2025,2.58,semi-commercial,False,914.0,25.0,rare,4,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2774,IRR-MAL-2019-02774,Malawi,2019,0.84,semi-commercial,False,910.0,19.1,occasional,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2775,IRR-MAL-2023-02775,Malawi,2023,0.52,subsistence,True,737.0,19.1,occasional,6,flood,groundwater,diesel,individual,0.4,0.12,76.5,23.0,8,poor,160.0,11.0,False,0.0,False,709.0,694.0,43.2,306.0,1.92,78.8,80.7,27.5,40.0,16.0,as_needed,calendar,cotton,47.4,1.47,3,2836.0,7088.0,False,True,False,20.0,13.5,poor,low,False,False,False,1.3,traditional,moderate_burden
2776,IRR-ETH-2021-02776,Ethiopia,2021,6.31,semi-commercial,True,813.0,26.9,frequent,5,flood,rainwater_harvesting,diesel,individual,2.7,3.61,42.8,156.0,5,fair,1081.0,114.0,False,0.0,False,739.0,577.0,43.8,324.0,1.51,91.1,66.2,26.4,468.0,108.0,daily,soil_moisture,vegetables,58.3,2.48,1,19964.0,7390.0,False,False,False,0.0,20.8,poor,low,True,True,False,0.6,traditional,moderate_burden
2777,IRR-TAN-2021-02777,Tanzania,2021,1.14,semi-commercial,False,1020.0,31.8,rare,5,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2778,IRR-ZAM-2020-02778,Zambia,2020,2.15,semi-commercial,False,975.0,19.6,frequent,6,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2779,IRR-KEN-2024-02779,Kenya,2024,0.98,subsistence,False,666.0,30.1,rare,2,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2780,IRR-GHA-2019-02780,Ghana,2019,1.08,subsistence,False,942.0,26.4,occasional,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2781,IRR-KEN-2022-02781,Kenya,2022,1.06,subsistence,False,1054.0,20.4,rare,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2782,IRR-NIG-2021-02782,Nigeria,2021,1.1,semi-commercial,False,492.0,22.5,frequent,2,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2783,IRR-MAL-2022-02783,Mali,2022,0.96,semi-commercial,True,1056.0,33.3,occasional,4,flood,reservoir,electric,government,0.91,0.06,94.1,36.0,9,good,362.0,25.0,True,126.0,False,584.0,465.0,45.5,266.0,0.92,91.3,79.5,33.0,62.0,36.0,weekly,soil_moisture,vegetables,30.8,2.08,1,5286.0,5841.0,True,True,False,0.0,20.8,good,low,False,False,True,2.4,traditional,moderate_burden
2784,IRR-UGA-2025-02784,Uganda,2025,1.54,semi-commercial,False,882.0,26.9,occasional,3,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2785,IRR-GHA-2022-02785,Ghana,2022,1.08,semi-commercial,False,1395.0,20.3,rare,4,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2786,IRR-MAL-2024-02786,Mali,2024,1.85,subsistence,False,1101.0,26.2,frequent,4,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2787,IRR-MAL-2020-02787,Mali,2020,1.03,semi-commercial,False,900.0,29.9,occasional,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2788,IRR-KEN-2020-02788,Kenya,2020,3.33,commercial,False,1165.0,15.6,occasional,7,none,none,none,none,0.0,3.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2789,IRR-ETH-2025-02789,Ethiopia,2025,1.28,subsistence,False,1180.0,17.0,frequent,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2790,IRR-MAL-2021-02790,Malawi,2021,0.92,semi-commercial,False,1418.0,16.2,occasional,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2791,IRR-UGA-2020-02791,Uganda,2020,3.07,subsistence,False,917.0,16.8,occasional,6,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2792,IRR-ETH-2018-02792,Ethiopia,2018,1.39,subsistence,False,1027.0,22.2,rare,7,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2793,IRR-UGA-2019-02793,Uganda,2019,0.47,semi-commercial,False,400.0,24.2,frequent,6,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2794,IRR-TAN-2023-02794,Tanzania,2023,0.57,semi-commercial,False,882.0,29.3,occasional,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2795,IRR-MAL-2023-02795,Mali,2023,1.04,subsistence,True,1122.0,33.8,rare,6,manual,rainwater_harvesting,electric,individual,1.04,0.0,99.8,47.0,5,good,208.0,18.0,False,0.0,False,392.0,663.0,57.3,225.0,1.79,75.6,70.4,30.5,95.0,83.0,daily,visual,maize,58.0,2.23,2,4074.0,3921.0,True,True,False,0.0,14.6,good,low,True,False,False,0.7,traditional,moderate_burden
2796,IRR-GHA-2023-02796,Ghana,2023,4.79,semi-commercial,False,704.0,30.8,rare,7,none,none,none,none,0.0,4.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2797,IRR-ZAM-2024-02797,Zambia,2024,1.59,semi-commercial,False,924.0,18.5,occasional,7,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2798,IRR-NIG-2019-02798,Nigeria,2019,0.28,subsistence,False,996.0,27.8,rare,3,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2799,IRR-MAL-2020-02799,Malawi,2020,2.25,commercial,False,749.0,32.0,occasional,5,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2800,IRR-ZAM-2022-02800,Zambia,2022,1.35,semi-commercial,False,1421.0,24.3,rare,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2801,IRR-UGA-2018-02801,Uganda,2018,1.28,semi-commercial,False,743.0,24.5,occasional,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2802,IRR-MAL-2022-02802,Malawi,2022,0.7,subsistence,False,911.0,22.4,frequent,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2803,IRR-GHA-2022-02803,Ghana,2022,0.79,subsistence,False,733.0,25.6,frequent,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2804,IRR-MAL-2022-02804,Mali,2022,1.57,semi-commercial,False,984.0,31.4,occasional,7,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2805,IRR-GHA-2022-02805,Ghana,2022,2.8,subsistence,False,1039.0,22.7,rare,2,none,none,none,none,0.0,2.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2806,IRR-KEN-2021-02806,Kenya,2021,1.53,semi-commercial,False,981.0,15.9,rare,4,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2807,IRR-TAN-2024-02807,Tanzania,2024,0.89,semi-commercial,False,1116.0,26.2,frequent,6,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2808,IRR-BUR-2019-02808,Burkina Faso,2019,0.82,semi-commercial,False,1031.0,28.0,rare,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2809,IRR-GHA-2024-02809,Ghana,2024,1.17,semi-commercial,False,841.0,22.8,occasional,7,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2810,IRR-MAL-2018-02810,Mali,2018,2.69,subsistence,False,624.0,24.7,rare,7,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2811,IRR-BUR-2023-02811,Burkina Faso,2023,0.83,subsistence,False,893.0,32.8,frequent,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2812,IRR-GHA-2023-02812,Ghana,2023,0.96,semi-commercial,False,737.0,17.6,frequent,5,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2813,IRR-GHA-2024-02813,Ghana,2024,0.57,subsistence,False,815.0,32.4,frequent,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2814,IRR-KEN-2018-02814,Kenya,2018,1.78,semi-commercial,False,510.0,20.1,occasional,5,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2815,IRR-TAN-2019-02815,Tanzania,2019,3.19,subsistence,False,673.0,17.8,occasional,5,none,none,none,none,0.0,3.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2816,IRR-KEN-2021-02816,Kenya,2021,0.92,semi-commercial,False,1097.0,30.3,occasional,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2817,IRR-BUR-2024-02817,Burkina Faso,2024,0.74,semi-commercial,False,827.0,31.5,rare,3,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2818,IRR-KEN-2020-02818,Kenya,2020,0.32,subsistence,False,750.0,24.0,rare,6,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2819,IRR-UGA-2018-02819,Uganda,2018,0.54,semi-commercial,False,736.0,17.2,rare,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2820,IRR-TAN-2018-02820,Tanzania,2018,0.52,semi-commercial,False,941.0,16.2,frequent,5,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2821,IRR-ZAM-2023-02821,Zambia,2023,2.24,semi-commercial,False,1144.0,33.2,rare,3,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2822,IRR-BUR-2021-02822,Burkina Faso,2021,1.99,semi-commercial,False,1194.0,15.5,rare,3,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2823,IRR-KEN-2021-02823,Kenya,2021,0.72,semi-commercial,False,969.0,17.7,rare,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2824,IRR-NIG-2023-02824,Nigeria,2023,5.05,semi-commercial,False,1168.0,31.8,rare,4,none,none,none,none,0.0,5.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2825,IRR-UGA-2021-02825,Uganda,2021,1.01,commercial,True,1107.0,21.3,occasional,6,drip,reservoir,gravity,individual,0.95,0.06,94.3,38.0,5,fair,2386.0,167.0,False,0.0,False,720.0,562.0,85.2,613.0,2.39,87.6,72.8,54.4,0.0,14.0,as_needed,calendar,horticulture,50.1,2.34,2,6870.0,7198.0,False,False,False,0.0,0.0,poor,high,False,False,False,9.4,modern,moderate_burden
2826,IRR-NIG-2024-02826,Nigeria,2024,4.88,subsistence,False,1193.0,32.0,rare,3,none,none,none,none,0.0,4.88,0.0,0.0,0,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,moderate_burden
2827,IRR-GHA-2022-02827,Ghana,2022,0.86,commercial,False,540.0,17.0,occasional,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2828,IRR-GHA-2018-02828,Ghana,2018,2.21,commercial,False,742.0,21.1,rare,4,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2829,IRR-MAL-2018-02829,Malawi,2018,0.97,subsistence,False,1543.0,17.6,occasional,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2830,IRR-MAL-2022-02830,Malawi,2022,1.03,semi-commercial,False,940.0,30.5,rare,6,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2831,IRR-ZAM-2018-02831,Zambia,2018,0.5,semi-commercial,False,1557.0,15.5,rare,7,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2832,IRR-ETH-2020-02832,Ethiopia,2020,0.56,semi-commercial,False,918.0,31.7,rare,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2833,IRR-ETH-2025-02833,Ethiopia,2025,1.31,semi-commercial,False,730.0,31.7,frequent,3,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2834,IRR-TAN-2019-02834,Tanzania,2019,0.57,commercial,False,756.0,15.2,rare,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2835,IRR-BUR-2024-02835,Burkina Faso,2024,2.16,subsistence,False,579.0,20.2,occasional,4,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2836,IRR-NIG-2024-02836,Nigeria,2024,0.47,subsistence,True,776.0,19.5,occasional,7,surface,groundwater,wind,individual,0.37,0.1,79.5,21.0,9,fair,300.0,36.0,False,0.0,True,705.0,696.0,46.9,331.0,2.27,74.0,61.1,21.2,0.0,11.0,biweekly,soil_moisture,maize,40.0,1.89,1,2640.0,7051.0,False,False,False,74.5,0.0,poor,low,False,False,False,3.2,traditional,moderate_burden
2837,IRR-TAN-2020-02837,Tanzania,2020,0.57,subsistence,False,1306.0,34.5,rare,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2838,IRR-UGA-2025-02838,Uganda,2025,1.64,commercial,False,937.0,32.5,frequent,5,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2839,IRR-MAL-2023-02839,Mali,2023,1.46,semi-commercial,False,738.0,17.7,occasional,2,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2840,IRR-GHA-2019-02840,Ghana,2019,0.54,semi-commercial,False,1141.0,16.6,frequent,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2841,IRR-UGA-2018-02841,Uganda,2018,1.17,subsistence,False,574.0,17.7,rare,4,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2842,IRR-NIG-2023-02842,Nigeria,2023,3.44,subsistence,False,637.0,18.0,occasional,3,none,none,none,none,0.0,3.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2843,IRR-NIG-2018-02843,Nigeria,2018,1.82,semi-commercial,False,790.0,27.7,occasional,6,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2844,IRR-UGA-2019-02844,Uganda,2019,0.96,semi-commercial,False,966.0,31.9,occasional,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2845,IRR-KEN-2023-02845,Kenya,2023,1.39,semi-commercial,False,894.0,16.4,occasional,2,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2846,IRR-KEN-2018-02846,Kenya,2018,0.91,semi-commercial,False,854.0,25.0,rare,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2847,IRR-ZAM-2022-02847,Zambia,2022,1.53,semi-commercial,False,640.0,32.1,rare,2,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2848,IRR-KEN-2021-02848,Kenya,2021,2.93,subsistence,False,755.0,16.1,occasional,2,none,none,none,none,0.0,2.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2849,IRR-GHA-2018-02849,Ghana,2018,1.62,subsistence,False,904.0,29.6,frequent,4,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2850,IRR-ETH-2021-02850,Ethiopia,2021,0.22,subsistence,False,1005.0,20.6,frequent,2,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2851,IRR-KEN-2020-02851,Kenya,2020,1.02,semi-commercial,False,1204.0,33.5,occasional,3,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2852,IRR-MAL-2023-02852,Mali,2023,1.79,subsistence,False,675.0,25.5,rare,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2853,IRR-ZAM-2025-02853,Zambia,2025,1.04,semi-commercial,False,1016.0,32.4,rare,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2854,IRR-UGA-2025-02854,Uganda,2025,1.24,semi-commercial,True,695.0,18.7,rare,7,sprinkler,groundwater,diesel,shared,0.66,0.58,53.2,20.0,4,poor,989.0,76.0,False,0.0,False,317.0,530.0,82.5,261.0,1.42,94.4,63.6,49.5,161.0,13.0,biweekly,visual,sugarcane,49.2,1.37,1,2088.0,3169.0,False,False,False,32.7,24.9,poor,medium,True,False,False,3.2,modern,moderate_burden
2855,IRR-MAL-2022-02855,Mali,2022,2.92,commercial,True,660.0,20.6,rare,5,drip,groundwater,electric,shared,2.3,0.62,78.8,97.0,15,good,5754.0,693.0,True,3165.0,True,614.0,414.0,77.8,478.0,1.06,92.9,77.6,56.1,233.0,35.0,weekly,visual,vegetables,23.5,1.46,1,14137.0,6142.0,True,True,False,54.6,15.8,good,high,False,False,True,16.8,modern,moderate_burden
2856,IRR-KEN-2022-02856,Kenya,2022,1.58,semi-commercial,False,795.0,16.9,occasional,2,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2857,IRR-MAL-2023-02857,Malawi,2023,3.52,subsistence,False,733.0,25.7,frequent,2,none,none,none,none,0.0,3.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2858,IRR-BUR-2018-02858,Burkina Faso,2018,1.62,semi-commercial,False,969.0,33.0,occasional,4,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2859,IRR-KEN-2025-02859,Kenya,2025,2.16,subsistence,False,1142.0,19.5,occasional,5,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2860,IRR-BUR-2019-02860,Burkina Faso,2019,1.17,subsistence,False,760.0,24.6,occasional,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2861,IRR-ETH-2018-02861,Ethiopia,2018,1.49,semi-commercial,False,889.0,29.7,occasional,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2862,IRR-BUR-2023-02862,Burkina Faso,2023,0.94,semi-commercial,True,831.0,31.7,occasional,3,sprinkler,reservoir,solar,individual,0.77,0.17,81.4,34.0,5,fair,1152.0,125.0,True,529.0,True,782.0,489.0,76.6,600.0,1.74,86.5,71.6,47.4,0.0,15.0,weekly,weather_based,vegetables,31.0,2.35,2,6006.0,7824.0,True,True,True,0.0,5.9,poor,medium,True,False,False,7.9,modern,moderate_burden
2863,IRR-GHA-2024-02863,Ghana,2024,1.2,semi-commercial,False,1312.0,28.0,occasional,4,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2864,IRR-MAL-2024-02864,Malawi,2024,8.18,subsistence,False,726.0,33.3,occasional,2,none,none,none,none,0.0,8.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2865,IRR-TAN-2021-02865,Tanzania,2021,0.86,subsistence,False,741.0,27.6,occasional,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2866,IRR-ZAM-2023-02866,Zambia,2023,0.53,subsistence,False,1399.0,19.7,frequent,4,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2867,IRR-KEN-2022-02867,Kenya,2022,1.47,subsistence,True,1122.0,34.1,rare,3,sprinkler,lake,electric,cooperative,0.62,0.85,42.2,29.0,16,fair,927.0,98.0,False,0.0,False,795.0,530.0,76.4,607.0,1.26,72.3,78.8,43.5,33.0,12.0,daily,calendar,maize,42.9,1.54,1,4915.0,7951.0,False,False,False,0.0,9.3,poor,medium,False,False,False,2.9,modern,moderate_burden
2868,IRR-GHA-2020-02868,Ghana,2020,0.57,subsistence,False,1410.0,29.5,occasional,7,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2869,IRR-GHA-2018-02869,Ghana,2018,2.38,subsistence,False,1040.0,24.1,rare,2,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2870,IRR-KEN-2018-02870,Kenya,2018,2.26,commercial,False,893.0,32.8,rare,6,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2871,IRR-UGA-2025-02871,Uganda,2025,3.82,semi-commercial,False,723.0,31.6,frequent,7,none,none,none,none,0.0,3.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2872,IRR-TAN-2020-02872,Tanzania,2020,2.23,subsistence,False,947.0,28.7,rare,5,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2873,IRR-ZAM-2018-02873,Zambia,2018,1.28,semi-commercial,False,651.0,19.0,occasional,4,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2874,IRR-KEN-2024-02874,Kenya,2024,1.14,semi-commercial,False,938.0,34.2,occasional,3,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2875,IRR-MAL-2022-02875,Mali,2022,3.55,subsistence,False,705.0,24.6,rare,6,none,none,none,none,0.0,3.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2876,IRR-UGA-2025-02876,Uganda,2025,1.2,semi-commercial,False,930.0,27.6,occasional,2,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2877,IRR-MAL-2021-02877,Mali,2021,0.29,semi-commercial,False,768.0,17.4,frequent,4,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2878,IRR-ZAM-2019-02878,Zambia,2019,0.38,subsistence,False,983.0,19.6,rare,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2879,IRR-BUR-2021-02879,Burkina Faso,2021,0.74,semi-commercial,False,592.0,15.6,occasional,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2880,IRR-ETH-2021-02880,Ethiopia,2021,2.81,subsistence,False,1076.0,24.2,rare,5,none,none,none,none,0.0,2.81,0.0,0.0,0,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,moderate_burden
2881,IRR-KEN-2018-02881,Kenya,2018,1.72,semi-commercial,False,589.0,18.9,frequent,7,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2882,IRR-GHA-2020-02882,Ghana,2020,1.37,subsistence,False,1266.0,26.6,rare,7,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2883,IRR-KEN-2019-02883,Kenya,2019,0.61,semi-commercial,False,663.0,21.7,frequent,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2884,IRR-MAL-2020-02884,Mali,2020,1.87,commercial,False,1000.0,27.0,occasional,3,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2885,IRR-BUR-2021-02885,Burkina Faso,2021,1.03,semi-commercial,False,674.0,27.1,occasional,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2886,IRR-MAL-2020-02886,Mali,2020,4.33,semi-commercial,False,1143.0,22.2,occasional,3,none,none,none,none,0.0,4.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2887,IRR-MAL-2023-02887,Malawi,2023,2.06,commercial,False,747.0,16.2,rare,6,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2888,IRR-MAL-2019-02888,Mali,2019,1.42,semi-commercial,False,1090.0,19.0,occasional,2,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2889,IRR-ZAM-2025-02889,Zambia,2025,1.04,semi-commercial,True,1057.0,29.0,frequent,4,sprinkler,rainwater_harvesting,solar,government,0.33,0.71,31.8,16.0,6,fair,496.0,30.0,True,266.0,False,572.0,572.0,66.3,379.0,1.13,87.1,77.7,44.9,0.0,7.0,daily,soil_moisture,vegetables,40.9,2.25,2,1890.0,5719.0,False,False,False,0.0,23.8,poor,medium,False,True,False,2.3,modern,moderate_burden
2890,IRR-UGA-2022-02890,Uganda,2022,3.79,subsistence,False,1157.0,30.9,occasional,3,none,none,none,none,0.0,3.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2891,IRR-MAL-2022-02891,Malawi,2022,6.51,semi-commercial,False,991.0,31.3,frequent,5,none,none,none,none,0.0,6.51,0.0,0.0,0,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,moderate_burden
2892,IRR-NIG-2021-02892,Nigeria,2021,0.57,semi-commercial,False,861.0,27.0,rare,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2893,IRR-GHA-2025-02893,Ghana,2025,3.12,subsistence,True,622.0,19.6,rare,4,sprinkler,river,solar,cooperative,2.12,1.0,68.0,73.0,9,poor,3186.0,227.0,False,0.0,False,420.0,612.0,65.0,273.0,1.01,79.6,84.8,43.9,0.0,42.0,weekly,visual,vegetables,41.2,2.12,3,8922.0,4200.0,False,True,False,0.0,11.7,poor,medium,True,False,False,5.0,modern,moderate_burden
2894,IRR-MAL-2025-02894,Malawi,2025,1.87,semi-commercial,False,664.0,20.9,occasional,6,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2895,IRR-GHA-2021-02895,Ghana,2021,1.64,subsistence,False,865.0,33.2,frequent,7,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2896,IRR-KEN-2020-02896,Kenya,2020,1.8,semi-commercial,False,761.0,24.9,frequent,6,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2897,IRR-ZAM-2024-02897,Zambia,2024,0.72,subsistence,False,514.0,32.0,occasional,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2898,IRR-NIG-2022-02898,Nigeria,2022,1.25,commercial,False,1024.0,21.9,occasional,2,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2899,IRR-ZAM-2022-02899,Zambia,2022,1.82,subsistence,False,1325.0,30.0,occasional,2,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2900,IRR-NIG-2022-02900,Nigeria,2022,2.48,subsistence,False,968.0,24.6,frequent,6,none,none,none,none,0.0,2.48,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2901,IRR-KEN-2021-02901,Kenya,2021,1.15,subsistence,True,855.0,15.1,rare,5,surface,groundwater,diesel,government,0.65,0.5,56.4,25.0,3,good,521.0,77.0,False,0.0,False,529.0,437.0,48.8,258.0,1.3,94.4,83.2,38.3,161.0,20.0,as_needed,visual,cotton,27.1,1.39,1,3441.0,5285.0,False,False,True,41.0,19.6,good,low,False,False,True,3.3,traditional,moderate_burden
2902,IRR-ZAM-2023-02902,Zambia,2023,5.16,semi-commercial,False,1063.0,25.7,rare,2,none,none,none,none,0.0,5.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2903,IRR-BUR-2020-02903,Burkina Faso,2020,3.09,commercial,False,1324.0,23.7,frequent,2,none,none,none,none,0.0,3.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2904,IRR-NIG-2022-02904,Nigeria,2022,0.84,semi-commercial,False,970.0,33.3,occasional,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2905,IRR-GHA-2018-02905,Ghana,2018,2.08,commercial,False,1005.0,19.8,rare,6,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2906,IRR-ZAM-2018-02906,Zambia,2018,1.28,commercial,False,1456.0,31.9,occasional,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2907,IRR-ZAM-2019-02907,Zambia,2019,2.03,semi-commercial,False,927.0,18.1,rare,5,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2908,IRR-ETH-2023-02908,Ethiopia,2023,0.91,subsistence,True,665.0,23.1,rare,2,sprinkler,groundwater,diesel,individual,0.75,0.16,82.4,34.0,15,fair,1127.0,84.0,False,0.0,False,490.0,455.0,68.9,338.0,1.52,87.1,71.3,42.8,122.0,15.0,as_needed,calendar,vegetables,28.7,1.76,2,3684.0,4902.0,True,False,True,42.2,8.3,poor,medium,False,False,False,8.6,modern,moderate_burden
2909,IRR-NIG-2021-02909,Nigeria,2021,1.41,subsistence,False,671.0,31.6,rare,7,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2910,IRR-TAN-2022-02910,Tanzania,2022,1.07,subsistence,False,885.0,18.1,occasional,7,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2911,IRR-GHA-2020-02911,Ghana,2020,1.59,semi-commercial,False,767.0,23.5,occasional,4,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2912,IRR-ZAM-2022-02912,Zambia,2022,2.68,subsistence,False,1136.0,19.4,occasional,3,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2913,IRR-KEN-2023-02913,Kenya,2023,1.31,subsistence,False,1096.0,24.8,rare,4,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2914,IRR-GHA-2018-02914,Ghana,2018,1.45,subsistence,True,899.0,24.6,rare,6,surface,reservoir,electric,shared,0.46,1.0,31.4,19.0,8,good,365.0,31.0,False,0.0,False,752.0,462.0,48.2,363.0,1.9,87.1,82.4,34.6,25.0,14.0,as_needed,soil_moisture,fruits,22.1,1.35,1,3434.0,7519.0,False,False,False,0.0,14.2,good,low,False,False,True,2.3,traditional,moderate_burden
2915,IRR-BUR-2022-02915,Burkina Faso,2022,2.32,semi-commercial,False,845.0,15.1,occasional,5,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2916,IRR-UGA-2021-02916,Uganda,2021,1.63,semi-commercial,False,740.0,24.9,occasional,2,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2917,IRR-BUR-2023-02917,Burkina Faso,2023,4.38,subsistence,False,1039.0,26.1,rare,3,none,none,none,none,0.0,4.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2918,IRR-UGA-2021-02918,Uganda,2021,1.85,subsistence,False,1026.0,33.8,occasional,6,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2919,IRR-KEN-2019-02919,Kenya,2019,1.81,semi-commercial,False,1230.0,28.4,frequent,5,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2920,IRR-MAL-2018-02920,Mali,2018,0.7,semi-commercial,False,1021.0,18.8,rare,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2921,IRR-KEN-2022-02921,Kenya,2022,1.0,semi-commercial,True,755.0,30.3,occasional,4,flood,reservoir,solar,individual,0.43,0.57,42.8,23.0,0,poor,170.0,12.0,False,0.0,True,638.0,592.0,48.9,312.0,1.52,81.9,61.7,24.7,0.0,17.0,daily,visual,cotton,24.7,2.47,3,2716.0,6379.0,False,False,False,0.0,6.2,poor,low,False,False,False,1.4,traditional,moderate_burden
2922,IRR-MAL-2024-02922,Mali,2024,1.24,semi-commercial,True,990.0,32.1,occasional,5,flood,rainwater_harvesting,diesel,individual,0.53,0.7,43.2,22.0,3,fair,214.0,24.0,False,0.0,False,427.0,454.0,48.3,206.0,1.8,90.9,80.5,35.4,153.0,21.0,as_needed,visual,rice,56.8,1.43,2,2282.0,4271.0,False,False,False,0.0,5.6,poor,low,False,False,False,0.6,traditional,moderate_burden
2923,IRR-NIG-2018-02923,Nigeria,2018,1.92,semi-commercial,False,906.0,22.7,frequent,3,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2924,IRR-NIG-2025-02924,Nigeria,2025,0.49,commercial,False,1001.0,24.1,rare,5,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2925,IRR-BUR-2019-02925,Burkina Faso,2019,0.61,subsistence,False,618.0,18.3,frequent,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2926,IRR-BUR-2025-02926,Burkina Faso,2025,0.88,subsistence,False,916.0,22.9,frequent,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2927,IRR-TAN-2021-02927,Tanzania,2021,1.37,subsistence,True,988.0,32.7,frequent,6,sprinkler,groundwater,gravity,individual,0.54,0.83,39.7,23.0,17,fair,816.0,55.0,False,0.0,True,303.0,671.0,71.3,216.0,1.55,75.3,70.5,37.8,0.0,11.0,weekly,soil_moisture,rice,59.3,1.97,1,1649.0,3029.0,False,False,False,59.5,0.0,poor,medium,True,True,False,2.0,modern,moderate_burden
2928,IRR-ZAM-2025-02928,Zambia,2025,0.6,semi-commercial,True,1172.0,28.1,occasional,4,drip,groundwater,gravity,shared,0.2,0.4,33.6,11.0,0,fair,501.0,51.0,False,0.0,True,394.0,662.0,95.0,374.0,0.84,86.2,87.7,71.8,0.0,3.0,daily,calendar,fruits,59.0,1.33,2,789.0,3939.0,False,False,False,8.8,0.0,poor,high,True,False,False,2.9,modern,moderate_burden
2929,IRR-KEN-2021-02929,Kenya,2021,1.5,subsistence,False,971.0,16.6,frequent,3,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2930,IRR-ETH-2021-02930,Ethiopia,2021,1.28,subsistence,False,745.0,28.9,rare,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2931,IRR-ETH-2024-02931,Ethiopia,2024,2.9,subsistence,True,1280.0,32.5,rare,6,drip,rainwater_harvesting,gravity,shared,1.41,1.5,48.5,80.0,5,excellent,3520.0,358.0,True,1818.0,False,344.0,476.0,80.4,277.0,2.06,77.0,79.4,49.2,0.0,21.0,biweekly,weather_based,cotton,36.4,1.42,2,4841.0,3438.0,False,False,False,0.0,0.0,good,high,False,False,False,6.7,modern,moderate_burden
2932,IRR-BUR-2021-02932,Burkina Faso,2021,1.27,subsistence,False,1009.0,25.6,occasional,7,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2933,IRR-UGA-2023-02933,Uganda,2023,2.47,commercial,False,1184.0,25.0,rare,6,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2934,IRR-MAL-2020-02934,Malawi,2020,0.94,semi-commercial,False,898.0,23.4,occasional,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2935,IRR-BUR-2025-02935,Burkina Faso,2025,2.24,subsistence,True,400.0,20.0,rare,6,flood,rainwater_harvesting,diesel,individual,2.1,0.14,93.9,115.0,15,excellent,841.0,45.0,False,0.0,False,769.0,694.0,45.7,352.0,2.09,89.3,78.0,31.9,536.0,84.0,as_needed,calendar,vegetables,33.3,1.54,1,16168.0,7690.0,False,True,False,0.0,15.4,good,low,False,False,False,2.3,traditional,moderate_burden
2936,IRR-ZAM-2024-02936,Zambia,2024,1.45,subsistence,False,847.0,33.1,occasional,7,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2937,IRR-MAL-2020-02937,Mali,2020,0.86,subsistence,False,571.0,27.1,frequent,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2938,IRR-MAL-2019-02938,Mali,2019,1.6,semi-commercial,False,550.0,20.2,occasional,7,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2939,IRR-BUR-2024-02939,Burkina Faso,2024,0.67,semi-commercial,False,930.0,34.8,rare,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2940,IRR-UGA-2021-02940,Uganda,2021,1.7,semi-commercial,False,894.0,29.0,occasional,2,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2941,IRR-MAL-2023-02941,Mali,2023,0.86,subsistence,False,676.0,18.1,occasional,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2942,IRR-ZAM-2025-02942,Zambia,2025,2.22,semi-commercial,True,1258.0,20.2,frequent,6,manual,groundwater,diesel,government,1.16,1.05,52.5,61.0,19,good,233.0,23.0,False,0.0,False,713.0,505.0,59.3,423.0,1.0,80.3,70.5,33.6,130.0,93.0,daily,calendar,vegetables,50.8,1.62,3,8290.0,7127.0,True,False,True,31.7,19.8,good,low,True,False,True,0.4,traditional,moderate_burden
2943,IRR-TAN-2018-02943,Tanzania,2018,1.03,subsistence,False,1074.0,32.2,frequent,6,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2944,IRR-MAL-2025-02944,Malawi,2025,2.88,subsistence,False,1018.0,32.1,frequent,2,none,none,none,none,0.0,2.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2945,IRR-GHA-2025-02945,Ghana,2025,0.79,semi-commercial,False,531.0,27.3,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2946,IRR-MAL-2025-02946,Malawi,2025,2.27,semi-commercial,False,1017.0,35.0,rare,5,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2947,IRR-BUR-2021-02947,Burkina Faso,2021,0.93,subsistence,False,656.0,28.3,occasional,3,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2948,IRR-NIG-2022-02948,Nigeria,2022,5.75,semi-commercial,False,1018.0,29.8,occasional,4,none,none,none,none,0.0,5.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2949,IRR-NIG-2025-02949,Nigeria,2025,1.5,semi-commercial,False,863.0,24.7,frequent,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2950,IRR-TAN-2019-02950,Tanzania,2019,1.33,subsistence,False,877.0,28.9,rare,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2951,IRR-GHA-2025-02951,Ghana,2025,3.19,subsistence,False,792.0,22.1,occasional,3,none,none,none,none,0.0,3.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2952,IRR-NIG-2019-02952,Nigeria,2019,1.13,subsistence,False,981.0,16.5,rare,6,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2953,IRR-UGA-2024-02953,Uganda,2024,1.07,subsistence,False,822.0,19.1,rare,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2954,IRR-UGA-2023-02954,Uganda,2023,0.53,semi-commercial,False,1060.0,30.7,frequent,5,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2955,IRR-GHA-2022-02955,Ghana,2022,1.78,commercial,False,906.0,33.2,occasional,4,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2956,IRR-BUR-2020-02956,Burkina Faso,2020,3.79,semi-commercial,False,914.0,27.0,occasional,4,none,none,none,none,0.0,3.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2957,IRR-NIG-2019-02957,Nigeria,2019,1.48,commercial,True,1474.0,21.9,frequent,3,surface,river,electric,individual,1.18,0.3,79.8,61.0,12,fair,944.0,118.0,True,561.0,True,634.0,655.0,59.7,378.0,1.55,80.2,72.6,34.7,161.0,35.0,weekly,visual,fruits,23.3,2.09,2,7485.0,6342.0,True,False,False,0.0,8.6,poor,low,True,True,False,5.5,traditional,moderate_burden
2958,IRR-MAL-2018-02958,Malawi,2018,4.45,semi-commercial,False,1107.0,16.3,frequent,3,none,none,none,none,0.0,4.45,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
2959,IRR-BUR-2019-02959,Burkina Faso,2019,1.52,subsistence,False,885.0,16.7,frequent,2,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2960,IRR-ETH-2019-02960,Ethiopia,2019,1.26,semi-commercial,False,982.0,18.0,frequent,3,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2961,IRR-UGA-2021-02961,Uganda,2021,2.59,subsistence,False,854.0,34.2,frequent,5,none,none,none,none,0.0,2.59,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
2962,IRR-ZAM-2020-02962,Zambia,2020,3.51,semi-commercial,False,699.0,26.5,rare,5,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2963,IRR-BUR-2025-02963,Burkina Faso,2025,0.9,semi-commercial,False,908.0,26.9,rare,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2964,IRR-ZAM-2021-02964,Zambia,2021,2.31,subsistence,False,1120.0,32.5,occasional,7,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2965,IRR-TAN-2019-02965,Tanzania,2019,1.0,commercial,False,1410.0,30.4,occasional,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2966,IRR-TAN-2024-02966,Tanzania,2024,4.95,semi-commercial,False,1003.0,16.0,frequent,7,none,none,none,none,0.0,4.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2967,IRR-MAL-2023-02967,Mali,2023,1.19,subsistence,False,1050.0,25.1,frequent,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2968,IRR-GHA-2024-02968,Ghana,2024,4.18,subsistence,False,794.0,23.6,frequent,6,none,none,none,none,0.0,4.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2969,IRR-ETH-2018-02969,Ethiopia,2018,1.26,subsistence,False,400.0,29.3,rare,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2970,IRR-BUR-2025-02970,Burkina Faso,2025,0.79,subsistence,True,597.0,33.6,occasional,2,drip,rainwater_harvesting,solar,shared,0.52,0.28,65.3,23.0,14,good,1296.0,140.0,True,591.0,False,422.0,662.0,78.6,331.0,1.0,85.8,95.0,64.1,0.0,8.0,daily,calendar,maize,54.5,1.76,1,2186.0,4216.0,False,False,False,0.0,15.6,good,high,False,False,False,6.0,modern,moderate_burden
2971,IRR-TAN-2024-02971,Tanzania,2024,0.27,semi-commercial,True,933.0,27.9,rare,2,flood,rainwater_harvesting,diesel,shared,0.16,0.11,59.2,5.0,15,excellent,65.0,7.0,True,36.0,True,788.0,686.0,45.8,361.0,1.7,87.9,68.2,27.5,17.0,6.0,weekly,visual,vegetables,48.1,1.73,2,1280.0,7879.0,False,False,True,0.0,6.6,good,low,True,False,False,1.0,traditional,moderate_burden
2972,IRR-ZAM-2025-02972,Zambia,2025,2.85,semi-commercial,False,1134.0,26.3,occasional,2,none,none,none,none,0.0,2.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2973,IRR-MAL-2019-02973,Malawi,2019,2.79,subsistence,False,843.0,22.5,occasional,7,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2974,IRR-KEN-2024-02974,Kenya,2024,3.42,semi-commercial,False,1134.0,26.8,frequent,7,none,none,none,none,0.0,3.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2975,IRR-BUR-2024-02975,Burkina Faso,2024,1.3,semi-commercial,False,968.0,25.6,occasional,5,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2976,IRR-GHA-2020-02976,Ghana,2020,3.96,semi-commercial,False,626.0,16.3,occasional,5,none,none,none,none,0.0,3.96,0.0,0.0,0,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,moderate_burden
2977,IRR-MAL-2020-02977,Malawi,2020,0.96,commercial,True,731.0,19.8,occasional,3,drip,river,diesel,government,0.82,0.14,85.4,32.0,12,fair,2045.0,270.0,False,0.0,False,432.0,523.0,84.8,367.0,1.57,89.4,70.4,53.4,88.0,12.0,as_needed,calendar,vegetables,59.1,1.77,2,3537.0,4324.0,False,False,True,0.0,9.9,poor,high,True,False,False,7.2,modern,moderate_burden
2978,IRR-MAL-2023-02978,Malawi,2023,2.98,semi-commercial,False,1128.0,25.6,occasional,6,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2979,IRR-NIG-2024-02979,Nigeria,2024,5.41,commercial,False,517.0,28.9,occasional,6,none,none,none,none,0.0,5.41,0.0,0.0,0,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,moderate_burden
2980,IRR-UGA-2020-02980,Uganda,2020,0.72,subsistence,False,1211.0,17.5,occasional,6,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2981,IRR-ETH-2023-02981,Ethiopia,2023,3.14,semi-commercial,False,999.0,26.6,frequent,2,none,none,none,none,0.0,3.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2982,IRR-MAL-2020-02982,Malawi,2020,1.78,semi-commercial,False,867.0,18.3,occasional,6,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2983,IRR-ZAM-2023-02983,Zambia,2023,1.12,commercial,False,811.0,25.0,frequent,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
2984,IRR-MAL-2024-02984,Mali,2024,0.48,commercial,False,1001.0,19.3,rare,3,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2985,IRR-ZAM-2024-02985,Zambia,2024,0.72,semi-commercial,False,499.0,18.7,rare,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2986,IRR-ETH-2021-02986,Ethiopia,2021,1.18,subsistence,False,626.0,22.5,rare,2,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2987,IRR-ETH-2019-02987,Ethiopia,2019,2.44,subsistence,False,1070.0,26.2,rare,6,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2988,IRR-ETH-2021-02988,Ethiopia,2021,0.75,semi-commercial,False,551.0,23.2,rare,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2989,IRR-BUR-2025-02989,Burkina Faso,2025,1.88,commercial,True,840.0,16.6,frequent,5,flood,lake,solar,government,0.61,1.27,32.4,31.0,6,fair,243.0,17.0,True,109.0,False,516.0,612.0,41.3,213.0,1.84,79.9,68.7,22.7,0.0,24.0,weekly,visual,rice,57.3,2.06,2,3136.0,5157.0,False,False,False,0.0,13.7,poor,low,False,True,False,0.5,traditional,moderate_burden
2990,IRR-UGA-2024-02990,Uganda,2024,3.06,subsistence,False,1090.0,34.4,occasional,7,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2991,IRR-ETH-2020-02991,Ethiopia,2020,3.23,semi-commercial,False,707.0,20.3,occasional,3,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2992,IRR-KEN-2018-02992,Kenya,2018,4.25,semi-commercial,False,1341.0,33.1,frequent,5,none,none,none,none,0.0,4.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2993,IRR-ETH-2022-02993,Ethiopia,2022,0.32,subsistence,False,894.0,26.6,rare,5,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
2994,IRR-TAN-2021-02994,Tanzania,2021,1.61,commercial,False,714.0,23.1,rare,4,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2995,IRR-MAL-2025-02995,Malawi,2025,0.86,semi-commercial,False,690.0,19.2,occasional,3,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2996,IRR-TAN-2021-02996,Tanzania,2021,0.84,semi-commercial,False,851.0,23.9,occasional,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2997,IRR-ETH-2021-02997,Ethiopia,2021,0.45,semi-commercial,True,1263.0,19.0,rare,4,sprinkler,river,solar,shared,0.36,0.09,80.0,19.0,3,poor,542.0,77.0,True,220.0,False,536.0,414.0,82.4,442.0,1.44,81.4,74.6,50.1,0.0,7.0,biweekly,visual,fruits,54.2,2.17,2,1939.0,5363.0,False,False,False,0.0,2.1,poor,medium,False,False,False,4.4,modern,moderate_burden
2998,IRR-UGA-2025-02998,Uganda,2025,0.91,commercial,False,400.0,26.9,rare,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
2999,IRR-ETH-2024-02999,Ethiopia,2024,1.15,subsistence,False,1046.0,24.9,rare,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3000,IRR-UGA-2022-03000,Uganda,2022,1.53,commercial,False,635.0,28.7,rare,4,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3001,IRR-BUR-2022-03001,Burkina Faso,2022,2.29,subsistence,False,830.0,20.7,occasional,6,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3002,IRR-KEN-2021-03002,Kenya,2021,2.89,subsistence,False,1022.0,22.3,frequent,5,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3003,IRR-MAL-2021-03003,Malawi,2021,4.36,subsistence,False,1263.0,31.4,occasional,4,none,none,none,none,0.0,4.36,0.0,0.0,0,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,moderate_burden
3004,IRR-GHA-2018-03004,Ghana,2018,1.73,subsistence,False,779.0,26.7,frequent,6,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3005,IRR-BUR-2020-03005,Burkina Faso,2020,0.21,commercial,False,668.0,24.5,occasional,6,none,none,none,none,0.0,0.21,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3006,IRR-GHA-2018-03006,Ghana,2018,0.97,semi-commercial,False,897.0,29.6,occasional,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3007,IRR-NIG-2022-03007,Nigeria,2022,1.43,subsistence,False,1194.0,19.9,occasional,2,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3008,IRR-TAN-2018-03008,Tanzania,2018,1.4,semi-commercial,False,573.0,16.7,occasional,6,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3009,IRR-MAL-2020-03009,Malawi,2020,0.99,subsistence,False,939.0,34.2,occasional,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3010,IRR-NIG-2025-03010,Nigeria,2025,0.2,subsistence,False,742.0,16.9,occasional,2,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3011,IRR-UGA-2019-03011,Uganda,2019,1.89,subsistence,False,895.0,28.5,frequent,3,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3012,IRR-MAL-2019-03012,Malawi,2019,1.73,semi-commercial,False,1087.0,24.0,frequent,2,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3013,IRR-MAL-2025-03013,Mali,2025,1.33,subsistence,False,1043.0,34.5,occasional,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3014,IRR-MAL-2021-03014,Mali,2021,2.29,subsistence,False,849.0,18.6,occasional,6,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3015,IRR-BUR-2021-03015,Burkina Faso,2021,2.19,semi-commercial,False,1224.0,15.2,frequent,7,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3016,IRR-MAL-2019-03016,Malawi,2019,1.53,subsistence,False,904.0,29.2,occasional,5,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3017,IRR-BUR-2024-03017,Burkina Faso,2024,0.64,semi-commercial,False,540.0,16.6,occasional,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3018,IRR-MAL-2018-03018,Mali,2018,1.12,subsistence,False,804.0,30.1,rare,5,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3019,IRR-UGA-2025-03019,Uganda,2025,1.65,commercial,False,547.0,32.2,frequent,5,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3020,IRR-NIG-2023-03020,Nigeria,2023,2.14,semi-commercial,False,807.0,30.4,frequent,4,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3021,IRR-NIG-2018-03021,Nigeria,2018,2.45,semi-commercial,False,662.0,27.2,frequent,6,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3022,IRR-ZAM-2023-03022,Zambia,2023,0.98,semi-commercial,True,1497.0,21.9,rare,5,sprinkler,rainwater_harvesting,solar,cooperative,0.73,0.25,74.7,32.0,1,fair,1096.0,113.0,False,0.0,True,402.0,643.0,81.6,328.0,1.85,76.9,76.7,48.1,0.0,15.0,daily,visual,cotton,30.6,2.48,1,2934.0,4017.0,False,True,True,0.0,6.6,poor,medium,False,False,False,7.3,modern,moderate_burden
3023,IRR-NIG-2019-03023,Nigeria,2019,1.99,subsistence,False,988.0,20.0,frequent,7,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3024,IRR-BUR-2024-03024,Burkina Faso,2024,0.94,commercial,False,846.0,26.2,occasional,2,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3025,IRR-UGA-2023-03025,Uganda,2023,1.84,semi-commercial,False,1004.0,24.2,occasional,5,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3026,IRR-GHA-2021-03026,Ghana,2021,2.24,subsistence,False,1054.0,31.3,occasional,5,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3027,IRR-BUR-2022-03027,Burkina Faso,2022,0.98,semi-commercial,False,1261.0,26.2,occasional,5,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3028,IRR-ETH-2022-03028,Ethiopia,2022,1.33,subsistence,True,759.0,20.6,occasional,2,flood,reservoir,gravity,cooperative,0.76,0.57,57.2,31.0,18,fair,304.0,43.0,True,165.0,False,559.0,519.0,43.4,243.0,1.76,94.1,89.5,36.6,0.0,30.0,weekly,calendar,vegetables,34.0,1.92,3,4258.0,5595.0,False,False,False,0.0,0.0,poor,low,False,False,False,1.3,traditional,moderate_burden
3029,IRR-BUR-2025-03029,Burkina Faso,2025,1.15,subsistence,False,1364.0,24.9,frequent,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3030,IRR-BUR-2021-03030,Burkina Faso,2021,0.7,commercial,False,1009.0,17.9,occasional,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3031,IRR-ETH-2020-03031,Ethiopia,2020,0.81,subsistence,False,773.0,19.7,frequent,3,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3032,IRR-ZAM-2023-03032,Zambia,2023,2.83,semi-commercial,True,682.0,25.5,rare,4,drip,groundwater,solar,private_company,2.28,0.56,80.4,105.0,18,excellent,5691.0,664.0,True,2547.0,False,564.0,430.0,80.0,451.0,2.16,91.4,91.1,66.6,0.0,34.0,daily,soil_moisture,vegetables,56.6,2.01,1,12839.0,5640.0,False,False,True,66.8,17.3,good,high,False,False,True,7.1,modern,moderate_burden
3033,IRR-MAL-2018-03033,Mali,2018,1.65,subsistence,False,572.0,29.7,occasional,5,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3034,IRR-NIG-2023-03034,Nigeria,2023,0.51,subsistence,False,1132.0,16.8,rare,3,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3035,IRR-GHA-2023-03035,Ghana,2023,2.5,commercial,True,1137.0,16.7,occasional,4,surface,groundwater,electric,government,1.12,1.38,44.9,49.0,17,excellent,896.0,72.0,False,0.0,False,709.0,551.0,59.0,418.0,1.94,85.6,84.3,42.5,75.0,34.0,weekly,calendar,rice,29.6,1.56,3,7943.0,7090.0,False,False,False,53.0,5.2,good,low,True,False,True,2.4,traditional,moderate_burden
3036,IRR-MAL-2024-03036,Mali,2024,0.53,semi-commercial,False,999.0,19.6,frequent,7,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3037,IRR-GHA-2018-03037,Ghana,2018,0.93,subsistence,False,700.0,20.9,rare,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3038,IRR-KEN-2024-03038,Kenya,2024,1.54,semi-commercial,True,1230.0,24.9,occasional,4,surface,river,diesel,shared,1.46,0.08,94.6,87.0,0,excellent,1166.0,149.0,True,368.0,False,330.0,535.0,53.7,177.0,2.36,71.7,60.8,23.4,415.0,44.0,as_needed,calendar,vegetables,28.0,1.84,1,4810.0,3299.0,True,True,False,0.0,16.2,good,low,False,False,False,5.4,traditional,moderate_burden
3039,IRR-UGA-2022-03039,Uganda,2022,0.28,subsistence,False,1032.0,27.9,frequent,6,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3040,IRR-TAN-2018-03040,Tanzania,2018,0.85,semi-commercial,False,886.0,20.8,occasional,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3041,IRR-BUR-2019-03041,Burkina Faso,2019,1.21,semi-commercial,False,912.0,33.7,occasional,5,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3042,IRR-MAL-2022-03042,Mali,2022,0.33,semi-commercial,True,1045.0,20.4,occasional,3,drip,river,solar,cooperative,0.32,0.01,95.7,15.0,10,poor,799.0,44.0,False,0.0,True,764.0,487.0,95.0,725.0,1.37,83.9,72.2,57.5,0.0,5.0,biweekly,visual,sugarcane,31.2,2.39,2,2441.0,7636.0,False,False,False,0.0,18.7,poor,high,False,False,False,15.4,modern,moderate_burden
3043,IRR-ZAM-2023-03043,Zambia,2023,0.71,semi-commercial,False,898.0,32.1,rare,2,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3044,IRR-TAN-2025-03044,Tanzania,2025,0.5,commercial,True,557.0,29.7,rare,4,drip,reservoir,diesel,individual,0.44,0.07,86.9,22.0,19,fair,1089.0,116.0,True,349.0,False,735.0,690.0,85.3,627.0,2.31,73.8,90.9,57.3,77.0,7.0,weekly,visual,rice,32.3,1.35,2,3201.0,7347.0,False,False,False,0.0,5.3,poor,high,False,False,False,13.5,modern,moderate_burden
3045,IRR-UGA-2018-03045,Uganda,2018,0.69,semi-commercial,False,795.0,32.6,occasional,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3046,IRR-KEN-2022-03046,Kenya,2022,1.73,subsistence,False,758.0,28.9,frequent,6,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3047,IRR-NIG-2022-03047,Nigeria,2022,2.75,subsistence,False,811.0,20.6,frequent,7,none,none,none,none,0.0,2.75,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
3048,IRR-UGA-2022-03048,Uganda,2022,1.73,subsistence,False,736.0,18.0,frequent,6,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3049,IRR-UGA-2023-03049,Uganda,2023,3.93,semi-commercial,False,1002.0,32.3,occasional,3,none,none,none,none,0.0,3.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3050,IRR-BUR-2021-03050,Burkina Faso,2021,0.94,semi-commercial,False,1060.0,32.2,rare,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3051,IRR-BUR-2024-03051,Burkina Faso,2024,0.99,subsistence,False,843.0,25.2,frequent,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3052,IRR-MAL-2018-03052,Mali,2018,0.76,semi-commercial,False,828.0,22.5,occasional,6,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3053,IRR-ZAM-2019-03053,Zambia,2019,1.15,subsistence,False,960.0,31.2,occasional,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3054,IRR-ETH-2021-03054,Ethiopia,2021,4.34,commercial,False,1026.0,15.6,frequent,4,none,none,none,none,0.0,4.34,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3055,IRR-MAL-2021-03055,Malawi,2021,0.91,subsistence,True,1196.0,30.1,occasional,4,manual,river,diesel,individual,0.56,0.35,61.5,29.0,17,good,112.0,7.0,False,0.0,False,338.0,561.0,63.0,213.0,2.3,89.6,84.9,47.9,126.0,45.0,as_needed,visual,vegetables,33.9,2.3,2,1891.0,3377.0,False,True,False,0.0,3.3,good,low,True,False,False,0.7,traditional,moderate_burden
3056,IRR-MAL-2019-03056,Mali,2019,1.91,subsistence,False,1504.0,29.7,occasional,2,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3057,IRR-TAN-2023-03057,Tanzania,2023,2.26,commercial,False,493.0,29.6,rare,5,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3058,IRR-MAL-2022-03058,Malawi,2022,2.76,semi-commercial,False,1294.0,30.1,frequent,2,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3059,IRR-ZAM-2021-03059,Zambia,2021,1.03,semi-commercial,False,550.0,27.9,frequent,3,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3060,IRR-BUR-2025-03060,Burkina Faso,2025,2.04,semi-commercial,True,973.0,21.7,frequent,3,manual,groundwater,solar,individual,0.96,1.09,46.9,47.0,9,poor,192.0,19.0,True,99.0,False,589.0,632.0,58.4,344.0,0.98,78.9,72.6,33.5,0.0,77.0,biweekly,visual,cotton,49.7,1.43,2,5645.0,5890.0,False,False,False,8.9,6.1,poor,low,False,True,False,0.4,traditional,moderate_burden
3061,IRR-UGA-2019-03061,Uganda,2019,0.52,semi-commercial,False,793.0,30.6,frequent,6,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3062,IRR-ETH-2025-03062,Ethiopia,2025,0.94,subsistence,False,400.0,28.6,rare,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3063,IRR-UGA-2019-03063,Uganda,2019,4.05,subsistence,False,759.0,21.1,occasional,2,none,none,none,none,0.0,4.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3064,IRR-NIG-2023-03064,Nigeria,2023,0.39,semi-commercial,False,702.0,20.2,occasional,6,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3065,IRR-MAL-2024-03065,Mali,2024,2.55,semi-commercial,False,726.0,18.5,frequent,7,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3066,IRR-GHA-2019-03066,Ghana,2019,1.56,semi-commercial,False,1068.0,30.5,occasional,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3067,IRR-ZAM-2018-03067,Zambia,2018,1.52,subsistence,False,817.0,31.4,rare,5,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3068,IRR-NIG-2025-03068,Nigeria,2025,1.62,subsistence,True,651.0,26.7,occasional,2,sprinkler,rainwater_harvesting,solar,shared,0.97,0.65,60.0,51.0,13,fair,1461.0,219.0,False,0.0,True,322.0,556.0,75.6,244.0,2.49,78.3,87.3,51.7,0.0,19.0,biweekly,visual,vegetables,52.9,1.52,2,3138.0,3222.0,False,True,False,0.0,10.8,poor,medium,False,False,False,3.4,modern,moderate_burden
3069,IRR-UGA-2023-03069,Uganda,2023,1.19,semi-commercial,False,1089.0,17.4,rare,4,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3070,IRR-NIG-2022-03070,Nigeria,2022,1.08,subsistence,True,964.0,15.9,occasional,5,sprinkler,reservoir,diesel,individual,0.86,0.23,79.1,28.0,14,excellent,1286.0,75.0,False,0.0,True,698.0,425.0,82.2,574.0,1.97,81.7,65.5,44.0,234.0,17.0,weekly,soil_moisture,rice,40.2,2.28,1,5986.0,6983.0,False,False,True,0.0,5.5,good,medium,True,False,True,5.9,modern,moderate_burden
3071,IRR-NIG-2020-03071,Nigeria,2020,0.84,subsistence,False,666.0,21.6,occasional,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3072,IRR-ZAM-2022-03072,Zambia,2022,2.46,subsistence,False,1138.0,30.4,frequent,2,none,none,none,none,0.0,2.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3073,IRR-ZAM-2021-03073,Zambia,2021,1.98,commercial,False,1124.0,34.2,rare,6,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3074,IRR-TAN-2022-03074,Tanzania,2022,1.25,semi-commercial,False,669.0,15.7,rare,2,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3075,IRR-KEN-2021-03075,Kenya,2021,0.52,semi-commercial,False,761.0,28.6,occasional,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3076,IRR-MAL-2018-03076,Malawi,2018,0.24,subsistence,False,886.0,31.9,rare,4,none,none,none,none,0.0,0.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3077,IRR-TAN-2025-03077,Tanzania,2025,0.76,commercial,False,1352.0,30.8,rare,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3078,IRR-MAL-2021-03078,Malawi,2021,1.0,subsistence,False,945.0,34.2,rare,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3079,IRR-BUR-2019-03079,Burkina Faso,2019,1.09,semi-commercial,False,750.0,28.9,rare,7,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3080,IRR-KEN-2019-03080,Kenya,2019,0.37,commercial,False,643.0,35.0,frequent,2,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3081,IRR-NIG-2020-03081,Nigeria,2020,1.51,commercial,False,822.0,31.2,occasional,7,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3082,IRR-NIG-2025-03082,Nigeria,2025,1.44,subsistence,False,554.0,31.9,rare,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3083,IRR-GHA-2023-03083,Ghana,2023,0.59,subsistence,False,1165.0,16.8,rare,5,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3084,IRR-UGA-2024-03084,Uganda,2024,7.58,subsistence,False,1237.0,18.1,frequent,7,none,none,none,none,0.0,7.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,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,moderate_burden
3085,IRR-MAL-2025-03085,Mali,2025,2.62,subsistence,False,779.0,33.0,occasional,7,none,none,none,none,0.0,2.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3086,IRR-BUR-2022-03086,Burkina Faso,2022,2.48,commercial,False,977.0,28.0,frequent,5,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3087,IRR-GHA-2023-03087,Ghana,2023,1.2,semi-commercial,True,1157.0,18.6,rare,7,surface,reservoir,electric,individual,1.11,0.08,92.9,35.0,18,excellent,888.0,100.0,False,0.0,True,356.0,571.0,48.0,171.0,1.13,79.4,74.6,28.4,93.0,33.0,weekly,visual,vegetables,52.5,1.33,2,3955.0,3562.0,False,False,False,0.0,13.6,good,low,False,False,True,2.8,traditional,moderate_burden
3088,IRR-NIG-2022-03088,Nigeria,2022,1.51,commercial,False,868.0,34.5,occasional,3,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3089,IRR-BUR-2024-03089,Burkina Faso,2024,1.53,subsistence,False,840.0,25.6,occasional,3,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3090,IRR-TAN-2019-03090,Tanzania,2019,2.64,subsistence,False,400.0,31.3,occasional,5,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3091,IRR-KEN-2023-03091,Kenya,2023,1.58,semi-commercial,True,776.0,31.2,occasional,7,sprinkler,reservoir,diesel,cooperative,1.42,0.16,89.9,64.0,18,fair,2128.0,225.0,False,0.0,True,661.0,436.0,75.1,496.0,0.86,79.1,65.6,38.9,210.0,28.0,biweekly,visual,maize,48.9,2.27,1,9379.0,6612.0,False,False,False,0.0,23.6,poor,medium,True,False,False,5.5,modern,moderate_burden
3092,IRR-MAL-2020-03092,Malawi,2020,1.66,subsistence,False,1110.0,34.7,occasional,3,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3093,IRR-TAN-2019-03093,Tanzania,2019,2.1,subsistence,False,748.0,26.6,frequent,5,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3094,IRR-TAN-2018-03094,Tanzania,2018,1.71,subsistence,False,649.0,22.9,occasional,2,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3095,IRR-TAN-2020-03095,Tanzania,2020,0.71,subsistence,False,1187.0,24.2,frequent,2,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3096,IRR-KEN-2018-03096,Kenya,2018,0.73,subsistence,False,694.0,18.3,rare,3,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3097,IRR-BUR-2021-03097,Burkina Faso,2021,0.9,subsistence,False,793.0,22.4,frequent,4,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3098,IRR-KEN-2025-03098,Kenya,2025,3.4,subsistence,False,1108.0,18.7,rare,5,none,none,none,none,0.0,3.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3099,IRR-GHA-2020-03099,Ghana,2020,0.78,semi-commercial,False,763.0,33.6,occasional,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3100,IRR-UGA-2018-03100,Uganda,2018,1.15,subsistence,False,1014.0,23.1,occasional,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3101,IRR-GHA-2020-03101,Ghana,2020,1.3,semi-commercial,False,1146.0,27.7,occasional,4,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3102,IRR-ETH-2025-03102,Ethiopia,2025,1.04,subsistence,False,806.0,16.0,frequent,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3103,IRR-ETH-2023-03103,Ethiopia,2023,0.79,subsistence,True,795.0,21.2,occasional,5,sprinkler,reservoir,diesel,individual,0.55,0.24,69.4,23.0,6,poor,820.0,60.0,True,416.0,False,428.0,410.0,72.2,309.0,2.37,84.8,86.0,52.7,83.0,11.0,weekly,visual,sugarcane,25.3,1.73,2,2339.0,4276.0,False,True,False,0.0,11.9,poor,medium,True,False,False,8.2,modern,moderate_burden
3104,IRR-TAN-2021-03104,Tanzania,2021,3.61,commercial,True,931.0,18.2,occasional,6,flood,river,diesel,individual,3.25,0.36,90.1,113.0,17,fair,1302.0,76.0,True,467.0,True,336.0,481.0,40.3,136.0,1.04,72.7,81.7,24.0,707.0,130.0,weekly,visual,vegetables,34.7,2.25,1,10937.0,3361.0,False,False,False,0.0,18.7,poor,low,False,False,False,2.1,traditional,moderate_burden
3105,IRR-GHA-2021-03105,Ghana,2021,0.94,semi-commercial,False,999.0,32.1,rare,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3106,IRR-GHA-2025-03106,Ghana,2025,1.24,semi-commercial,True,1081.0,29.1,occasional,3,drip,river,diesel,individual,0.37,0.87,30.2,13.0,1,good,936.0,91.0,True,440.0,False,762.0,466.0,79.3,604.0,1.41,90.8,92.3,66.4,53.0,6.0,biweekly,visual,cotton,31.4,2.28,2,2852.0,7616.0,True,False,False,0.0,19.0,good,high,True,False,False,4.8,modern,moderate_burden
3107,IRR-ETH-2019-03107,Ethiopia,2019,1.98,subsistence,False,1121.0,19.4,occasional,5,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3108,IRR-ZAM-2022-03108,Zambia,2022,0.88,semi-commercial,False,989.0,17.1,rare,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3109,IRR-NIG-2019-03109,Nigeria,2019,1.51,subsistence,False,734.0,19.1,occasional,7,none,none,none,none,0.0,1.51,0.0,0.0,0,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,moderate_burden
3110,IRR-GHA-2020-03110,Ghana,2020,0.46,subsistence,False,924.0,29.3,occasional,4,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3111,IRR-NIG-2020-03111,Nigeria,2020,1.19,subsistence,False,862.0,28.4,frequent,2,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3112,IRR-GHA-2023-03112,Ghana,2023,1.02,subsistence,False,1147.0,21.8,rare,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3113,IRR-MAL-2020-03113,Mali,2020,1.12,semi-commercial,False,909.0,20.2,rare,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3114,IRR-MAL-2022-03114,Malawi,2022,0.76,subsistence,False,752.0,17.6,frequent,6,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3115,IRR-TAN-2020-03115,Tanzania,2020,1.78,commercial,False,1257.0,17.5,frequent,2,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3116,IRR-MAL-2022-03116,Mali,2022,0.33,subsistence,False,434.0,27.4,occasional,3,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3117,IRR-KEN-2025-03117,Kenya,2025,0.84,semi-commercial,False,708.0,21.4,rare,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3118,IRR-NIG-2025-03118,Nigeria,2025,1.08,subsistence,True,1115.0,34.1,frequent,4,flood,groundwater,solar,individual,1.04,0.04,96.4,55.0,10,poor,418.0,50.0,False,0.0,True,466.0,584.0,40.0,186.0,1.86,83.1,87.8,29.2,0.0,42.0,biweekly,visual,vegetables,26.8,2.31,2,4873.0,4663.0,False,False,True,63.2,6.0,poor,low,True,False,False,2.9,traditional,moderate_burden
3119,IRR-MAL-2022-03119,Malawi,2022,0.73,subsistence,False,701.0,19.7,occasional,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3120,IRR-MAL-2022-03120,Mali,2022,1.85,subsistence,False,1346.0,26.0,rare,3,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3121,IRR-ZAM-2023-03121,Zambia,2023,1.2,subsistence,False,790.0,18.0,rare,6,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3122,IRR-GHA-2019-03122,Ghana,2019,2.74,semi-commercial,False,1471.0,32.1,occasional,6,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3123,IRR-ZAM-2022-03123,Zambia,2022,0.54,semi-commercial,False,1002.0,22.3,occasional,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3124,IRR-KEN-2022-03124,Kenya,2022,0.81,semi-commercial,True,626.0,19.8,occasional,7,surface,river,electric,individual,0.51,0.3,63.0,19.0,6,fair,407.0,31.0,False,0.0,True,676.0,504.0,57.8,391.0,1.25,90.2,69.8,36.4,54.0,15.0,weekly,calendar,horticulture,41.3,1.32,1,3439.0,6763.0,False,True,False,0.0,5.8,poor,low,True,False,False,2.4,traditional,moderate_burden
3125,IRR-ZAM-2025-03125,Zambia,2025,1.23,semi-commercial,False,949.0,18.2,rare,4,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3126,IRR-TAN-2023-03126,Tanzania,2023,1.26,subsistence,False,441.0,25.6,occasional,5,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3127,IRR-KEN-2020-03127,Kenya,2020,0.78,commercial,True,811.0,24.5,occasional,2,surface,reservoir,electric,individual,0.45,0.33,57.2,18.0,10,good,358.0,52.0,False,0.0,False,455.0,571.0,56.0,255.0,1.89,78.4,64.1,28.1,50.0,13.0,daily,visual,rice,25.3,1.21,2,2032.0,4546.0,False,False,False,0.0,23.5,good,low,False,False,True,3.6,traditional,moderate_burden
3128,IRR-ETH-2019-03128,Ethiopia,2019,4.75,semi-commercial,False,1030.0,21.4,rare,5,none,none,none,none,0.0,4.75,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3129,IRR-GHA-2023-03129,Ghana,2023,1.29,semi-commercial,False,561.0,24.4,occasional,7,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3130,IRR-NIG-2022-03130,Nigeria,2022,2.01,subsistence,True,965.0,20.0,occasional,3,sprinkler,reservoir,electric,individual,0.92,1.09,45.7,40.0,13,good,1375.0,125.0,True,506.0,False,442.0,659.0,72.6,321.0,1.52,92.7,64.6,43.5,101.0,18.0,biweekly,visual,maize,33.8,1.63,2,4053.0,4420.0,True,False,False,0.0,12.8,good,medium,False,False,True,4.1,modern,moderate_burden
3131,IRR-KEN-2024-03131,Kenya,2024,3.28,subsistence,False,570.0,18.0,occasional,4,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3132,IRR-UGA-2024-03132,Uganda,2024,3.07,subsistence,False,1255.0,30.1,rare,4,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3133,IRR-ZAM-2019-03133,Zambia,2019,0.89,semi-commercial,False,1052.0,16.2,frequent,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3134,IRR-BUR-2022-03134,Burkina Faso,2022,1.0,subsistence,False,513.0,26.3,frequent,3,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3135,IRR-GHA-2023-03135,Ghana,2023,2.68,semi-commercial,False,1049.0,33.4,frequent,4,none,none,none,none,0.0,2.68,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
3136,IRR-UGA-2019-03136,Uganda,2019,1.27,subsistence,False,861.0,15.0,occasional,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3137,IRR-UGA-2022-03137,Uganda,2022,0.75,subsistence,False,805.0,28.3,rare,4,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3138,IRR-MAL-2020-03138,Mali,2020,0.55,subsistence,False,1090.0,31.0,frequent,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3139,IRR-KEN-2024-03139,Kenya,2024,2.38,subsistence,False,971.0,27.0,frequent,3,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,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,moderate_burden
3140,IRR-ZAM-2019-03140,Zambia,2019,8.93,subsistence,False,1215.0,30.9,frequent,5,none,none,none,none,0.0,8.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3141,IRR-UGA-2023-03141,Uganda,2023,1.89,semi-commercial,False,553.0,20.2,occasional,7,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3142,IRR-UGA-2022-03142,Uganda,2022,1.11,semi-commercial,False,563.0,22.9,rare,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3143,IRR-BUR-2021-03143,Burkina Faso,2021,0.45,subsistence,True,805.0,31.1,occasional,5,sprinkler,lake,manual,cooperative,0.16,0.29,35.2,8.0,6,good,238.0,28.0,False,0.0,False,415.0,590.0,66.6,276.0,1.05,77.4,72.2,37.2,0.0,3.0,weekly,calendar,fruits,28.5,2.34,2,658.0,4149.0,False,True,False,0.0,0.0,good,medium,True,False,False,3.7,modern,moderate_burden
3144,IRR-UGA-2021-03144,Uganda,2021,0.6,subsistence,False,563.0,26.2,occasional,5,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3145,IRR-UGA-2020-03145,Uganda,2020,0.82,semi-commercial,False,665.0,29.4,occasional,5,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3146,IRR-KEN-2024-03146,Kenya,2024,0.53,subsistence,False,1227.0,30.2,occasional,5,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3147,IRR-UGA-2020-03147,Uganda,2020,1.43,subsistence,False,816.0,24.7,occasional,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3148,IRR-NIG-2025-03148,Nigeria,2025,0.46,subsistence,False,1001.0,34.6,occasional,3,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3149,IRR-ETH-2024-03149,Ethiopia,2024,0.41,semi-commercial,False,895.0,32.7,occasional,2,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3150,IRR-UGA-2025-03150,Uganda,2025,1.12,commercial,False,1120.0,27.1,rare,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3151,IRR-KEN-2024-03151,Kenya,2024,2.62,semi-commercial,True,971.0,29.4,rare,3,surface,groundwater,gravity,individual,1.95,0.68,74.3,111.0,13,poor,1558.0,143.0,True,752.0,False,557.0,643.0,48.1,268.0,1.69,91.4,66.2,29.1,0.0,58.0,as_needed,soil_moisture,maize,25.4,2.26,2,10842.0,5566.0,True,False,True,38.9,0.0,poor,low,False,False,False,4.7,traditional,moderate_burden
3152,IRR-BUR-2023-03152,Burkina Faso,2023,0.74,semi-commercial,False,400.0,29.5,rare,6,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3153,IRR-TAN-2019-03153,Tanzania,2019,0.55,semi-commercial,False,546.0,19.5,occasional,2,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3154,IRR-KEN-2022-03154,Kenya,2022,1.19,semi-commercial,False,693.0,15.6,rare,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3155,IRR-UGA-2024-03155,Uganda,2024,0.66,subsistence,False,594.0,29.6,occasional,4,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3156,IRR-BUR-2022-03156,Burkina Faso,2022,3.22,subsistence,False,1021.0,28.7,frequent,5,none,none,none,none,0.0,3.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3157,IRR-MAL-2019-03157,Mali,2019,1.59,subsistence,True,833.0,26.1,rare,4,flood,rainwater_harvesting,diesel,shared,0.76,0.83,47.8,41.0,15,good,305.0,25.0,True,99.0,False,343.0,521.0,44.6,153.0,2.4,93.7,84.4,35.3,135.0,30.0,daily,visual,vegetables,38.7,2.18,1,2610.0,3427.0,False,False,False,0.0,5.3,good,low,False,False,False,1.0,traditional,moderate_burden
3158,IRR-UGA-2025-03158,Uganda,2025,1.4,subsistence,False,677.0,15.5,occasional,3,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3159,IRR-NIG-2018-03159,Nigeria,2018,2.12,subsistence,False,1091.0,22.0,occasional,3,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3160,IRR-UGA-2023-03160,Uganda,2023,1.06,subsistence,False,941.0,15.9,frequent,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3161,IRR-BUR-2023-03161,Burkina Faso,2023,0.23,semi-commercial,False,855.0,20.6,rare,2,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3162,IRR-BUR-2024-03162,Burkina Faso,2024,0.6,subsistence,False,714.0,24.4,occasional,2,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3163,IRR-GHA-2019-03163,Ghana,2019,1.11,semi-commercial,True,400.0,15.1,occasional,2,flood,groundwater,diesel,individual,0.43,0.68,39.1,17.0,4,poor,174.0,12.0,False,0.0,False,514.0,408.0,43.8,225.0,2.33,89.5,81.3,31.8,54.0,17.0,weekly,weather_based,fruits,44.1,2.03,1,2231.0,5141.0,True,False,True,23.6,12.2,poor,low,False,False,False,0.7,traditional,moderate_burden
3164,IRR-MAL-2022-03164,Mali,2022,1.73,subsistence,False,1328.0,19.8,frequent,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3165,IRR-BUR-2019-03165,Burkina Faso,2019,1.06,subsistence,False,919.0,32.5,frequent,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3166,IRR-MAL-2024-03166,Mali,2024,4.84,subsistence,True,822.0,30.7,occasional,4,surface,groundwater,solar,shared,2.92,1.92,60.3,168.0,4,fair,2337.0,339.0,False,0.0,True,599.0,436.0,52.7,315.0,1.04,92.5,78.2,38.1,0.0,88.0,biweekly,visual,rice,40.0,1.62,3,17492.0,5988.0,False,False,False,62.5,13.3,poor,low,True,False,False,2.4,traditional,moderate_burden
3167,IRR-MAL-2020-03167,Malawi,2020,0.72,semi-commercial,False,737.0,22.1,rare,5,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3168,IRR-NIG-2023-03168,Nigeria,2023,3.24,semi-commercial,False,1236.0,19.5,frequent,7,none,none,none,none,0.0,3.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3169,IRR-ETH-2023-03169,Ethiopia,2023,1.49,subsistence,True,911.0,26.1,frequent,7,flood,rainwater_harvesting,gravity,government,0.69,0.8,46.3,23.0,9,fair,275.0,35.0,True,116.0,False,509.0,443.0,43.6,222.0,1.2,70.9,63.1,19.5,0.0,28.0,biweekly,visual,maize,51.1,1.23,3,3506.0,5093.0,False,True,False,0.0,0.0,poor,low,False,True,False,0.7,traditional,moderate_burden
3170,IRR-TAN-2018-03170,Tanzania,2018,1.22,subsistence,False,1426.0,19.2,frequent,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3171,IRR-UGA-2022-03171,Uganda,2022,1.51,subsistence,False,1283.0,23.3,rare,3,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3172,IRR-MAL-2022-03172,Malawi,2022,0.31,semi-commercial,False,1181.0,15.8,occasional,2,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3173,IRR-BUR-2020-03173,Burkina Faso,2020,3.4,semi-commercial,False,626.0,23.3,occasional,2,none,none,none,none,0.0,3.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3174,IRR-TAN-2025-03174,Tanzania,2025,1.39,commercial,False,1114.0,18.1,occasional,2,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3175,IRR-UGA-2025-03175,Uganda,2025,0.31,semi-commercial,False,1194.0,16.4,rare,5,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3176,IRR-GHA-2024-03176,Ghana,2024,0.8,subsistence,False,673.0,30.1,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3177,IRR-KEN-2024-03177,Kenya,2024,1.57,subsistence,False,1229.0,34.2,rare,7,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3178,IRR-MAL-2021-03178,Mali,2021,1.31,semi-commercial,False,645.0,34.6,occasional,3,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3179,IRR-ETH-2023-03179,Ethiopia,2023,1.15,semi-commercial,False,687.0,15.3,frequent,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3180,IRR-ZAM-2018-03180,Zambia,2018,1.58,semi-commercial,False,600.0,34.6,rare,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3181,IRR-UGA-2022-03181,Uganda,2022,1.15,subsistence,False,708.0,29.6,occasional,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3182,IRR-MAL-2022-03182,Malawi,2022,1.01,subsistence,False,679.0,34.3,occasional,2,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3183,IRR-TAN-2021-03183,Tanzania,2021,1.36,commercial,False,1129.0,18.3,occasional,7,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3184,IRR-MAL-2024-03184,Mali,2024,1.63,subsistence,False,817.0,24.8,frequent,6,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3185,IRR-ZAM-2019-03185,Zambia,2019,2.72,commercial,False,1106.0,15.7,frequent,2,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3186,IRR-UGA-2022-03186,Uganda,2022,1.62,subsistence,False,1769.0,22.3,occasional,5,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3187,IRR-TAN-2018-03187,Tanzania,2018,0.72,semi-commercial,False,997.0,17.3,rare,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3188,IRR-GHA-2019-03188,Ghana,2019,2.53,semi-commercial,False,1100.0,18.5,occasional,4,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3189,IRR-ZAM-2025-03189,Zambia,2025,0.86,subsistence,False,871.0,29.5,occasional,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3190,IRR-TAN-2019-03190,Tanzania,2019,1.66,subsistence,False,1015.0,34.8,occasional,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3191,IRR-ETH-2022-03191,Ethiopia,2022,3.38,commercial,False,946.0,27.8,frequent,4,none,none,none,none,0.0,3.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,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,moderate_burden
3192,IRR-BUR-2020-03192,Burkina Faso,2020,3.96,commercial,False,571.0,21.4,frequent,5,none,none,none,none,0.0,3.96,0.0,0.0,0,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,moderate_burden
3193,IRR-MAL-2020-03193,Malawi,2020,1.79,semi-commercial,True,1263.0,27.4,occasional,5,flood,groundwater,manual,individual,1.72,0.07,96.3,94.0,11,good,689.0,75.0,False,0.0,True,753.0,493.0,40.4,304.0,1.77,72.3,70.1,20.5,0.0,69.0,biweekly,calendar,maize,25.7,1.82,1,12971.0,7535.0,False,False,True,32.2,0.0,good,low,False,False,True,3.0,traditional,moderate_burden
3194,IRR-ZAM-2018-03194,Zambia,2018,0.37,semi-commercial,False,798.0,16.3,frequent,2,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3195,IRR-ETH-2022-03195,Ethiopia,2022,0.85,subsistence,False,473.0,25.7,rare,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3196,IRR-GHA-2022-03196,Ghana,2022,3.76,subsistence,False,967.0,21.1,occasional,5,none,none,none,none,0.0,3.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3197,IRR-NIG-2025-03197,Nigeria,2025,1.49,subsistence,False,1254.0,27.2,frequent,7,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3198,IRR-TAN-2023-03198,Tanzania,2023,0.35,semi-commercial,False,921.0,27.5,frequent,3,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3199,IRR-KEN-2021-03199,Kenya,2021,0.3,semi-commercial,False,1065.0,31.8,rare,4,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3200,IRR-TAN-2022-03200,Tanzania,2022,1.96,semi-commercial,False,1586.0,20.7,frequent,5,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3201,IRR-ETH-2023-03201,Ethiopia,2023,0.78,subsistence,False,453.0,18.8,occasional,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3202,IRR-ETH-2018-03202,Ethiopia,2018,2.48,subsistence,False,754.0,32.7,occasional,4,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3203,IRR-BUR-2021-03203,Burkina Faso,2021,0.67,commercial,False,400.0,15.0,occasional,2,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3204,IRR-MAL-2025-03204,Malawi,2025,1.89,subsistence,False,1311.0,31.7,occasional,5,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3205,IRR-UGA-2023-03205,Uganda,2023,3.41,semi-commercial,False,855.0,23.1,rare,7,none,none,none,none,0.0,3.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3206,IRR-KEN-2021-03206,Kenya,2021,0.86,subsistence,False,776.0,27.5,occasional,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3207,IRR-MAL-2019-03207,Mali,2019,2.12,subsistence,False,844.0,16.8,occasional,3,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3208,IRR-MAL-2018-03208,Malawi,2018,0.83,commercial,False,804.0,16.0,rare,7,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3209,IRR-MAL-2023-03209,Mali,2023,0.58,semi-commercial,False,1085.0,25.4,rare,7,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3210,IRR-GHA-2025-03210,Ghana,2025,1.33,semi-commercial,False,989.0,21.1,frequent,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3211,IRR-GHA-2023-03211,Ghana,2023,1.67,semi-commercial,False,624.0,23.4,frequent,2,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3212,IRR-NIG-2025-03212,Nigeria,2025,2.7,subsistence,False,950.0,31.3,frequent,4,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3213,IRR-ZAM-2025-03213,Zambia,2025,0.95,semi-commercial,True,834.0,30.4,occasional,7,flood,river,diesel,shared,0.57,0.37,60.6,23.0,1,excellent,229.0,16.0,True,115.0,False,730.0,479.0,46.6,341.0,2.17,81.6,75.7,28.8,92.0,23.0,as_needed,visual,sugarcane,52.8,1.26,1,4184.0,7302.0,False,False,False,0.0,2.5,good,low,False,False,False,0.9,traditional,moderate_burden
3214,IRR-MAL-2021-03214,Malawi,2021,0.8,subsistence,True,624.0,33.8,rare,2,surface,lake,gravity,private_company,0.77,0.03,96.0,42.0,16,good,613.0,38.0,False,0.0,False,587.0,651.0,55.2,324.0,1.28,93.3,83.0,42.8,0.0,23.0,biweekly,soil_moisture,maize,37.4,2.24,1,4503.0,5873.0,False,False,False,0.0,0.0,good,low,True,False,False,4.1,traditional,moderate_burden
3215,IRR-UGA-2023-03215,Uganda,2023,0.69,semi-commercial,False,522.0,31.3,frequent,2,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3216,IRR-MAL-2018-03216,Malawi,2018,0.82,semi-commercial,False,578.0,31.3,occasional,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3217,IRR-NIG-2025-03217,Nigeria,2025,1.31,semi-commercial,False,820.0,26.7,occasional,4,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3218,IRR-KEN-2025-03218,Kenya,2025,2.17,semi-commercial,False,995.0,27.7,occasional,7,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3219,IRR-BUR-2025-03219,Burkina Faso,2025,2.15,commercial,True,635.0,30.2,occasional,3,flood,reservoir,electric,individual,0.9,1.25,41.7,51.0,11,fair,359.0,52.0,True,127.0,False,381.0,460.0,48.8,186.0,1.14,92.0,69.3,31.1,78.0,36.0,as_needed,calendar,rice,20.9,1.43,3,3414.0,3805.0,False,False,False,0.0,15.0,poor,low,False,False,False,1.6,traditional,moderate_burden
3220,IRR-TAN-2018-03220,Tanzania,2018,0.94,subsistence,False,974.0,31.0,rare,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3221,IRR-MAL-2024-03221,Malawi,2024,2.56,semi-commercial,True,685.0,16.2,occasional,6,surface,groundwater,solar,individual,2.07,0.49,80.9,106.0,19,fair,1657.0,115.0,False,0.0,False,749.0,613.0,53.8,403.0,1.91,88.2,61.0,28.9,0.0,62.0,weekly,visual,vegetables,50.1,2.18,1,15521.0,7494.0,False,True,False,11.2,20.6,poor,low,False,False,False,2.6,traditional,moderate_burden
3222,IRR-NIG-2019-03222,Nigeria,2019,1.23,subsistence,False,1234.0,34.5,frequent,4,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3223,IRR-KEN-2024-03223,Kenya,2024,2.79,semi-commercial,False,654.0,24.3,occasional,5,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3224,IRR-GHA-2018-03224,Ghana,2018,1.49,semi-commercial,False,1293.0,18.1,frequent,5,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3225,IRR-TAN-2025-03225,Tanzania,2025,1.71,commercial,False,1120.0,23.8,frequent,5,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3226,IRR-KEN-2019-03226,Kenya,2019,4.0,subsistence,False,794.0,15.4,frequent,2,none,none,none,none,0.0,4.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3227,IRR-TAN-2024-03227,Tanzania,2024,1.97,commercial,True,859.0,32.3,occasional,5,sprinkler,rainwater_harvesting,solar,individual,1.19,0.78,60.4,55.0,7,good,1789.0,267.0,False,0.0,False,502.0,537.0,79.3,398.0,1.69,78.1,85.9,53.2,0.0,24.0,weekly,visual,rice,41.8,1.72,1,5982.0,5016.0,False,False,True,0.0,19.4,good,medium,False,False,False,4.3,modern,moderate_burden
3228,IRR-ETH-2022-03228,Ethiopia,2022,2.28,semi-commercial,False,610.0,28.5,rare,4,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3229,IRR-BUR-2021-03229,Burkina Faso,2021,1.11,semi-commercial,False,1118.0,23.4,occasional,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3230,IRR-BUR-2020-03230,Burkina Faso,2020,2.36,subsistence,False,729.0,34.1,occasional,3,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3231,IRR-UGA-2018-03231,Uganda,2018,0.56,semi-commercial,False,1159.0,19.9,occasional,2,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3232,IRR-MAL-2018-03232,Mali,2018,1.58,subsistence,False,1055.0,17.7,occasional,3,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3233,IRR-NIG-2021-03233,Nigeria,2021,0.86,semi-commercial,False,1469.0,22.9,rare,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3234,IRR-MAL-2018-03234,Mali,2018,1.08,subsistence,False,961.0,20.4,occasional,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3235,IRR-GHA-2024-03235,Ghana,2024,0.99,semi-commercial,False,927.0,20.6,frequent,2,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3236,IRR-ETH-2019-03236,Ethiopia,2019,2.48,commercial,False,979.0,29.3,frequent,5,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3237,IRR-MAL-2022-03237,Mali,2022,1.78,subsistence,False,973.0,29.1,rare,2,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3238,IRR-UGA-2025-03238,Uganda,2025,0.2,subsistence,False,476.0,34.5,occasional,5,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3239,IRR-UGA-2025-03239,Uganda,2025,1.33,subsistence,False,400.0,34.4,occasional,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3240,IRR-MAL-2024-03240,Mali,2024,1.11,subsistence,False,1140.0,31.1,rare,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3241,IRR-MAL-2025-03241,Mali,2025,0.97,commercial,False,477.0,30.3,occasional,5,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3242,IRR-GHA-2024-03242,Ghana,2024,0.97,semi-commercial,False,683.0,33.4,occasional,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3243,IRR-BUR-2023-03243,Burkina Faso,2023,4.33,subsistence,False,737.0,18.8,frequent,2,none,none,none,none,0.0,4.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3244,IRR-UGA-2024-03244,Uganda,2024,1.14,subsistence,False,1331.0,28.1,rare,3,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3245,IRR-KEN-2023-03245,Kenya,2023,7.42,semi-commercial,True,1129.0,29.6,occasional,5,flood,river,solar,individual,2.98,4.44,40.2,163.0,15,good,1192.0,166.0,True,377.0,True,779.0,639.0,41.8,326.0,2.38,91.5,76.0,29.1,0.0,119.0,weekly,calendar,cotton,48.8,2.37,2,23214.0,7792.0,False,True,False,0.0,3.5,good,low,False,False,False,0.7,traditional,moderate_burden
3246,IRR-NIG-2020-03246,Nigeria,2020,0.22,commercial,False,568.0,15.4,rare,6,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3247,IRR-UGA-2025-03247,Uganda,2025,2.47,semi-commercial,False,812.0,27.2,rare,5,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3248,IRR-GHA-2023-03248,Ghana,2023,1.19,semi-commercial,False,931.0,21.6,occasional,6,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3249,IRR-GHA-2021-03249,Ghana,2021,0.78,commercial,False,736.0,30.6,occasional,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3250,IRR-NIG-2024-03250,Nigeria,2024,1.87,subsistence,False,694.0,32.3,frequent,7,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3251,IRR-KEN-2023-03251,Kenya,2023,0.84,subsistence,False,1019.0,21.2,occasional,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3252,IRR-MAL-2021-03252,Mali,2021,2.48,subsistence,False,921.0,25.5,frequent,2,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3253,IRR-MAL-2022-03253,Malawi,2022,0.61,subsistence,False,500.0,24.5,frequent,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3254,IRR-MAL-2025-03254,Mali,2025,1.28,semi-commercial,False,825.0,22.6,rare,4,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3255,IRR-ZAM-2021-03255,Zambia,2021,1.88,semi-commercial,False,921.0,24.1,rare,3,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3256,IRR-MAL-2025-03256,Malawi,2025,1.75,subsistence,False,723.0,31.1,occasional,4,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3257,IRR-UGA-2020-03257,Uganda,2020,1.76,subsistence,False,618.0,31.6,frequent,4,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3258,IRR-MAL-2025-03258,Malawi,2025,0.77,semi-commercial,False,782.0,27.7,frequent,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3259,IRR-ZAM-2021-03259,Zambia,2021,6.59,semi-commercial,False,874.0,29.2,rare,3,none,none,none,none,0.0,6.59,0.0,0.0,0,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,moderate_burden
3260,IRR-GHA-2025-03260,Ghana,2025,2.64,subsistence,False,403.0,21.8,frequent,7,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3261,IRR-MAL-2025-03261,Mali,2025,0.37,semi-commercial,False,1087.0,21.2,occasional,6,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3262,IRR-UGA-2021-03262,Uganda,2021,0.74,subsistence,False,889.0,19.8,frequent,6,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3263,IRR-BUR-2021-03263,Burkina Faso,2021,1.17,semi-commercial,False,844.0,17.5,rare,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3264,IRR-ETH-2024-03264,Ethiopia,2024,0.67,subsistence,False,1291.0,32.4,rare,6,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3265,IRR-MAL-2018-03265,Mali,2018,2.06,semi-commercial,False,807.0,15.1,rare,5,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3266,IRR-ZAM-2018-03266,Zambia,2018,0.76,semi-commercial,False,941.0,27.7,frequent,7,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3267,IRR-ETH-2024-03267,Ethiopia,2024,1.07,semi-commercial,False,1135.0,20.1,rare,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3268,IRR-BUR-2018-03268,Burkina Faso,2018,0.61,subsistence,False,623.0,31.7,occasional,6,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3269,IRR-ETH-2024-03269,Ethiopia,2024,1.37,subsistence,True,998.0,25.1,frequent,5,center_pivot,reservoir,electric,individual,1.11,0.27,80.7,56.0,4,excellent,5539.0,607.0,True,3249.0,False,617.0,434.0,75.5,466.0,2.26,84.2,83.5,53.0,98.0,11.0,biweekly,calendar,maize,53.1,2.08,2,6840.0,6174.0,False,False,True,0.0,16.6,good,high,False,False,True,15.2,traditional,moderate_burden
3270,IRR-KEN-2019-03270,Kenya,2019,1.36,subsistence,False,1024.0,16.4,frequent,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3271,IRR-GHA-2022-03271,Ghana,2022,0.65,semi-commercial,True,796.0,19.3,frequent,7,drip,groundwater,electric,cooperative,0.51,0.14,79.0,20.0,17,poor,1283.0,161.0,False,0.0,False,499.0,547.0,92.5,462.0,1.39,74.4,81.8,56.3,46.0,8.0,biweekly,calendar,horticulture,32.8,1.85,1,2560.0,4990.0,False,False,False,63.4,15.8,poor,high,False,True,False,12.1,modern,moderate_burden
3272,IRR-KEN-2025-03272,Kenya,2025,1.22,subsistence,False,995.0,34.3,occasional,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3273,IRR-TAN-2023-03273,Tanzania,2023,1.35,semi-commercial,False,829.0,29.0,rare,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3274,IRR-ETH-2024-03274,Ethiopia,2024,0.36,subsistence,True,1459.0,22.6,rare,5,drip,groundwater,gravity,cooperative,0.15,0.21,40.5,7.0,15,fair,365.0,53.0,False,0.0,True,597.0,541.0,89.3,533.0,2.34,82.4,92.3,67.9,0.0,2.0,daily,soil_moisture,fruits,46.3,1.88,2,871.0,5971.0,False,True,True,22.6,0.0,poor,high,False,False,False,4.4,modern,moderate_burden
3275,IRR-KEN-2023-03275,Kenya,2023,1.44,semi-commercial,False,1152.0,34.8,rare,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3276,IRR-MAL-2021-03276,Mali,2021,4.33,subsistence,False,1276.0,15.1,rare,2,none,none,none,none,0.0,4.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3277,IRR-ETH-2022-03277,Ethiopia,2022,0.88,semi-commercial,False,1141.0,31.7,occasional,3,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3278,IRR-TAN-2020-03278,Tanzania,2020,4.79,subsistence,False,744.0,16.8,occasional,6,none,none,none,none,0.0,4.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3279,IRR-ETH-2018-03279,Ethiopia,2018,0.38,semi-commercial,False,914.0,31.2,occasional,5,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3280,IRR-GHA-2023-03280,Ghana,2023,1.3,commercial,False,957.0,15.2,rare,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3281,IRR-ZAM-2019-03281,Zambia,2019,0.51,semi-commercial,False,782.0,27.5,frequent,7,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3282,IRR-ETH-2021-03282,Ethiopia,2021,0.35,subsistence,True,1067.0,34.2,rare,2,surface,rainwater_harvesting,electric,individual,0.34,0.01,98.0,12.0,9,fair,271.0,29.0,False,0.0,True,735.0,634.0,54.5,400.0,1.94,77.9,74.2,31.5,25.0,10.0,daily,calendar,vegetables,25.0,1.93,2,2493.0,7353.0,True,True,False,0.0,6.1,poor,low,True,False,False,6.3,traditional,moderate_burden
3283,IRR-UGA-2018-03283,Uganda,2018,3.34,subsistence,False,661.0,33.1,rare,4,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3284,IRR-ZAM-2024-03284,Zambia,2024,1.26,subsistence,True,1056.0,32.8,occasional,5,surface,river,manual,cooperative,1.03,0.23,81.6,53.0,0,fair,822.0,59.0,False,0.0,False,486.0,575.0,58.8,286.0,2.23,94.5,77.8,43.2,0.0,31.0,daily,calendar,rice,34.5,1.88,1,4991.0,4860.0,False,True,False,0.0,0.0,poor,low,False,False,False,3.8,traditional,moderate_burden
3285,IRR-MAL-2022-03285,Mali,2022,1.75,semi-commercial,False,935.0,26.5,occasional,5,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3286,IRR-NIG-2018-03286,Nigeria,2018,3.75,subsistence,False,1063.0,16.0,occasional,3,none,none,none,none,0.0,3.75,0.0,0.0,0,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,moderate_burden
3287,IRR-ZAM-2023-03287,Zambia,2023,0.87,semi-commercial,False,784.0,31.9,rare,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3288,IRR-NIG-2025-03288,Nigeria,2025,7.22,subsistence,False,971.0,24.6,frequent,7,none,none,none,none,0.0,7.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3289,IRR-TAN-2023-03289,Tanzania,2023,3.07,subsistence,False,1177.0,30.6,frequent,2,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3290,IRR-MAL-2020-03290,Malawi,2020,1.72,commercial,False,811.0,21.2,rare,2,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3291,IRR-GHA-2023-03291,Ghana,2023,0.51,semi-commercial,False,726.0,24.2,rare,4,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3292,IRR-BUR-2019-03292,Burkina Faso,2019,0.74,subsistence,False,756.0,20.4,frequent,3,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3293,IRR-ZAM-2024-03293,Zambia,2024,1.76,subsistence,False,668.0,27.7,occasional,2,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3294,IRR-NIG-2019-03294,Nigeria,2019,0.98,subsistence,False,727.0,20.2,occasional,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3295,IRR-TAN-2020-03295,Tanzania,2020,0.98,semi-commercial,False,793.0,23.9,rare,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3296,IRR-UGA-2023-03296,Uganda,2023,0.81,subsistence,False,938.0,17.1,rare,3,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3297,IRR-MAL-2021-03297,Malawi,2021,1.3,subsistence,True,1288.0,25.6,occasional,4,flood,river,diesel,individual,0.78,0.52,59.9,27.0,19,good,311.0,37.0,True,142.0,False,419.0,547.0,41.8,175.0,2.49,93.1,61.1,23.8,135.0,31.0,weekly,visual,fruits,52.7,1.32,1,3256.0,4193.0,False,True,True,0.0,6.9,good,low,False,False,False,0.9,traditional,moderate_burden
3298,IRR-KEN-2023-03298,Kenya,2023,1.18,subsistence,False,656.0,24.9,occasional,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3299,IRR-NIG-2018-03299,Nigeria,2018,2.46,subsistence,False,676.0,25.5,occasional,3,none,none,none,none,0.0,2.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3300,IRR-UGA-2024-03300,Uganda,2024,1.11,semi-commercial,True,404.0,18.0,rare,7,flood,river,diesel,individual,0.33,0.77,30.2,15.0,10,good,134.0,10.0,False,0.0,True,797.0,573.0,46.5,371.0,2.37,79.2,60.4,22.2,67.0,13.0,biweekly,calendar,fruits,41.6,2.34,1,2665.0,7974.0,True,False,False,0.0,12.4,good,low,False,False,False,0.6,traditional,moderate_burden
3301,IRR-MAL-2021-03301,Malawi,2021,1.28,subsistence,False,962.0,17.0,rare,6,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3302,IRR-GHA-2020-03302,Ghana,2020,2.73,semi-commercial,False,775.0,18.1,frequent,3,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3303,IRR-KEN-2019-03303,Kenya,2019,0.93,subsistence,False,989.0,25.7,occasional,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3304,IRR-MAL-2020-03304,Malawi,2020,0.95,semi-commercial,False,1157.0,33.3,occasional,2,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3305,IRR-ETH-2020-03305,Ethiopia,2020,0.61,subsistence,False,1000.0,32.7,occasional,7,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3306,IRR-TAN-2021-03306,Tanzania,2021,2.27,semi-commercial,False,781.0,18.8,rare,2,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3307,IRR-NIG-2025-03307,Nigeria,2025,2.65,subsistence,False,1149.0,20.1,occasional,3,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3308,IRR-BUR-2021-03308,Burkina Faso,2021,1.94,subsistence,False,822.0,29.0,rare,5,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3309,IRR-UGA-2021-03309,Uganda,2021,0.89,semi-commercial,False,788.0,27.6,frequent,3,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3310,IRR-TAN-2023-03310,Tanzania,2023,1.29,commercial,False,1008.0,33.4,rare,6,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3311,IRR-BUR-2023-03311,Burkina Faso,2023,2.47,semi-commercial,False,1125.0,30.3,occasional,2,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3312,IRR-MAL-2019-03312,Mali,2019,1.49,semi-commercial,False,950.0,28.9,rare,4,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3313,IRR-GHA-2020-03313,Ghana,2020,0.6,semi-commercial,False,869.0,15.4,frequent,5,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3314,IRR-NIG-2020-03314,Nigeria,2020,1.05,commercial,False,921.0,22.3,frequent,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3315,IRR-BUR-2019-03315,Burkina Faso,2019,1.47,semi-commercial,False,419.0,17.9,rare,5,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3316,IRR-MAL-2021-03316,Mali,2021,1.54,subsistence,False,885.0,27.1,occasional,6,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3317,IRR-BUR-2020-03317,Burkina Faso,2020,1.14,semi-commercial,False,938.0,35.0,occasional,2,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3318,IRR-ZAM-2022-03318,Zambia,2022,1.59,subsistence,False,840.0,15.8,rare,6,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3319,IRR-ZAM-2018-03319,Zambia,2018,1.86,semi-commercial,True,1099.0,20.3,rare,6,sprinkler,reservoir,gravity,shared,1.08,0.78,58.0,64.0,16,fair,1619.0,147.0,False,0.0,True,529.0,686.0,77.9,412.0,2.42,74.3,74.5,43.1,0.0,22.0,biweekly,calendar,vegetables,29.9,2.06,1,5712.0,5292.0,True,False,False,0.0,0.0,poor,medium,False,False,False,5.8,modern,moderate_burden
3320,IRR-BUR-2018-03320,Burkina Faso,2018,1.17,subsistence,False,1086.0,29.4,occasional,7,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3321,IRR-MAL-2024-03321,Malawi,2024,0.74,commercial,False,1160.0,23.0,occasional,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3322,IRR-MAL-2023-03322,Malawi,2023,1.49,subsistence,False,571.0,34.5,rare,6,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3323,IRR-GHA-2020-03323,Ghana,2020,2.14,subsistence,False,400.0,33.2,rare,7,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3324,IRR-ETH-2018-03324,Ethiopia,2018,1.42,semi-commercial,False,894.0,32.5,occasional,3,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3325,IRR-BUR-2022-03325,Burkina Faso,2022,1.83,subsistence,False,1084.0,16.0,rare,4,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3326,IRR-ETH-2018-03326,Ethiopia,2018,0.97,subsistence,False,1047.0,21.8,rare,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3327,IRR-UGA-2018-03327,Uganda,2018,1.6,semi-commercial,False,1221.0,16.1,occasional,5,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3328,IRR-UGA-2023-03328,Uganda,2023,3.51,subsistence,False,1023.0,23.7,frequent,2,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3329,IRR-MAL-2023-03329,Malawi,2023,2.89,commercial,False,823.0,22.7,frequent,6,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3330,IRR-TAN-2022-03330,Tanzania,2022,0.55,subsistence,True,974.0,24.2,frequent,4,sprinkler,groundwater,gravity,individual,0.4,0.15,72.1,24.0,1,poor,595.0,60.0,True,286.0,False,700.0,436.0,78.6,550.0,1.99,74.0,79.2,46.1,0.0,8.0,daily,visual,fruits,44.7,2.04,2,2778.0,6999.0,True,False,True,36.3,0.0,poor,medium,False,False,False,4.8,modern,moderate_burden
3331,IRR-KEN-2024-03331,Kenya,2024,2.1,subsistence,False,779.0,21.1,occasional,5,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3332,IRR-UGA-2025-03332,Uganda,2025,1.75,commercial,False,1000.0,25.5,frequent,2,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3333,IRR-NIG-2024-03333,Nigeria,2024,4.02,commercial,False,1137.0,27.8,frequent,2,none,none,none,none,0.0,4.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3334,IRR-KEN-2024-03334,Kenya,2024,2.98,subsistence,False,810.0,33.0,frequent,7,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3335,IRR-KEN-2019-03335,Kenya,2019,0.89,semi-commercial,False,1027.0,24.2,frequent,3,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3336,IRR-UGA-2024-03336,Uganda,2024,2.45,subsistence,False,955.0,23.2,frequent,3,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3337,IRR-KEN-2021-03337,Kenya,2021,0.77,semi-commercial,False,1316.0,27.1,occasional,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3338,IRR-UGA-2022-03338,Uganda,2022,0.71,subsistence,True,1192.0,25.1,occasional,7,sprinkler,river,gravity,government,0.58,0.13,82.1,19.0,3,fair,873.0,69.0,False,0.0,True,754.0,682.0,77.0,581.0,2.01,77.8,68.8,41.2,0.0,12.0,as_needed,weather_based,rice,56.2,1.85,2,4388.0,7544.0,False,False,True,0.0,0.0,poor,medium,True,False,False,4.4,modern,moderate_burden
3339,IRR-KEN-2019-03339,Kenya,2019,1.67,subsistence,False,706.0,29.6,rare,5,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3340,IRR-BUR-2022-03340,Burkina Faso,2022,0.92,subsistence,False,1490.0,30.8,occasional,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3341,IRR-UGA-2021-03341,Uganda,2021,2.04,subsistence,False,1285.0,32.0,occasional,7,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3342,IRR-MAL-2020-03342,Mali,2020,1.35,subsistence,False,911.0,32.2,occasional,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3343,IRR-BUR-2019-03343,Burkina Faso,2019,4.45,semi-commercial,False,400.0,16.5,occasional,3,none,none,none,none,0.0,4.45,0.0,0.0,0,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,False,False,0.0,none,moderate_burden
3344,IRR-KEN-2023-03344,Kenya,2023,1.48,subsistence,False,1057.0,29.7,frequent,6,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3345,IRR-ZAM-2018-03345,Zambia,2018,0.86,commercial,False,702.0,19.0,occasional,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3346,IRR-ZAM-2024-03346,Zambia,2024,1.07,subsistence,False,400.0,28.6,occasional,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3347,IRR-KEN-2022-03347,Kenya,2022,0.45,subsistence,False,885.0,34.4,occasional,2,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3348,IRR-MAL-2022-03348,Malawi,2022,1.28,commercial,False,960.0,20.3,occasional,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3349,IRR-MAL-2024-03349,Malawi,2024,3.08,subsistence,False,990.0,18.2,frequent,5,none,none,none,none,0.0,3.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3350,IRR-BUR-2022-03350,Burkina Faso,2022,1.77,semi-commercial,False,849.0,15.2,occasional,7,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3351,IRR-UGA-2025-03351,Uganda,2025,0.92,semi-commercial,True,746.0,21.1,rare,7,manual,groundwater,diesel,individual,0.49,0.43,53.5,29.0,0,good,98.0,7.0,False,0.0,False,662.0,455.0,60.0,398.0,2.46,73.5,88.7,39.1,96.0,39.0,daily,soil_moisture,vegetables,48.1,1.54,1,3247.0,6625.0,False,True,False,19.1,12.3,good,low,False,False,True,0.4,traditional,moderate_burden
3352,IRR-UGA-2023-03352,Uganda,2023,2.04,subsistence,False,1108.0,27.3,occasional,2,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3353,IRR-ZAM-2018-03353,Zambia,2018,6.79,semi-commercial,False,996.0,24.2,occasional,6,none,none,none,none,0.0,6.79,0.0,0.0,0,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,moderate_burden
3354,IRR-TAN-2025-03354,Tanzania,2025,2.2,semi-commercial,False,912.0,19.8,occasional,4,none,none,none,none,0.0,2.2,0.0,0.0,0,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,moderate_burden
3355,IRR-ETH-2018-03355,Ethiopia,2018,0.89,semi-commercial,False,416.0,22.3,occasional,6,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3356,IRR-MAL-2021-03356,Malawi,2021,0.74,subsistence,False,683.0,18.9,occasional,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3357,IRR-MAL-2018-03357,Malawi,2018,0.81,semi-commercial,False,1184.0,33.0,frequent,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3358,IRR-ZAM-2020-03358,Zambia,2020,1.83,semi-commercial,True,633.0,33.0,frequent,7,flood,groundwater,diesel,individual,0.71,1.12,38.8,30.0,14,excellent,285.0,34.0,False,0.0,False,636.0,401.0,45.0,286.0,1.79,90.0,85.6,34.7,126.0,28.0,daily,calendar,maize,38.0,1.64,2,4531.0,6364.0,False,True,False,40.9,23.0,good,low,False,True,True,0.8,traditional,moderate_burden
3359,IRR-GHA-2020-03359,Ghana,2020,1.15,semi-commercial,False,836.0,19.1,frequent,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3360,IRR-TAN-2023-03360,Tanzania,2023,2.49,semi-commercial,False,987.0,30.2,rare,5,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3361,IRR-ZAM-2019-03361,Zambia,2019,1.71,semi-commercial,False,1208.0,27.5,occasional,6,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3362,IRR-GHA-2020-03362,Ghana,2020,2.39,semi-commercial,False,593.0,19.1,occasional,3,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3363,IRR-MAL-2025-03363,Malawi,2025,1.93,semi-commercial,False,618.0,18.4,rare,3,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3364,IRR-KEN-2020-03364,Kenya,2020,4.02,subsistence,False,853.0,28.2,occasional,6,none,none,none,none,0.0,4.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3365,IRR-UGA-2021-03365,Uganda,2021,2.73,subsistence,False,1203.0,20.9,frequent,7,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3366,IRR-GHA-2023-03366,Ghana,2023,0.85,subsistence,False,1462.0,32.3,occasional,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3367,IRR-GHA-2025-03367,Ghana,2025,1.35,subsistence,False,945.0,19.2,occasional,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3368,IRR-MAL-2020-03368,Mali,2020,1.84,subsistence,False,1305.0,15.8,occasional,3,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3369,IRR-TAN-2025-03369,Tanzania,2025,1.23,subsistence,True,1400.0,31.7,rare,6,center_pivot,groundwater,solar,government,0.6,0.63,49.0,31.0,16,excellent,3022.0,303.0,False,0.0,True,699.0,538.0,73.3,512.0,1.47,79.0,67.2,38.9,0.0,6.0,as_needed,calendar,fruits,25.8,1.76,2,4225.0,6991.0,False,False,False,16.8,23.9,good,high,True,False,True,19.0,traditional,moderate_burden
3370,IRR-NIG-2018-03370,Nigeria,2018,2.92,subsistence,False,847.0,33.4,rare,5,none,none,none,none,0.0,2.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3371,IRR-NIG-2025-03371,Nigeria,2025,0.81,commercial,False,776.0,30.8,occasional,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3372,IRR-MAL-2023-03372,Mali,2023,1.08,commercial,False,823.0,34.6,rare,6,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3373,IRR-MAL-2023-03373,Malawi,2023,0.55,semi-commercial,False,816.0,26.2,occasional,2,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3374,IRR-MAL-2018-03374,Mali,2018,1.22,subsistence,True,996.0,33.5,frequent,4,sprinkler,reservoir,wind,individual,0.73,0.49,59.6,41.0,10,fair,1089.0,68.0,False,0.0,False,752.0,562.0,74.5,560.0,2.25,84.5,84.9,53.4,0.0,15.0,daily,soil_moisture,horticulture,54.7,1.38,1,5456.0,7516.0,False,False,False,0.0,0.0,poor,medium,False,True,False,3.3,modern,moderate_burden
3375,IRR-ZAM-2024-03375,Zambia,2024,0.7,subsistence,False,1004.0,31.9,occasional,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3376,IRR-NIG-2025-03376,Nigeria,2025,1.13,subsistence,False,869.0,33.8,frequent,5,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3377,IRR-BUR-2018-03377,Burkina Faso,2018,1.76,semi-commercial,False,1363.0,30.3,rare,2,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3378,IRR-ETH-2024-03378,Ethiopia,2024,1.77,semi-commercial,False,1197.0,26.3,rare,5,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3379,IRR-ETH-2020-03379,Ethiopia,2020,0.8,subsistence,False,1241.0,30.3,rare,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3380,IRR-GHA-2024-03380,Ghana,2024,1.41,commercial,False,1097.0,33.9,occasional,7,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3381,IRR-BUR-2025-03381,Burkina Faso,2025,0.6,semi-commercial,True,400.0,22.8,occasional,2,sprinkler,river,solar,private_company,0.38,0.22,63.6,14.0,4,fair,576.0,58.0,False,0.0,False,564.0,639.0,73.6,415.0,0.93,94.3,79.2,55.0,0.0,8.0,daily,calendar,maize,38.4,1.81,1,2165.0,5635.0,True,False,True,0.0,13.1,poor,medium,False,False,False,5.0,modern,moderate_burden
3382,IRR-KEN-2025-03382,Kenya,2025,0.71,semi-commercial,True,865.0,19.8,frequent,4,surface,river,manual,individual,0.49,0.22,68.6,20.0,0,good,391.0,39.0,True,233.0,False,431.0,598.0,51.2,221.0,1.54,74.3,76.1,28.9,0.0,15.0,weekly,soil_moisture,vegetables,58.2,1.58,2,2107.0,4314.0,False,False,False,0.0,0.0,good,low,False,True,False,1.9,traditional,moderate_burden
3383,IRR-MAL-2020-03383,Malawi,2020,1.92,semi-commercial,False,465.0,28.4,occasional,6,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3384,IRR-GHA-2018-03384,Ghana,2018,2.39,subsistence,False,683.0,19.2,frequent,6,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3385,IRR-ETH-2025-03385,Ethiopia,2025,2.31,commercial,False,949.0,29.3,frequent,4,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3386,IRR-TAN-2020-03386,Tanzania,2020,1.14,semi-commercial,False,963.0,17.7,frequent,7,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3387,IRR-KEN-2021-03387,Kenya,2021,0.68,semi-commercial,False,687.0,23.4,occasional,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3388,IRR-ZAM-2025-03388,Zambia,2025,0.54,subsistence,False,599.0,26.7,rare,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3389,IRR-MAL-2019-03389,Mali,2019,1.08,semi-commercial,False,819.0,19.5,occasional,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3390,IRR-KEN-2024-03390,Kenya,2024,1.9,subsistence,False,1087.0,17.7,occasional,5,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3391,IRR-ETH-2018-03391,Ethiopia,2018,0.76,subsistence,False,1055.0,23.4,rare,6,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3392,IRR-ZAM-2022-03392,Zambia,2022,1.35,subsistence,False,933.0,21.6,occasional,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3393,IRR-MAL-2024-03393,Mali,2024,0.4,semi-commercial,False,943.0,22.6,occasional,6,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3394,IRR-KEN-2018-03394,Kenya,2018,1.85,subsistence,False,1001.0,24.8,frequent,4,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3395,IRR-TAN-2022-03395,Tanzania,2022,1.44,semi-commercial,False,1221.0,16.7,rare,7,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3396,IRR-BUR-2025-03396,Burkina Faso,2025,1.39,semi-commercial,False,940.0,33.8,frequent,7,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3397,IRR-TAN-2022-03397,Tanzania,2022,1.94,subsistence,False,793.0,28.1,frequent,4,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3398,IRR-BUR-2019-03398,Burkina Faso,2019,1.58,semi-commercial,False,1143.0,19.0,occasional,5,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3399,IRR-KEN-2024-03399,Kenya,2024,0.74,subsistence,False,1373.0,29.1,frequent,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3400,IRR-MAL-2024-03400,Mali,2024,3.74,subsistence,False,811.0,18.0,rare,6,none,none,none,none,0.0,3.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3401,IRR-NIG-2018-03401,Nigeria,2018,1.26,commercial,False,876.0,30.7,rare,6,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3402,IRR-GHA-2018-03402,Ghana,2018,1.39,subsistence,False,1046.0,32.3,frequent,4,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3403,IRR-MAL-2025-03403,Malawi,2025,1.34,subsistence,True,810.0,28.1,frequent,4,flood,river,diesel,individual,0.57,0.77,42.4,20.0,15,good,227.0,24.0,False,0.0,False,798.0,499.0,46.8,373.0,1.59,79.3,66.4,24.6,68.0,23.0,weekly,visual,vegetables,31.8,1.5,2,4523.0,7981.0,False,True,False,0.0,2.9,good,low,True,True,False,1.1,traditional,moderate_burden
3404,IRR-GHA-2018-03404,Ghana,2018,1.06,semi-commercial,False,1038.0,28.4,rare,6,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3405,IRR-NIG-2019-03405,Nigeria,2019,2.61,semi-commercial,True,794.0,32.7,frequent,4,drip,groundwater,solar,individual,0.84,1.77,32.2,41.0,13,good,2104.0,124.0,False,0.0,False,663.0,609.0,90.4,600.0,1.05,82.8,95.0,71.1,0.0,13.0,weekly,calendar,vegetables,43.0,1.5,1,5579.0,6629.0,False,True,False,63.6,16.2,good,high,True,True,True,3.8,modern,moderate_burden
3406,IRR-NIG-2021-03406,Nigeria,2021,0.99,subsistence,True,918.0,27.9,occasional,3,surface,river,diesel,shared,0.34,0.65,34.4,12.0,14,fair,272.0,21.0,False,0.0,False,583.0,493.0,56.1,327.0,1.98,92.7,69.4,36.1,87.0,10.0,as_needed,calendar,rice,31.2,1.45,2,1982.0,5833.0,False,False,False,0.0,20.1,poor,low,False,False,False,1.8,traditional,moderate_burden
3407,IRR-NIG-2022-03407,Nigeria,2022,1.43,commercial,False,660.0,28.9,occasional,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3408,IRR-MAL-2022-03408,Malawi,2022,1.16,semi-commercial,True,933.0,33.4,occasional,5,surface,river,electric,cooperative,0.98,0.18,84.4,33.0,5,good,781.0,70.0,False,0.0,False,568.0,669.0,51.5,293.0,1.08,81.5,62.0,26.0,64.0,29.0,biweekly,soil_moisture,vegetables,30.0,2.3,2,5551.0,5683.0,False,False,False,0.0,4.3,good,low,False,False,False,4.5,traditional,moderate_burden
3409,IRR-TAN-2023-03409,Tanzania,2023,2.11,semi-commercial,False,400.0,28.8,frequent,6,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3410,IRR-ZAM-2023-03410,Zambia,2023,0.98,subsistence,False,1027.0,33.0,occasional,2,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3411,IRR-ETH-2025-03411,Ethiopia,2025,3.43,semi-commercial,False,1228.0,28.3,occasional,2,none,none,none,none,0.0,3.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3412,IRR-MAL-2019-03412,Mali,2019,0.76,subsistence,False,757.0,26.3,frequent,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3413,IRR-NIG-2024-03413,Nigeria,2024,2.17,semi-commercial,False,1103.0,26.7,rare,6,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3414,IRR-BUR-2019-03414,Burkina Faso,2019,1.33,subsistence,False,879.0,31.9,rare,2,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3415,IRR-BUR-2023-03415,Burkina Faso,2023,2.65,commercial,False,673.0,16.0,frequent,3,none,none,none,none,0.0,2.65,0.0,0.0,0,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,moderate_burden
3416,IRR-MAL-2021-03416,Malawi,2021,0.42,semi-commercial,True,1239.0,33.3,frequent,5,flood,rainwater_harvesting,diesel,government,0.31,0.11,73.0,10.0,16,fair,124.0,15.0,False,0.0,False,567.0,637.0,42.3,240.0,1.92,81.6,86.5,29.8,70.0,12.0,as_needed,calendar,vegetables,41.1,1.58,2,1759.0,5667.0,False,False,False,0.0,25.0,poor,low,False,True,False,1.4,traditional,moderate_burden
3417,IRR-GHA-2019-03417,Ghana,2019,2.68,subsistence,False,675.0,21.6,frequent,6,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3418,IRR-MAL-2024-03418,Malawi,2024,1.86,subsistence,True,983.0,27.5,frequent,6,sprinkler,lake,solar,individual,1.65,0.22,88.4,71.0,1,excellent,2469.0,125.0,True,789.0,True,673.0,639.0,70.4,474.0,2.43,82.4,84.9,49.3,0.0,33.0,weekly,weather_based,vegetables,21.4,1.87,2,11085.0,6734.0,False,False,False,0.0,16.5,good,medium,False,True,False,12.4,modern,moderate_burden
3419,IRR-TAN-2019-03419,Tanzania,2019,0.65,subsistence,False,918.0,16.1,rare,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3420,IRR-MAL-2020-03420,Malawi,2020,2.53,subsistence,False,1220.0,18.9,occasional,2,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3421,IRR-BUR-2021-03421,Burkina Faso,2021,0.48,subsistence,False,875.0,23.5,occasional,5,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3422,IRR-TAN-2018-03422,Tanzania,2018,1.85,subsistence,False,909.0,22.3,occasional,2,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3423,IRR-ETH-2021-03423,Ethiopia,2021,1.6,semi-commercial,False,929.0,15.2,occasional,4,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3424,IRR-UGA-2020-03424,Uganda,2020,2.85,subsistence,False,906.0,22.0,occasional,3,none,none,none,none,0.0,2.85,0.0,0.0,0,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,moderate_burden
3425,IRR-MAL-2020-03425,Malawi,2020,1.11,subsistence,False,1025.0,23.4,occasional,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3426,IRR-ZAM-2020-03426,Zambia,2020,3.89,subsistence,True,1135.0,31.3,frequent,5,sprinkler,reservoir,electric,shared,2.4,1.49,61.7,126.0,19,fair,3604.0,263.0,False,0.0,False,307.0,632.0,64.2,197.0,2.04,84.6,63.3,34.4,218.0,48.0,weekly,calendar,maize,47.4,2.19,1,7376.0,3070.0,False,False,True,0.0,23.6,poor,medium,False,False,False,3.9,modern,moderate_burden
3427,IRR-TAN-2022-03427,Tanzania,2022,0.8,semi-commercial,False,810.0,25.0,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3428,IRR-UGA-2025-03428,Uganda,2025,2.14,commercial,False,1074.0,23.0,rare,2,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3429,IRR-MAL-2024-03429,Mali,2024,0.78,commercial,False,791.0,15.4,frequent,3,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3430,IRR-UGA-2019-03430,Uganda,2019,2.59,subsistence,False,1322.0,24.7,rare,4,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3431,IRR-NIG-2024-03431,Nigeria,2024,0.99,semi-commercial,False,1231.0,30.8,occasional,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3432,IRR-ETH-2025-03432,Ethiopia,2025,1.38,semi-commercial,False,816.0,32.8,occasional,2,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3433,IRR-KEN-2023-03433,Kenya,2023,0.77,subsistence,True,951.0,30.6,occasional,4,sprinkler,wetland,solar,shared,0.58,0.19,75.5,21.0,4,excellent,866.0,122.0,False,0.0,False,789.0,546.0,73.6,581.0,2.2,83.6,79.4,48.9,0.0,12.0,daily,visual,sugarcane,28.9,1.5,2,4560.0,7894.0,False,False,False,0.0,10.2,good,medium,False,False,False,7.8,modern,moderate_burden
3434,IRR-KEN-2023-03434,Kenya,2023,0.82,subsistence,False,1196.0,20.2,occasional,3,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3435,IRR-ETH-2020-03435,Ethiopia,2020,0.53,commercial,False,467.0,29.8,rare,3,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3436,IRR-BUR-2020-03436,Burkina Faso,2020,1.77,semi-commercial,False,575.0,27.1,occasional,2,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3437,IRR-UGA-2020-03437,Uganda,2020,0.43,subsistence,False,529.0,31.0,occasional,4,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3438,IRR-UGA-2024-03438,Uganda,2024,3.66,subsistence,False,712.0,34.9,occasional,5,none,none,none,none,0.0,3.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3439,IRR-MAL-2019-03439,Malawi,2019,2.03,subsistence,False,400.0,21.1,frequent,2,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3440,IRR-UGA-2018-03440,Uganda,2018,1.51,semi-commercial,False,1117.0,18.2,occasional,4,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3441,IRR-MAL-2023-03441,Malawi,2023,0.76,semi-commercial,False,616.0,17.0,occasional,6,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3442,IRR-GHA-2019-03442,Ghana,2019,2.43,subsistence,False,1209.0,29.5,occasional,6,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3443,IRR-GHA-2022-03443,Ghana,2022,1.59,semi-commercial,False,1404.0,30.6,occasional,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3444,IRR-TAN-2023-03444,Tanzania,2023,0.49,subsistence,False,662.0,32.6,occasional,4,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3445,IRR-MAL-2022-03445,Malawi,2022,3.66,semi-commercial,False,540.0,16.1,occasional,6,none,none,none,none,0.0,3.66,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3446,IRR-NIG-2018-03446,Nigeria,2018,2.92,semi-commercial,False,1400.0,26.6,occasional,3,none,none,none,none,0.0,2.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3447,IRR-ETH-2025-03447,Ethiopia,2025,7.5,subsistence,False,801.0,23.8,occasional,6,none,none,none,none,0.0,7.5,0.0,0.0,0,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,moderate_burden
3448,IRR-ETH-2021-03448,Ethiopia,2021,1.96,semi-commercial,False,738.0,26.5,rare,6,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3449,IRR-KEN-2021-03449,Kenya,2021,0.71,subsistence,False,633.0,33.9,occasional,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3450,IRR-MAL-2020-03450,Malawi,2020,1.53,subsistence,False,537.0,33.1,occasional,3,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3451,IRR-MAL-2022-03451,Malawi,2022,0.94,subsistence,False,1045.0,17.6,frequent,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3452,IRR-BUR-2019-03452,Burkina Faso,2019,1.53,semi-commercial,False,646.0,16.1,rare,5,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3453,IRR-UGA-2019-03453,Uganda,2019,4.1,semi-commercial,True,1156.0,23.0,occasional,3,sprinkler,groundwater,manual,shared,2.66,1.44,64.8,99.0,8,fair,3986.0,465.0,True,2000.0,False,784.0,438.0,70.8,555.0,1.38,86.4,64.3,39.4,0.0,53.0,weekly,visual,vegetables,52.3,1.44,2,20832.0,7840.0,False,False,False,44.3,0.0,poor,medium,True,False,False,3.7,modern,moderate_burden
3454,IRR-MAL-2022-03454,Mali,2022,3.06,commercial,False,881.0,20.7,frequent,6,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3455,IRR-GHA-2019-03455,Ghana,2019,0.8,semi-commercial,False,638.0,16.4,frequent,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3456,IRR-KEN-2025-03456,Kenya,2025,1.84,subsistence,False,715.0,29.1,rare,2,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3457,IRR-MAL-2025-03457,Malawi,2025,1.76,subsistence,False,1014.0,16.2,occasional,7,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3458,IRR-ETH-2021-03458,Ethiopia,2021,1.06,commercial,False,631.0,19.4,frequent,2,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3459,IRR-BUR-2023-03459,Burkina Faso,2023,0.63,subsistence,False,944.0,32.2,occasional,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3460,IRR-KEN-2018-03460,Kenya,2018,2.87,commercial,False,713.0,31.4,occasional,7,none,none,none,none,0.0,2.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3461,IRR-UGA-2019-03461,Uganda,2019,3.9,subsistence,False,951.0,22.6,rare,4,none,none,none,none,0.0,3.9,0.0,0.0,0,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,moderate_burden
3462,IRR-KEN-2020-03462,Kenya,2020,3.3,semi-commercial,False,1269.0,34.5,occasional,5,none,none,none,none,0.0,3.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3463,IRR-GHA-2019-03463,Ghana,2019,0.5,subsistence,False,904.0,21.7,rare,2,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3464,IRR-UGA-2024-03464,Uganda,2024,1.16,semi-commercial,False,1096.0,33.7,occasional,3,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3465,IRR-GHA-2020-03465,Ghana,2020,1.28,commercial,False,1345.0,19.4,occasional,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3466,IRR-GHA-2023-03466,Ghana,2023,0.97,semi-commercial,False,1091.0,25.2,rare,6,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3467,IRR-MAL-2020-03467,Malawi,2020,1.96,commercial,False,1029.0,19.5,occasional,7,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3468,IRR-BUR-2020-03468,Burkina Faso,2020,0.29,subsistence,False,986.0,17.0,occasional,4,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3469,IRR-GHA-2018-03469,Ghana,2018,1.87,subsistence,False,1179.0,19.3,rare,2,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3470,IRR-KEN-2019-03470,Kenya,2019,1.78,semi-commercial,False,400.0,27.1,occasional,4,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3471,IRR-BUR-2021-03471,Burkina Faso,2021,2.3,commercial,False,665.0,23.2,rare,7,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3472,IRR-ETH-2018-03472,Ethiopia,2018,1.77,semi-commercial,False,1192.0,20.3,occasional,6,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3473,IRR-NIG-2020-03473,Nigeria,2020,0.9,subsistence,False,1043.0,29.5,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3474,IRR-ZAM-2023-03474,Zambia,2023,1.08,subsistence,False,771.0,30.9,rare,6,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3475,IRR-GHA-2024-03475,Ghana,2024,1.1,semi-commercial,False,612.0,31.0,occasional,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3476,IRR-MAL-2021-03476,Malawi,2021,2.92,subsistence,False,916.0,34.9,occasional,7,none,none,none,none,0.0,2.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3477,IRR-NIG-2018-03477,Nigeria,2018,1.51,subsistence,False,1023.0,23.4,occasional,4,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3478,IRR-MAL-2024-03478,Mali,2024,1.92,commercial,False,746.0,32.7,occasional,4,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3479,IRR-TAN-2025-03479,Tanzania,2025,1.32,semi-commercial,False,1313.0,17.9,frequent,7,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3480,IRR-BUR-2022-03480,Burkina Faso,2022,1.61,semi-commercial,False,1093.0,16.2,frequent,2,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3481,IRR-ETH-2018-03481,Ethiopia,2018,0.82,semi-commercial,False,1002.0,17.4,occasional,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3482,IRR-MAL-2025-03482,Mali,2025,0.82,subsistence,False,954.0,19.5,rare,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3483,IRR-UGA-2021-03483,Uganda,2021,0.68,subsistence,False,693.0,20.9,occasional,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3484,IRR-ZAM-2020-03484,Zambia,2020,0.67,subsistence,False,451.0,21.9,occasional,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3485,IRR-KEN-2019-03485,Kenya,2019,0.49,semi-commercial,False,702.0,28.3,occasional,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3486,IRR-KEN-2023-03486,Kenya,2023,1.01,semi-commercial,False,729.0,33.5,rare,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3487,IRR-GHA-2021-03487,Ghana,2021,0.98,subsistence,False,717.0,29.5,rare,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3488,IRR-ZAM-2022-03488,Zambia,2022,1.5,semi-commercial,False,1301.0,32.6,rare,6,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3489,IRR-NIG-2024-03489,Nigeria,2024,0.78,subsistence,True,663.0,21.1,occasional,7,sprinkler,river,diesel,shared,0.47,0.31,59.9,28.0,13,fair,703.0,47.0,True,343.0,False,382.0,590.0,66.2,253.0,2.24,85.1,78.1,44.0,132.0,9.0,daily,visual,vegetables,35.9,1.81,2,1791.0,3820.0,False,False,False,0.0,14.6,poor,medium,True,False,False,5.0,modern,moderate_burden
3490,IRR-GHA-2024-03490,Ghana,2024,1.06,commercial,True,648.0,29.1,occasional,6,flood,groundwater,diesel,individual,0.61,0.45,57.8,25.0,11,good,244.0,18.0,False,0.0,True,372.0,567.0,46.0,171.0,1.45,71.1,72.0,23.5,158.0,24.0,as_needed,weather_based,maize,25.7,1.87,1,2268.0,3718.0,False,False,False,60.9,10.7,good,low,False,False,True,1.8,traditional,moderate_burden
3491,IRR-KEN-2020-03491,Kenya,2020,2.71,subsistence,False,1138.0,29.8,frequent,2,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3492,IRR-KEN-2024-03492,Kenya,2024,3.23,semi-commercial,False,1242.0,23.9,frequent,6,none,none,none,none,0.0,3.23,0.0,0.0,0,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,moderate_burden
3493,IRR-GHA-2023-03493,Ghana,2023,3.2,subsistence,True,601.0,23.3,occasional,7,manual,groundwater,diesel,individual,1.35,1.85,42.3,78.0,14,poor,271.0,36.0,True,91.0,False,629.0,626.0,60.4,380.0,1.39,83.9,79.7,40.4,340.0,108.0,daily,visual,maize,43.7,1.67,2,8513.0,6293.0,False,False,False,29.0,23.1,poor,low,False,False,False,0.4,traditional,moderate_burden
3494,IRR-MAL-2020-03494,Malawi,2020,1.65,subsistence,False,1043.0,22.4,rare,4,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3495,IRR-ZAM-2019-03495,Zambia,2019,0.95,subsistence,False,1120.0,24.5,rare,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3496,IRR-UGA-2022-03496,Uganda,2022,0.56,subsistence,False,776.0,19.6,rare,2,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3497,IRR-ETH-2020-03497,Ethiopia,2020,0.52,subsistence,False,1032.0,29.6,occasional,4,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3498,IRR-ZAM-2021-03498,Zambia,2021,1.74,subsistence,True,1543.0,22.5,frequent,3,surface,groundwater,solar,individual,1.18,0.56,67.9,59.0,9,fair,943.0,107.0,False,0.0,True,318.0,401.0,47.8,152.0,1.94,74.7,71.4,25.5,0.0,35.0,weekly,calendar,vegetables,43.5,1.57,1,3746.0,3179.0,False,False,False,76.9,15.5,poor,low,True,True,False,2.5,traditional,moderate_burden
3499,IRR-UGA-2024-03499,Uganda,2024,0.7,commercial,False,1122.0,16.9,frequent,4,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3500,IRR-MAL-2023-03500,Mali,2023,0.81,subsistence,False,1049.0,31.0,frequent,7,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3501,IRR-BUR-2023-03501,Burkina Faso,2023,2.34,semi-commercial,False,879.0,18.8,rare,7,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3502,IRR-KEN-2025-03502,Kenya,2025,4.5,semi-commercial,False,756.0,24.1,frequent,3,none,none,none,none,0.0,4.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,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,moderate_burden
3503,IRR-ETH-2018-03503,Ethiopia,2018,0.33,subsistence,False,1365.0,18.1,rare,5,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3504,IRR-KEN-2020-03504,Kenya,2020,0.79,commercial,False,649.0,18.9,occasional,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3505,IRR-NIG-2025-03505,Nigeria,2025,2.05,subsistence,False,815.0,28.4,occasional,3,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3506,IRR-ETH-2025-03506,Ethiopia,2025,1.77,subsistence,True,751.0,16.1,frequent,3,sprinkler,reservoir,gravity,shared,1.19,0.57,67.6,52.0,0,fair,1792.0,185.0,False,0.0,False,573.0,508.0,64.4,369.0,1.09,81.9,66.0,34.9,0.0,24.0,biweekly,visual,cotton,50.0,1.76,1,6852.0,5735.0,False,False,False,0.0,0.0,poor,medium,False,True,False,4.1,modern,moderate_burden
3507,IRR-MAL-2023-03507,Mali,2023,0.49,commercial,False,1083.0,18.6,frequent,6,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3508,IRR-TAN-2020-03508,Tanzania,2020,1.34,subsistence,False,891.0,33.0,occasional,3,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3509,IRR-GHA-2024-03509,Ghana,2024,0.59,subsistence,False,991.0,26.4,rare,3,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3510,IRR-MAL-2019-03510,Mali,2019,3.53,commercial,False,1333.0,17.0,frequent,5,none,none,none,none,0.0,3.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3511,IRR-GHA-2020-03511,Ghana,2020,0.52,semi-commercial,False,615.0,17.8,occasional,4,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3512,IRR-NIG-2020-03512,Nigeria,2020,0.93,semi-commercial,False,921.0,27.9,rare,7,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3513,IRR-NIG-2022-03513,Nigeria,2022,0.41,subsistence,False,938.0,32.1,occasional,5,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3514,IRR-TAN-2025-03514,Tanzania,2025,1.73,semi-commercial,False,953.0,27.2,occasional,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3515,IRR-KEN-2024-03515,Kenya,2024,2.21,semi-commercial,False,1305.0,16.3,rare,7,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3516,IRR-MAL-2018-03516,Mali,2018,3.16,subsistence,False,1006.0,19.2,rare,7,none,none,none,none,0.0,3.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3517,IRR-MAL-2019-03517,Malawi,2019,2.96,semi-commercial,False,911.0,21.9,occasional,5,none,none,none,none,0.0,2.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3518,IRR-MAL-2020-03518,Malawi,2020,3.25,semi-commercial,False,778.0,19.4,frequent,7,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3519,IRR-MAL-2025-03519,Malawi,2025,3.39,subsistence,False,974.0,27.0,rare,5,none,none,none,none,0.0,3.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3520,IRR-GHA-2025-03520,Ghana,2025,0.88,commercial,True,418.0,18.5,frequent,5,surface,lake,diesel,cooperative,0.69,0.19,78.1,39.0,9,poor,549.0,30.0,False,0.0,False,773.0,543.0,58.3,450.0,2.22,75.7,85.2,37.6,181.0,21.0,weekly,soil_moisture,fruits,47.9,1.28,1,5307.0,7731.0,False,False,True,0.0,13.6,poor,low,False,False,False,2.6,traditional,moderate_burden
3521,IRR-KEN-2020-03521,Kenya,2020,1.41,subsistence,False,1114.0,22.8,occasional,6,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3522,IRR-ZAM-2020-03522,Zambia,2020,1.98,commercial,False,703.0,20.4,rare,3,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3523,IRR-TAN-2023-03523,Tanzania,2023,1.92,subsistence,False,904.0,31.6,rare,4,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3524,IRR-TAN-2025-03524,Tanzania,2025,0.43,subsistence,False,827.0,29.5,occasional,6,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3525,IRR-ETH-2025-03525,Ethiopia,2025,1.0,semi-commercial,True,662.0,24.3,occasional,6,surface,groundwater,solar,individual,0.6,0.4,59.7,29.0,2,fair,479.0,29.0,False,0.0,True,533.0,673.0,51.2,273.0,1.01,82.2,88.2,37.1,0.0,18.0,weekly,visual,vegetables,53.2,1.3,1,3193.0,5333.0,False,False,True,17.3,5.1,poor,low,False,False,False,1.8,traditional,moderate_burden
3526,IRR-ZAM-2021-03526,Zambia,2021,1.91,semi-commercial,False,893.0,21.4,rare,2,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3527,IRR-BUR-2021-03527,Burkina Faso,2021,2.74,subsistence,False,1619.0,31.7,frequent,7,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3528,IRR-ETH-2024-03528,Ethiopia,2024,1.39,commercial,False,1039.0,24.0,occasional,4,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3529,IRR-UGA-2022-03529,Uganda,2022,1.12,semi-commercial,False,831.0,15.1,rare,5,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3530,IRR-NIG-2023-03530,Nigeria,2023,1.05,subsistence,True,1135.0,25.6,occasional,5,sprinkler,lake,gravity,government,0.75,0.3,71.2,23.0,13,good,1121.0,88.0,True,493.0,False,696.0,429.0,80.0,556.0,2.42,86.9,78.0,54.2,0.0,15.0,daily,visual,fruits,22.2,2.48,2,5201.0,6957.0,True,False,False,0.0,0.0,good,medium,True,False,False,9.6,modern,moderate_burden
3531,IRR-MAL-2019-03531,Malawi,2019,4.99,semi-commercial,False,467.0,17.3,rare,4,none,none,none,none,0.0,4.99,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3532,IRR-UGA-2024-03532,Uganda,2024,1.63,commercial,True,1031.0,15.5,rare,2,drip,groundwater,gravity,individual,1.2,0.43,73.5,56.0,2,fair,2988.0,409.0,False,0.0,False,742.0,620.0,95.0,705.0,2.19,93.4,95.0,84.3,0.0,18.0,as_needed,calendar,horticulture,44.2,1.33,2,8870.0,7420.0,False,True,False,69.1,0.0,poor,high,True,False,False,8.3,modern,moderate_burden
3533,IRR-ETH-2020-03533,Ethiopia,2020,1.59,semi-commercial,False,904.0,24.2,frequent,7,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3534,IRR-TAN-2022-03534,Tanzania,2022,1.48,semi-commercial,False,1333.0,32.1,occasional,4,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3535,IRR-BUR-2019-03535,Burkina Faso,2019,1.85,subsistence,False,971.0,19.4,rare,7,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3536,IRR-TAN-2020-03536,Tanzania,2020,0.43,subsistence,False,1074.0,27.5,rare,4,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3537,IRR-NIG-2018-03537,Nigeria,2018,3.68,semi-commercial,False,1106.0,18.2,frequent,7,none,none,none,none,0.0,3.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3538,IRR-MAL-2024-03538,Mali,2024,1.16,semi-commercial,True,1017.0,19.3,occasional,3,sprinkler,rainwater_harvesting,gravity,government,0.71,0.45,60.9,25.0,17,fair,1059.0,59.0,True,528.0,True,627.0,696.0,65.9,413.0,1.64,89.4,70.9,41.7,0.0,14.0,as_needed,visual,vegetables,53.9,1.42,2,4430.0,6274.0,True,False,False,0.0,0.0,poor,medium,False,False,False,3.4,modern,moderate_burden
3539,IRR-MAL-2020-03539,Malawi,2020,1.56,subsistence,False,703.0,23.2,rare,6,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3540,IRR-TAN-2020-03540,Tanzania,2020,2.09,subsistence,False,848.0,16.8,occasional,4,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3541,IRR-NIG-2024-03541,Nigeria,2024,2.16,subsistence,False,1033.0,23.9,occasional,2,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3542,IRR-MAL-2022-03542,Mali,2022,0.25,subsistence,False,1146.0,15.6,rare,7,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3543,IRR-KEN-2021-03543,Kenya,2021,1.45,subsistence,False,1496.0,25.0,rare,6,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3544,IRR-ETH-2018-03544,Ethiopia,2018,1.38,semi-commercial,False,844.0,26.1,occasional,3,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3545,IRR-BUR-2018-03545,Burkina Faso,2018,1.06,semi-commercial,True,957.0,25.1,rare,3,surface,reservoir,diesel,individual,0.89,0.17,83.7,39.0,15,good,708.0,55.0,True,260.0,False,450.0,404.0,48.2,217.0,1.38,72.6,61.8,21.6,239.0,27.0,daily,calendar,rice,43.1,2.42,2,3986.0,4502.0,False,False,False,0.0,4.8,good,low,True,False,True,3.1,traditional,moderate_burden
3546,IRR-KEN-2022-03546,Kenya,2022,0.91,semi-commercial,False,1390.0,17.3,occasional,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3547,IRR-GHA-2020-03547,Ghana,2020,1.29,subsistence,False,799.0,31.9,occasional,6,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3548,IRR-MAL-2022-03548,Mali,2022,1.35,subsistence,False,554.0,23.0,frequent,6,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3549,IRR-TAN-2025-03549,Tanzania,2025,1.11,subsistence,False,1207.0,24.5,occasional,2,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3550,IRR-NIG-2020-03550,Nigeria,2020,2.96,subsistence,False,1095.0,22.6,rare,2,none,none,none,none,0.0,2.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3551,IRR-ETH-2024-03551,Ethiopia,2024,1.23,subsistence,False,581.0,26.0,frequent,2,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3552,IRR-UGA-2018-03552,Uganda,2018,2.16,semi-commercial,False,662.0,35.0,occasional,2,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3553,IRR-NIG-2023-03553,Nigeria,2023,1.17,subsistence,True,881.0,32.5,rare,2,center_pivot,wetland,solar,individual,0.7,0.46,60.3,26.0,12,good,3524.0,327.0,False,0.0,False,779.0,567.0,83.9,653.0,1.95,94.7,69.4,55.1,0.0,7.0,weekly,calendar,cotton,24.6,1.22,1,5490.0,7790.0,False,False,False,0.0,11.0,good,high,False,False,False,24.6,traditional,moderate_burden
3554,IRR-GHA-2025-03554,Ghana,2025,7.11,semi-commercial,False,949.0,32.5,rare,6,none,none,none,none,0.0,7.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3555,IRR-BUR-2023-03555,Burkina Faso,2023,0.38,subsistence,False,1013.0,33.2,frequent,7,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3556,IRR-MAL-2019-03556,Mali,2019,2.48,subsistence,False,1280.0,25.1,occasional,4,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3557,IRR-MAL-2025-03557,Mali,2025,1.46,subsistence,True,952.0,32.7,occasional,7,flood,rainwater_harvesting,electric,shared,0.87,0.58,59.9,52.0,10,fair,349.0,23.0,False,0.0,True,749.0,542.0,40.1,300.0,2.18,78.3,81.4,25.5,61.0,35.0,weekly,calendar,cotton,57.8,1.84,1,6535.0,7486.0,False,False,True,0.0,9.8,poor,low,False,False,False,0.8,traditional,moderate_burden
3558,IRR-TAN-2021-03558,Tanzania,2021,1.34,subsistence,False,955.0,29.0,occasional,7,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3559,IRR-UGA-2024-03559,Uganda,2024,0.37,semi-commercial,False,630.0,23.3,occasional,6,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3560,IRR-MAL-2021-03560,Malawi,2021,1.3,subsistence,False,799.0,21.9,frequent,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3561,IRR-UGA-2023-03561,Uganda,2023,6.55,semi-commercial,False,642.0,34.9,occasional,3,none,none,none,none,0.0,6.55,0.0,0.0,0,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,moderate_burden
3562,IRR-UGA-2025-03562,Uganda,2025,0.99,subsistence,True,1108.0,33.8,frequent,6,flood,river,solar,individual,0.75,0.24,76.0,40.0,19,fair,300.0,42.0,False,0.0,False,342.0,453.0,38.7,133.0,2.34,94.9,79.5,29.2,0.0,30.0,daily,visual,vegetables,47.4,2.16,2,2567.0,3425.0,False,False,False,0.0,10.2,poor,low,False,True,False,1.3,traditional,moderate_burden
3563,IRR-NIG-2018-03563,Nigeria,2018,0.84,commercial,False,819.0,26.6,occasional,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3564,IRR-MAL-2024-03564,Mali,2024,0.27,semi-commercial,False,1145.0,20.7,frequent,7,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3565,IRR-MAL-2020-03565,Malawi,2020,1.48,semi-commercial,False,1145.0,22.4,rare,7,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3566,IRR-KEN-2022-03566,Kenya,2022,0.47,subsistence,False,1116.0,32.7,rare,6,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3567,IRR-UGA-2019-03567,Uganda,2019,1.5,semi-commercial,False,919.0,24.2,occasional,5,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3568,IRR-NIG-2025-03568,Nigeria,2025,4.89,subsistence,False,1353.0,29.5,frequent,3,none,none,none,none,0.0,4.89,0.0,0.0,0,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,moderate_burden
3569,IRR-ZAM-2018-03569,Zambia,2018,0.8,subsistence,False,562.0,20.3,rare,7,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3570,IRR-BUR-2021-03570,Burkina Faso,2021,1.78,semi-commercial,False,1079.0,17.2,frequent,3,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3571,IRR-TAN-2019-03571,Tanzania,2019,3.28,subsistence,False,523.0,34.9,rare,4,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3572,IRR-NIG-2018-03572,Nigeria,2018,0.37,commercial,False,727.0,33.6,occasional,7,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3573,IRR-TAN-2024-03573,Tanzania,2024,5.62,semi-commercial,False,1066.0,19.8,occasional,7,none,none,none,none,0.0,5.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3574,IRR-ZAM-2021-03574,Zambia,2021,2.14,semi-commercial,False,1000.0,29.5,frequent,5,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3575,IRR-ZAM-2019-03575,Zambia,2019,1.72,commercial,True,727.0,18.8,occasional,6,surface,river,solar,private_company,1.07,0.65,62.3,35.0,12,good,855.0,107.0,False,0.0,False,645.0,595.0,51.2,330.0,1.93,92.6,65.9,31.2,0.0,32.0,as_needed,soil_moisture,vegetables,28.4,1.42,2,6889.0,6446.0,False,False,False,0.0,14.1,good,low,False,False,False,3.5,traditional,moderate_burden
3576,IRR-KEN-2023-03576,Kenya,2023,0.99,semi-commercial,True,931.0,31.7,rare,2,surface,wetland,solar,government,0.53,0.47,52.9,27.0,16,good,420.0,21.0,False,0.0,False,786.0,576.0,48.6,382.0,1.56,77.5,79.0,29.8,0.0,16.0,as_needed,soil_moisture,vegetables,59.5,1.31,2,4130.0,7858.0,True,False,False,0.0,7.7,good,low,False,False,False,1.4,traditional,moderate_burden
3577,IRR-GHA-2020-03577,Ghana,2020,1.42,semi-commercial,False,771.0,21.7,rare,2,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3578,IRR-TAN-2023-03578,Tanzania,2023,1.21,semi-commercial,False,1128.0,23.7,frequent,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3579,IRR-GHA-2020-03579,Ghana,2020,2.13,subsistence,False,944.0,15.6,occasional,5,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3580,IRR-ETH-2018-03580,Ethiopia,2018,0.39,subsistence,False,1220.0,23.0,occasional,7,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3581,IRR-UGA-2021-03581,Uganda,2021,0.69,subsistence,False,1143.0,23.7,occasional,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3582,IRR-ZAM-2025-03582,Zambia,2025,1.61,semi-commercial,False,772.0,19.9,occasional,5,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3583,IRR-NIG-2025-03583,Nigeria,2025,1.17,semi-commercial,False,970.0,25.3,rare,4,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3584,IRR-KEN-2019-03584,Kenya,2019,2.61,subsistence,False,854.0,19.4,frequent,5,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3585,IRR-UGA-2023-03585,Uganda,2023,1.22,subsistence,False,1016.0,20.7,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3586,IRR-TAN-2019-03586,Tanzania,2019,0.72,semi-commercial,False,400.0,15.4,frequent,6,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3587,IRR-ETH-2018-03587,Ethiopia,2018,1.03,semi-commercial,False,882.0,34.8,occasional,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3588,IRR-MAL-2018-03588,Mali,2018,0.34,semi-commercial,False,710.0,29.2,occasional,6,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3589,IRR-MAL-2025-03589,Malawi,2025,1.76,commercial,False,557.0,17.5,occasional,7,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3590,IRR-ZAM-2021-03590,Zambia,2021,1.23,subsistence,False,967.0,32.0,rare,2,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3591,IRR-MAL-2024-03591,Mali,2024,2.2,semi-commercial,False,974.0,20.1,frequent,7,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3592,IRR-UGA-2022-03592,Uganda,2022,1.14,subsistence,True,602.0,19.9,frequent,2,sprinkler,wetland,manual,individual,0.7,0.44,61.5,30.0,16,good,1048.0,56.0,False,0.0,False,659.0,531.0,71.4,471.0,1.05,89.2,73.3,46.7,0.0,14.0,daily,visual,maize,49.4,2.47,1,4602.0,6588.0,False,False,True,0.0,0.0,good,medium,True,False,False,3.7,modern,moderate_burden
3593,IRR-GHA-2024-03593,Ghana,2024,1.63,semi-commercial,False,783.0,32.6,rare,7,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3594,IRR-ETH-2025-03594,Ethiopia,2025,0.52,semi-commercial,False,1131.0,20.9,rare,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3595,IRR-UGA-2018-03595,Uganda,2018,1.98,subsistence,False,759.0,31.8,rare,2,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3596,IRR-MAL-2022-03596,Malawi,2022,0.61,semi-commercial,False,534.0,26.7,rare,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3597,IRR-KEN-2023-03597,Kenya,2023,1.09,commercial,False,1142.0,25.5,occasional,5,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3598,IRR-ETH-2022-03598,Ethiopia,2022,2.33,subsistence,False,1251.0,29.3,frequent,3,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3599,IRR-MAL-2019-03599,Mali,2019,3.0,subsistence,False,1125.0,32.4,occasional,2,none,none,none,none,0.0,3.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3600,IRR-ZAM-2020-03600,Zambia,2020,0.96,subsistence,False,1093.0,15.1,frequent,5,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3601,IRR-TAN-2024-03601,Tanzania,2024,1.71,semi-commercial,False,1206.0,25.1,occasional,2,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3602,IRR-MAL-2025-03602,Malawi,2025,5.12,semi-commercial,True,668.0,15.9,rare,4,center_pivot,river,solar,cooperative,1.79,3.33,34.9,63.0,9,good,8936.0,850.0,True,4423.0,False,455.0,650.0,69.1,315.0,1.38,93.0,67.5,43.4,0.0,18.0,weekly,visual,sugarcane,28.3,1.93,1,8138.0,4553.0,False,False,False,0.0,8.6,good,high,False,False,False,12.3,traditional,moderate_burden
3603,IRR-ZAM-2021-03603,Zambia,2021,1.84,commercial,False,824.0,26.1,frequent,3,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3604,IRR-ETH-2018-03604,Ethiopia,2018,2.12,semi-commercial,False,703.0,35.0,occasional,4,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3605,IRR-BUR-2020-03605,Burkina Faso,2020,0.77,semi-commercial,False,921.0,26.5,occasional,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3606,IRR-NIG-2020-03606,Nigeria,2020,1.2,semi-commercial,False,1107.0,28.7,rare,5,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3607,IRR-MAL-2024-03607,Mali,2024,0.86,commercial,True,840.0,27.3,frequent,2,surface,groundwater,gravity,shared,0.8,0.06,93.3,43.0,5,poor,640.0,79.0,False,0.0,False,543.0,416.0,49.0,266.0,2.14,87.9,71.7,30.8,0.0,24.0,as_needed,visual,vegetables,53.4,1.76,2,4349.0,5435.0,True,False,False,42.9,0.0,poor,low,False,True,False,2.8,traditional,moderate_burden
3608,IRR-ZAM-2018-03608,Zambia,2018,2.56,subsistence,False,796.0,31.5,rare,5,none,none,none,none,0.0,2.56,0.0,0.0,0,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,moderate_burden
3609,IRR-ZAM-2019-03609,Zambia,2019,1.03,subsistence,False,1348.0,26.8,rare,6,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3610,IRR-BUR-2024-03610,Burkina Faso,2024,0.48,subsistence,False,595.0,27.0,frequent,2,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3611,IRR-ETH-2022-03611,Ethiopia,2022,4.88,commercial,False,853.0,19.1,occasional,6,none,none,none,none,0.0,4.88,0.0,0.0,0,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,moderate_burden
3612,IRR-ETH-2021-03612,Ethiopia,2021,1.07,semi-commercial,False,982.0,27.1,rare,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3613,IRR-ZAM-2019-03613,Zambia,2019,0.92,commercial,False,738.0,20.7,frequent,4,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3614,IRR-TAN-2023-03614,Tanzania,2023,0.89,subsistence,True,1218.0,32.9,occasional,4,flood,lake,solar,shared,0.6,0.3,66.6,18.0,7,good,238.0,23.0,False,0.0,True,635.0,538.0,39.2,249.0,1.05,73.0,78.2,22.4,0.0,24.0,biweekly,visual,rice,53.2,2.19,1,3779.0,6346.0,False,False,False,0.0,19.2,good,low,False,False,False,1.0,traditional,moderate_burden
3615,IRR-MAL-2020-03615,Malawi,2020,1.32,semi-commercial,False,809.0,31.2,rare,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3616,IRR-ZAM-2018-03616,Zambia,2018,3.81,subsistence,False,1204.0,23.7,occasional,2,none,none,none,none,0.0,3.81,0.0,0.0,0,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,moderate_burden
3617,IRR-TAN-2018-03617,Tanzania,2018,0.26,subsistence,False,605.0,30.9,occasional,7,none,none,none,none,0.0,0.26,0.0,0.0,0,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,moderate_burden
3618,IRR-TAN-2019-03618,Tanzania,2019,0.6,commercial,False,947.0,20.4,rare,6,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3619,IRR-MAL-2023-03619,Malawi,2023,1.46,subsistence,False,772.0,15.6,frequent,3,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3620,IRR-MAL-2023-03620,Mali,2023,0.96,semi-commercial,False,1031.0,15.0,occasional,6,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3621,IRR-GHA-2025-03621,Ghana,2025,0.87,semi-commercial,True,1159.0,25.0,frequent,4,sprinkler,river,solar,cooperative,0.51,0.36,58.9,19.0,15,fair,768.0,39.0,False,0.0,True,589.0,539.0,66.4,391.0,1.62,83.5,72.2,40.0,0.0,10.0,daily,visual,maize,55.0,2.0,1,3016.0,5892.0,False,False,True,0.0,9.7,poor,medium,False,False,False,3.2,modern,moderate_burden
3622,IRR-NIG-2025-03622,Nigeria,2025,0.81,commercial,False,525.0,25.9,rare,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3623,IRR-TAN-2023-03623,Tanzania,2023,8.36,subsistence,False,862.0,30.6,occasional,7,none,none,none,none,0.0,8.36,0.0,0.0,0,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,moderate_burden
3624,IRR-TAN-2020-03624,Tanzania,2020,1.07,semi-commercial,False,1042.0,33.9,occasional,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3625,IRR-UGA-2021-03625,Uganda,2021,3.85,semi-commercial,False,1344.0,23.6,rare,6,none,none,none,none,0.0,3.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3626,IRR-BUR-2020-03626,Burkina Faso,2020,1.49,subsistence,False,910.0,34.6,rare,6,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3627,IRR-GHA-2019-03627,Ghana,2019,0.39,commercial,False,823.0,29.1,occasional,6,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3628,IRR-ETH-2021-03628,Ethiopia,2021,0.39,subsistence,False,1061.0,30.0,frequent,6,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3629,IRR-NIG-2023-03629,Nigeria,2023,0.83,commercial,False,570.0,32.7,frequent,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3630,IRR-MAL-2020-03630,Malawi,2020,2.27,subsistence,False,1229.0,28.8,rare,2,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3631,IRR-BUR-2021-03631,Burkina Faso,2021,2.25,semi-commercial,False,400.0,20.9,rare,2,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3632,IRR-ETH-2018-03632,Ethiopia,2018,0.95,subsistence,False,1133.0,17.7,frequent,7,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3633,IRR-MAL-2025-03633,Mali,2025,1.41,semi-commercial,False,987.0,17.2,occasional,4,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3634,IRR-UGA-2023-03634,Uganda,2023,1.13,subsistence,False,1307.0,20.3,occasional,4,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3635,IRR-NIG-2021-03635,Nigeria,2021,1.35,subsistence,False,968.0,30.6,rare,6,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3636,IRR-NIG-2021-03636,Nigeria,2021,0.42,subsistence,False,972.0,18.9,rare,2,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3637,IRR-MAL-2022-03637,Mali,2022,1.04,semi-commercial,False,637.0,18.8,occasional,7,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3638,IRR-UGA-2020-03638,Uganda,2020,1.72,semi-commercial,False,489.0,29.5,rare,4,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3639,IRR-UGA-2025-03639,Uganda,2025,0.87,subsistence,False,738.0,19.5,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3640,IRR-BUR-2024-03640,Burkina Faso,2024,3.44,semi-commercial,False,947.0,31.6,rare,4,none,none,none,none,0.0,3.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3641,IRR-MAL-2025-03641,Malawi,2025,1.87,subsistence,False,1037.0,31.8,frequent,5,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3642,IRR-BUR-2019-03642,Burkina Faso,2019,2.19,semi-commercial,False,933.0,15.3,occasional,3,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3643,IRR-MAL-2023-03643,Mali,2023,1.27,commercial,False,539.0,19.1,frequent,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3644,IRR-MAL-2020-03644,Malawi,2020,1.1,subsistence,False,1160.0,32.2,frequent,6,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3645,IRR-TAN-2022-03645,Tanzania,2022,0.88,subsistence,False,1000.0,28.0,occasional,2,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3646,IRR-BUR-2018-03646,Burkina Faso,2018,2.32,semi-commercial,False,756.0,32.7,rare,2,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3647,IRR-ZAM-2024-03647,Zambia,2024,2.15,subsistence,False,1150.0,29.1,rare,6,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3648,IRR-BUR-2025-03648,Burkina Faso,2025,1.52,subsistence,True,1018.0,32.4,occasional,5,sprinkler,lake,solar,individual,0.48,1.04,31.4,26.0,6,fair,714.0,96.0,False,0.0,False,794.0,586.0,75.0,596.0,2.11,85.7,65.2,41.9,0.0,10.0,weekly,calendar,rice,53.9,1.64,1,3782.0,7944.0,True,False,False,0.0,14.4,poor,medium,False,False,False,1.7,modern,moderate_burden
3649,IRR-GHA-2023-03649,Ghana,2023,2.01,subsistence,False,741.0,25.4,occasional,5,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3650,IRR-MAL-2018-03650,Mali,2018,0.95,subsistence,False,799.0,26.0,frequent,6,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3651,IRR-ETH-2021-03651,Ethiopia,2021,1.43,subsistence,True,631.0,26.2,occasional,6,sprinkler,groundwater,diesel,individual,1.2,0.23,83.6,42.0,5,fair,1795.0,110.0,False,0.0,False,626.0,410.0,68.5,429.0,1.51,70.4,60.7,29.3,261.0,24.0,biweekly,visual,vegetables,41.3,1.51,2,7495.0,6262.0,False,False,False,35.9,19.4,poor,medium,False,False,False,6.1,modern,moderate_burden
3652,IRR-BUR-2022-03652,Burkina Faso,2022,0.38,semi-commercial,False,843.0,17.2,frequent,7,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3653,IRR-NIG-2020-03653,Nigeria,2020,3.43,semi-commercial,False,747.0,28.9,occasional,7,none,none,none,none,0.0,3.43,0.0,0.0,0,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,moderate_burden
3654,IRR-KEN-2023-03654,Kenya,2023,0.5,subsistence,True,617.0,16.8,rare,2,center_pivot,river,solar,individual,0.35,0.15,70.1,16.0,4,excellent,1743.0,227.0,False,0.0,True,304.0,557.0,71.5,217.0,2.38,88.1,60.8,38.3,0.0,3.0,as_needed,soil_moisture,fruits,51.9,1.79,1,1059.0,3037.0,True,False,False,0.0,2.3,good,high,True,False,False,13.5,traditional,moderate_burden
3655,IRR-KEN-2024-03655,Kenya,2024,0.41,subsistence,False,871.0,33.3,rare,3,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3656,IRR-ZAM-2021-03656,Zambia,2021,1.52,subsistence,False,514.0,32.6,frequent,2,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3657,IRR-ZAM-2019-03657,Zambia,2019,0.9,subsistence,True,1003.0,22.1,occasional,5,flood,river,wind,individual,0.78,0.12,86.7,39.0,18,poor,313.0,37.0,False,0.0,False,748.0,691.0,38.9,291.0,1.52,85.4,77.6,25.8,0.0,31.0,daily,visual,rice,44.8,1.28,2,5859.0,7483.0,False,False,False,0.0,0.0,poor,low,False,False,False,1.5,traditional,moderate_burden
3658,IRR-MAL-2021-03658,Mali,2021,2.53,semi-commercial,False,819.0,32.1,occasional,3,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3659,IRR-MAL-2024-03659,Mali,2024,0.48,subsistence,False,1235.0,23.1,occasional,2,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3660,IRR-ETH-2018-03660,Ethiopia,2018,1.36,semi-commercial,False,784.0,16.9,frequent,5,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3661,IRR-MAL-2025-03661,Malawi,2025,1.03,subsistence,False,863.0,34.4,occasional,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3662,IRR-GHA-2018-03662,Ghana,2018,1.35,subsistence,False,1554.0,29.8,frequent,3,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3663,IRR-UGA-2024-03663,Uganda,2024,2.06,commercial,False,901.0,18.8,rare,4,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3664,IRR-ZAM-2018-03664,Zambia,2018,0.9,subsistence,False,1106.0,17.4,frequent,7,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3665,IRR-MAL-2025-03665,Malawi,2025,0.58,semi-commercial,False,761.0,28.8,rare,7,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3666,IRR-GHA-2022-03666,Ghana,2022,0.27,semi-commercial,False,824.0,17.1,occasional,4,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3667,IRR-NIG-2021-03667,Nigeria,2021,2.92,subsistence,False,1028.0,17.7,rare,2,none,none,none,none,0.0,2.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3668,IRR-NIG-2020-03668,Nigeria,2020,1.29,semi-commercial,False,840.0,30.4,occasional,3,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3669,IRR-GHA-2023-03669,Ghana,2023,0.48,subsistence,True,738.0,15.1,occasional,7,sprinkler,rainwater_harvesting,manual,private_company,0.29,0.19,59.8,16.0,19,poor,431.0,42.0,True,171.0,False,661.0,612.0,73.8,488.0,1.73,83.6,66.1,40.7,0.0,6.0,weekly,visual,vegetables,45.3,2.28,1,1901.0,6613.0,False,False,True,0.0,0.0,poor,medium,False,False,False,4.0,modern,moderate_burden
3670,IRR-MAL-2025-03670,Malawi,2025,0.71,semi-commercial,False,1253.0,19.5,frequent,2,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3671,IRR-UGA-2018-03671,Uganda,2018,1.74,commercial,False,991.0,33.5,frequent,2,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3672,IRR-BUR-2020-03672,Burkina Faso,2020,0.56,subsistence,False,658.0,24.3,occasional,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3673,IRR-BUR-2022-03673,Burkina Faso,2022,1.12,semi-commercial,False,1400.0,23.2,occasional,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3674,IRR-ZAM-2022-03674,Zambia,2022,1.28,subsistence,False,1361.0,24.4,occasional,3,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3675,IRR-ETH-2018-03675,Ethiopia,2018,0.52,commercial,False,1445.0,32.7,rare,5,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3676,IRR-ZAM-2021-03676,Zambia,2021,0.54,semi-commercial,False,1191.0,21.7,occasional,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3677,IRR-BUR-2025-03677,Burkina Faso,2025,0.86,semi-commercial,False,1047.0,24.6,frequent,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3678,IRR-TAN-2021-03678,Tanzania,2021,2.16,subsistence,False,770.0,19.4,occasional,5,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3679,IRR-ETH-2021-03679,Ethiopia,2021,3.24,subsistence,False,609.0,26.8,frequent,7,none,none,none,none,0.0,3.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3680,IRR-BUR-2023-03680,Burkina Faso,2023,4.02,semi-commercial,True,892.0,26.3,rare,6,flood,wetland,wind,cooperative,2.17,1.85,53.9,72.0,15,good,866.0,73.0,True,430.0,False,455.0,502.0,46.8,213.0,0.86,79.5,71.0,26.4,0.0,87.0,daily,weather_based,sugarcane,55.8,1.36,2,9860.0,4554.0,False,False,False,0.0,0.0,good,low,True,False,False,0.8,traditional,moderate_burden
3681,IRR-BUR-2018-03681,Burkina Faso,2018,2.05,semi-commercial,False,1307.0,17.0,occasional,3,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3682,IRR-ETH-2023-03682,Ethiopia,2023,0.79,semi-commercial,False,921.0,25.1,frequent,7,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3683,IRR-BUR-2020-03683,Burkina Faso,2020,1.5,subsistence,False,860.0,18.4,occasional,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3684,IRR-UGA-2018-03684,Uganda,2018,11.1,subsistence,False,909.0,26.8,occasional,7,none,none,none,none,0.0,11.1,0.0,0.0,0,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,moderate_burden
3685,IRR-MAL-2020-03685,Mali,2020,0.53,subsistence,False,939.0,28.7,rare,6,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3686,IRR-UGA-2019-03686,Uganda,2019,3.27,subsistence,False,549.0,22.1,occasional,2,none,none,none,none,0.0,3.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3687,IRR-KEN-2018-03687,Kenya,2018,2.33,subsistence,False,811.0,16.0,occasional,7,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3688,IRR-GHA-2019-03688,Ghana,2019,0.31,subsistence,False,759.0,17.5,occasional,7,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3689,IRR-MAL-2020-03689,Malawi,2020,1.44,subsistence,False,859.0,23.8,occasional,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3690,IRR-ZAM-2019-03690,Zambia,2019,2.92,subsistence,False,1077.0,19.0,frequent,6,none,none,none,none,0.0,2.92,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3691,IRR-MAL-2021-03691,Malawi,2021,0.98,semi-commercial,False,823.0,34.6,occasional,5,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3692,IRR-GHA-2019-03692,Ghana,2019,0.68,semi-commercial,False,641.0,34.9,occasional,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3693,IRR-NIG-2023-03693,Nigeria,2023,2.14,subsistence,False,818.0,34.1,occasional,3,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3694,IRR-TAN-2024-03694,Tanzania,2024,2.62,subsistence,False,647.0,22.7,occasional,2,none,none,none,none,0.0,2.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3695,IRR-TAN-2018-03695,Tanzania,2018,1.09,subsistence,False,1040.0,26.1,rare,5,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3696,IRR-KEN-2021-03696,Kenya,2021,0.51,subsistence,False,600.0,34.9,occasional,2,none,none,none,none,0.0,0.51,0.0,0.0,0,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,moderate_burden
3697,IRR-MAL-2023-03697,Mali,2023,2.5,semi-commercial,False,815.0,24.0,occasional,5,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3698,IRR-MAL-2024-03698,Mali,2024,1.56,subsistence,False,1534.0,20.1,frequent,5,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3699,IRR-MAL-2024-03699,Mali,2024,1.13,semi-commercial,False,1048.0,31.3,rare,3,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3700,IRR-KEN-2022-03700,Kenya,2022,2.57,semi-commercial,False,755.0,31.3,frequent,2,none,none,none,none,0.0,2.57,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
3701,IRR-ZAM-2024-03701,Zambia,2024,2.38,semi-commercial,True,660.0,34.9,occasional,5,flood,rainwater_harvesting,gravity,shared,0.74,1.64,31.2,31.0,17,fair,297.0,18.0,False,0.0,False,405.0,440.0,39.5,160.0,1.09,82.4,75.7,24.6,0.0,30.0,daily,calendar,rice,59.0,1.26,1,3007.0,4050.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.4,traditional,moderate_burden
3702,IRR-MAL-2023-03702,Malawi,2023,0.84,subsistence,False,830.0,28.3,occasional,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3703,IRR-MAL-2021-03703,Malawi,2021,2.53,semi-commercial,False,1138.0,20.9,frequent,7,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3704,IRR-MAL-2023-03704,Malawi,2023,0.38,subsistence,False,1518.0,32.3,rare,7,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3705,IRR-GHA-2023-03705,Ghana,2023,0.46,commercial,False,1006.0,27.5,frequent,4,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3706,IRR-BUR-2020-03706,Burkina Faso,2020,2.16,subsistence,False,1086.0,29.5,rare,4,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3707,IRR-ZAM-2023-03707,Zambia,2023,0.79,subsistence,False,453.0,31.3,occasional,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3708,IRR-MAL-2020-03708,Mali,2020,0.61,subsistence,False,1131.0,15.6,occasional,6,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3709,IRR-MAL-2021-03709,Malawi,2021,1.0,subsistence,False,720.0,23.5,frequent,5,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3710,IRR-BUR-2018-03710,Burkina Faso,2018,1.82,semi-commercial,False,770.0,19.6,occasional,2,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3711,IRR-GHA-2019-03711,Ghana,2019,0.7,semi-commercial,False,1047.0,33.1,occasional,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3712,IRR-TAN-2025-03712,Tanzania,2025,2.24,subsistence,False,662.0,15.3,rare,5,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3713,IRR-TAN-2023-03713,Tanzania,2023,1.65,subsistence,False,1076.0,16.7,frequent,5,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3714,IRR-MAL-2020-03714,Malawi,2020,4.34,subsistence,False,641.0,27.1,frequent,3,none,none,none,none,0.0,4.34,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3715,IRR-MAL-2022-03715,Mali,2022,0.97,subsistence,False,1124.0,29.6,frequent,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3716,IRR-KEN-2020-03716,Kenya,2020,2.63,semi-commercial,False,835.0,21.2,rare,5,none,none,none,none,0.0,2.63,0.0,0.0,0,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,moderate_burden
3717,IRR-BUR-2025-03717,Burkina Faso,2025,6.91,semi-commercial,False,859.0,34.9,occasional,7,none,none,none,none,0.0,6.91,0.0,0.0,0,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,moderate_burden
3718,IRR-GHA-2023-03718,Ghana,2023,1.9,commercial,False,747.0,33.1,frequent,6,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3719,IRR-GHA-2022-03719,Ghana,2022,1.71,subsistence,False,680.0,33.4,rare,7,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3720,IRR-KEN-2019-03720,Kenya,2019,0.32,semi-commercial,False,658.0,25.6,rare,6,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3721,IRR-UGA-2025-03721,Uganda,2025,3.55,semi-commercial,True,635.0,15.0,frequent,3,surface,river,electric,cooperative,2.83,0.73,79.5,156.0,15,excellent,2261.0,288.0,False,0.0,True,518.0,472.0,49.7,257.0,0.88,90.4,63.2,28.4,372.0,85.0,weekly,soil_moisture,vegetables,38.3,2.46,3,14629.0,5175.0,False,False,False,0.0,10.0,good,low,True,True,False,3.3,traditional,moderate_burden
3722,IRR-GHA-2019-03722,Ghana,2019,1.88,semi-commercial,False,980.0,32.9,rare,2,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3723,IRR-NIG-2019-03723,Nigeria,2019,1.53,semi-commercial,False,639.0,16.1,rare,2,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3724,IRR-ZAM-2019-03724,Zambia,2019,2.92,semi-commercial,False,797.0,16.5,rare,7,none,none,none,none,0.0,2.92,0.0,0.0,0,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,moderate_burden
3725,IRR-GHA-2022-03725,Ghana,2022,0.51,subsistence,False,960.0,30.7,frequent,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3726,IRR-ETH-2025-03726,Ethiopia,2025,1.15,semi-commercial,False,714.0,21.8,frequent,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3727,IRR-MAL-2020-03727,Mali,2020,1.51,subsistence,False,969.0,32.9,frequent,2,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3728,IRR-UGA-2020-03728,Uganda,2020,5.44,commercial,False,880.0,26.3,rare,7,none,none,none,none,0.0,5.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3729,IRR-TAN-2025-03729,Tanzania,2025,3.23,semi-commercial,False,835.0,23.6,frequent,5,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3730,IRR-MAL-2020-03730,Malawi,2020,0.64,subsistence,False,1027.0,24.8,frequent,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3731,IRR-ETH-2025-03731,Ethiopia,2025,1.96,commercial,False,706.0,31.7,frequent,2,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3732,IRR-MAL-2022-03732,Malawi,2022,0.59,semi-commercial,False,965.0,19.4,occasional,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3733,IRR-MAL-2020-03733,Mali,2020,3.11,semi-commercial,False,751.0,25.9,rare,4,none,none,none,none,0.0,3.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3734,IRR-BUR-2021-03734,Burkina Faso,2021,0.5,commercial,False,578.0,16.9,frequent,4,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3735,IRR-TAN-2023-03735,Tanzania,2023,1.47,commercial,True,738.0,15.4,frequent,6,sprinkler,rainwater_harvesting,solar,individual,0.72,0.75,48.8,29.0,9,good,1076.0,100.0,True,442.0,False,598.0,700.0,74.6,446.0,1.87,82.8,74.8,46.2,0.0,14.0,weekly,calendar,rice,39.3,1.74,1,4288.0,5977.0,True,False,False,0.0,11.5,good,medium,True,True,False,3.7,modern,moderate_burden
3736,IRR-MAL-2025-03736,Malawi,2025,6.02,semi-commercial,False,1136.0,17.5,occasional,4,none,none,none,none,0.0,6.02,0.0,0.0,0,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,moderate_burden
3737,IRR-NIG-2024-03737,Nigeria,2024,0.75,subsistence,False,746.0,26.6,rare,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3738,IRR-ZAM-2022-03738,Zambia,2022,0.89,subsistence,False,1019.0,22.6,frequent,4,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3739,IRR-TAN-2023-03739,Tanzania,2023,0.76,commercial,False,1367.0,34.8,occasional,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3740,IRR-BUR-2021-03740,Burkina Faso,2021,2.04,subsistence,False,1011.0,30.9,rare,5,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3741,IRR-MAL-2021-03741,Mali,2021,1.73,semi-commercial,False,1255.0,15.7,occasional,4,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3742,IRR-ETH-2025-03742,Ethiopia,2025,0.27,subsistence,False,748.0,25.8,frequent,4,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3743,IRR-ZAM-2021-03743,Zambia,2021,0.35,subsistence,False,1110.0,17.3,frequent,4,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3744,IRR-KEN-2019-03744,Kenya,2019,1.76,subsistence,False,645.0,27.1,frequent,5,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3745,IRR-MAL-2018-03745,Mali,2018,2.11,semi-commercial,False,851.0,19.6,frequent,3,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3746,IRR-UGA-2018-03746,Uganda,2018,0.35,subsistence,False,886.0,34.0,occasional,6,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3747,IRR-ZAM-2019-03747,Zambia,2019,2.5,subsistence,False,859.0,29.2,frequent,2,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3748,IRR-UGA-2018-03748,Uganda,2018,3.33,subsistence,False,1085.0,25.6,rare,3,none,none,none,none,0.0,3.33,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3749,IRR-ETH-2021-03749,Ethiopia,2021,0.92,semi-commercial,True,729.0,18.6,frequent,3,drip,river,electric,shared,0.33,0.59,35.7,14.0,17,good,826.0,111.0,False,0.0,False,774.0,431.0,76.6,593.0,2.33,84.8,95.0,61.7,42.0,5.0,biweekly,calendar,vegetables,34.3,2.46,3,2557.0,7744.0,False,True,False,0.0,24.0,good,high,False,True,False,5.2,modern,moderate_burden
3750,IRR-ZAM-2022-03750,Zambia,2022,2.88,semi-commercial,False,552.0,31.3,occasional,3,none,none,none,none,0.0,2.88,0.0,0.0,0,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,moderate_burden
3751,IRR-UGA-2018-03751,Uganda,2018,0.97,semi-commercial,False,822.0,24.5,occasional,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3752,IRR-TAN-2024-03752,Tanzania,2024,0.73,subsistence,False,873.0,34.1,frequent,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3753,IRR-NIG-2024-03753,Nigeria,2024,2.66,semi-commercial,True,1135.0,18.5,rare,2,flood,reservoir,electric,individual,2.11,0.55,79.5,107.0,16,fair,845.0,118.0,False,0.0,False,760.0,621.0,41.8,318.0,1.07,87.6,89.4,32.8,212.0,84.0,weekly,visual,rice,34.7,1.75,2,16058.0,7604.0,True,False,False,0.0,14.5,poor,low,True,False,False,1.8,traditional,moderate_burden
3754,IRR-MAL-2025-03754,Malawi,2025,2.23,semi-commercial,False,771.0,34.9,occasional,5,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3755,IRR-TAN-2025-03755,Tanzania,2025,0.72,semi-commercial,False,908.0,20.1,occasional,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3756,IRR-NIG-2023-03756,Nigeria,2023,1.82,semi-commercial,False,699.0,29.4,occasional,2,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3757,IRR-NIG-2025-03757,Nigeria,2025,1.48,semi-commercial,True,845.0,29.7,occasional,2,surface,lake,manual,individual,1.22,0.25,82.8,47.0,5,excellent,978.0,87.0,False,0.0,False,330.0,605.0,52.1,172.0,1.91,79.7,80.1,33.2,0.0,37.0,as_needed,calendar,fruits,42.1,1.37,1,4029.0,3297.0,False,False,False,0.0,0.0,good,low,False,False,False,3.1,traditional,moderate_burden
3758,IRR-ETH-2022-03758,Ethiopia,2022,1.21,semi-commercial,False,1177.0,15.2,rare,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3759,IRR-NIG-2019-03759,Nigeria,2019,2.25,subsistence,False,931.0,17.6,rare,6,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3760,IRR-NIG-2024-03760,Nigeria,2024,0.79,subsistence,False,908.0,22.5,rare,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3761,IRR-ZAM-2022-03761,Zambia,2022,2.63,semi-commercial,False,645.0,26.0,occasional,3,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3762,IRR-ETH-2021-03762,Ethiopia,2021,4.65,subsistence,False,1095.0,29.6,occasional,3,none,none,none,none,0.0,4.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3763,IRR-GHA-2018-03763,Ghana,2018,0.2,semi-commercial,False,860.0,17.0,rare,2,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3764,IRR-BUR-2018-03764,Burkina Faso,2018,3.35,semi-commercial,False,874.0,34.6,frequent,5,none,none,none,none,0.0,3.35,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
3765,IRR-ZAM-2023-03765,Zambia,2023,1.74,semi-commercial,False,690.0,28.4,rare,2,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3766,IRR-TAN-2019-03766,Tanzania,2019,1.39,semi-commercial,False,1283.0,24.2,occasional,6,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3767,IRR-ZAM-2019-03767,Zambia,2019,2.04,semi-commercial,False,1401.0,19.7,rare,7,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3768,IRR-BUR-2020-03768,Burkina Faso,2020,1.46,subsistence,False,802.0,27.0,occasional,2,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3769,IRR-BUR-2020-03769,Burkina Faso,2020,1.8,semi-commercial,False,939.0,22.1,rare,3,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3770,IRR-ZAM-2018-03770,Zambia,2018,2.01,semi-commercial,False,878.0,33.8,rare,6,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3771,IRR-MAL-2022-03771,Malawi,2022,1.66,semi-commercial,False,1221.0,24.9,occasional,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3772,IRR-NIG-2022-03772,Nigeria,2022,1.69,subsistence,False,809.0,20.8,rare,4,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3773,IRR-BUR-2024-03773,Burkina Faso,2024,0.59,semi-commercial,True,694.0,20.1,occasional,6,flood,river,solar,individual,0.57,0.02,96.3,30.0,8,good,229.0,21.0,False,0.0,True,373.0,410.0,45.4,169.0,1.01,72.4,69.8,22.9,0.0,23.0,weekly,weather_based,maize,33.6,1.28,2,2135.0,3730.0,False,False,False,0.0,15.8,good,low,False,False,False,2.3,traditional,moderate_burden
3774,IRR-BUR-2020-03774,Burkina Faso,2020,1.12,subsistence,False,1183.0,19.0,occasional,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3775,IRR-GHA-2023-03775,Ghana,2023,0.9,commercial,False,1024.0,23.7,frequent,3,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3776,IRR-TAN-2018-03776,Tanzania,2018,1.59,commercial,True,1230.0,27.3,occasional,5,manual,groundwater,electric,cooperative,1.44,0.15,90.6,74.0,10,good,289.0,16.0,False,0.0,False,742.0,407.0,64.4,477.0,1.34,80.2,65.1,33.6,131.0,116.0,biweekly,visual,maize,42.2,1.94,3,10716.0,7420.0,False,False,True,21.2,22.8,good,low,False,False,True,0.9,traditional,moderate_burden
3777,IRR-NIG-2020-03777,Nigeria,2020,2.54,semi-commercial,False,556.0,24.4,frequent,5,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3778,IRR-ZAM-2020-03778,Zambia,2020,0.58,subsistence,False,988.0,29.7,frequent,7,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3779,IRR-MAL-2025-03779,Malawi,2025,1.09,semi-commercial,True,728.0,18.9,occasional,2,drip,river,gravity,individual,0.75,0.34,69.2,32.0,8,good,1886.0,251.0,False,0.0,True,769.0,563.0,88.7,682.0,2.13,86.8,80.4,61.9,0.0,11.0,biweekly,visual,rice,26.0,1.44,1,5801.0,7689.0,False,False,False,0.0,0.0,good,high,False,False,False,13.3,modern,moderate_burden
3780,IRR-BUR-2023-03780,Burkina Faso,2023,0.31,subsistence,False,932.0,27.9,occasional,6,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3781,IRR-ETH-2023-03781,Ethiopia,2023,1.81,subsistence,False,881.0,25.5,occasional,3,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3782,IRR-NIG-2019-03782,Nigeria,2019,9.08,subsistence,False,1121.0,25.8,occasional,6,none,none,none,none,0.0,9.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3783,IRR-ETH-2020-03783,Ethiopia,2020,7.79,subsistence,False,1035.0,26.7,rare,7,none,none,none,none,0.0,7.79,0.0,0.0,0,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,moderate_burden
3784,IRR-GHA-2024-03784,Ghana,2024,1.27,semi-commercial,False,1099.0,28.0,occasional,7,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3785,IRR-ZAM-2019-03785,Zambia,2019,3.2,subsistence,False,590.0,29.2,occasional,5,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3786,IRR-TAN-2019-03786,Tanzania,2019,1.23,subsistence,False,969.0,26.0,frequent,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3787,IRR-TAN-2021-03787,Tanzania,2021,1.55,semi-commercial,False,858.0,18.4,frequent,7,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3788,IRR-TAN-2024-03788,Tanzania,2024,0.35,semi-commercial,True,667.0,24.9,rare,4,surface,groundwater,electric,private_company,0.27,0.08,77.1,12.0,8,good,219.0,31.0,False,0.0,True,486.0,564.0,55.7,271.0,2.25,78.9,87.6,38.5,19.0,8.0,as_needed,weather_based,rice,59.0,2.28,2,1329.0,4861.0,True,True,False,33.4,3.2,good,low,False,False,True,2.1,traditional,moderate_burden
3789,IRR-NIG-2018-03789,Nigeria,2018,1.22,semi-commercial,False,682.0,25.9,rare,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3790,IRR-MAL-2022-03790,Malawi,2022,0.92,subsistence,True,727.0,29.5,occasional,2,manual,rainwater_harvesting,gravity,shared,0.74,0.18,80.8,39.0,4,fair,148.0,21.0,False,0.0,False,615.0,613.0,61.0,376.0,1.41,93.0,77.1,43.8,0.0,59.0,daily,weather_based,fruits,52.0,2.42,3,4561.0,6152.0,False,False,False,0.0,0.0,poor,low,True,False,False,0.6,traditional,moderate_burden
3791,IRR-MAL-2025-03791,Malawi,2025,1.23,semi-commercial,False,939.0,18.8,occasional,3,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3792,IRR-MAL-2023-03792,Malawi,2023,1.04,semi-commercial,False,682.0,15.5,rare,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3793,IRR-GHA-2025-03793,Ghana,2025,3.21,commercial,False,690.0,15.3,frequent,4,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3794,IRR-UGA-2021-03794,Uganda,2021,2.83,subsistence,False,400.0,26.0,frequent,6,none,none,none,none,0.0,2.83,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3795,IRR-UGA-2023-03795,Uganda,2023,1.35,subsistence,False,1449.0,22.4,frequent,3,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3796,IRR-MAL-2023-03796,Malawi,2023,1.71,semi-commercial,False,914.0,31.0,frequent,5,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3797,IRR-ETH-2018-03797,Ethiopia,2018,2.3,subsistence,False,400.0,22.5,occasional,4,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3798,IRR-BUR-2024-03798,Burkina Faso,2024,0.38,subsistence,False,523.0,25.2,rare,7,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3799,IRR-ZAM-2021-03799,Zambia,2021,1.89,commercial,True,558.0,23.0,rare,5,flood,reservoir,solar,government,0.89,0.99,47.4,41.0,9,fair,358.0,45.0,True,158.0,False,656.0,558.0,44.3,291.0,1.23,87.1,82.1,31.7,0.0,36.0,as_needed,calendar,rice,59.7,2.45,1,5868.0,6557.0,False,False,False,0.0,2.9,poor,low,False,False,False,0.6,traditional,moderate_burden
3800,IRR-ETH-2020-03800,Ethiopia,2020,1.68,subsistence,False,773.0,25.7,occasional,2,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3801,IRR-ZAM-2020-03801,Zambia,2020,2.23,semi-commercial,False,933.0,31.5,rare,3,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3802,IRR-MAL-2022-03802,Malawi,2022,2.58,semi-commercial,False,907.0,34.7,occasional,6,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3803,IRR-UGA-2023-03803,Uganda,2023,2.97,subsistence,False,943.0,19.9,occasional,7,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3804,IRR-NIG-2025-03804,Nigeria,2025,0.91,semi-commercial,False,740.0,15.5,occasional,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3805,IRR-ETH-2020-03805,Ethiopia,2020,5.6,subsistence,False,922.0,20.3,rare,3,none,none,none,none,0.0,5.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3806,IRR-GHA-2024-03806,Ghana,2024,2.29,subsistence,False,1115.0,31.2,frequent,4,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3807,IRR-UGA-2018-03807,Uganda,2018,0.94,subsistence,False,1390.0,27.9,occasional,2,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3808,IRR-TAN-2018-03808,Tanzania,2018,0.76,subsistence,False,954.0,33.6,frequent,7,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3809,IRR-NIG-2022-03809,Nigeria,2022,1.2,semi-commercial,False,661.0,31.5,frequent,2,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3810,IRR-GHA-2020-03810,Ghana,2020,1.95,semi-commercial,False,958.0,29.1,occasional,6,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3811,IRR-ZAM-2023-03811,Zambia,2023,0.35,subsistence,False,863.0,34.4,occasional,7,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3812,IRR-TAN-2019-03812,Tanzania,2019,0.8,commercial,True,1168.0,31.8,rare,7,flood,river,electric,shared,0.49,0.32,60.5,19.0,3,good,195.0,15.0,False,0.0,False,534.0,493.0,49.3,263.0,2.49,84.0,88.8,36.8,62.0,19.0,daily,visual,maize,41.0,1.65,2,2595.0,5336.0,True,False,True,0.0,24.8,good,low,False,False,False,1.2,traditional,moderate_burden
3813,IRR-TAN-2025-03813,Tanzania,2025,3.33,commercial,False,730.0,23.6,occasional,2,none,none,none,none,0.0,3.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3814,IRR-ETH-2019-03814,Ethiopia,2019,0.84,subsistence,False,1045.0,23.7,occasional,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3815,IRR-ETH-2019-03815,Ethiopia,2019,4.29,subsistence,False,1172.0,25.0,occasional,4,none,none,none,none,0.0,4.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3816,IRR-BUR-2020-03816,Burkina Faso,2020,0.86,semi-commercial,False,638.0,25.0,occasional,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3817,IRR-ZAM-2022-03817,Zambia,2022,0.59,semi-commercial,False,981.0,31.0,rare,3,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3818,IRR-KEN-2021-03818,Kenya,2021,0.57,subsistence,False,902.0,26.5,rare,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3819,IRR-ETH-2025-03819,Ethiopia,2025,2.59,semi-commercial,False,1199.0,31.7,occasional,4,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3820,IRR-ZAM-2018-03820,Zambia,2018,5.41,semi-commercial,False,872.0,15.4,frequent,3,none,none,none,none,0.0,5.41,0.0,0.0,0,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,moderate_burden
3821,IRR-ETH-2023-03821,Ethiopia,2023,0.91,semi-commercial,True,731.0,27.8,occasional,3,surface,river,diesel,shared,0.33,0.58,36.1,11.0,19,good,263.0,28.0,False,0.0,False,762.0,407.0,58.9,449.0,1.3,70.1,87.9,36.3,92.0,10.0,biweekly,soil_moisture,horticulture,56.7,2.37,2,2506.0,7620.0,False,False,False,0.0,9.7,good,low,False,False,False,1.0,traditional,moderate_burden
3822,IRR-KEN-2018-03822,Kenya,2018,2.58,commercial,False,684.0,27.1,frequent,3,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3823,IRR-GHA-2022-03823,Ghana,2022,1.54,subsistence,False,882.0,30.0,occasional,3,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3824,IRR-ZAM-2021-03824,Zambia,2021,1.69,subsistence,False,1217.0,26.2,occasional,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3825,IRR-BUR-2024-03825,Burkina Faso,2024,0.91,subsistence,False,1054.0,22.2,occasional,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3826,IRR-TAN-2025-03826,Tanzania,2025,2.71,commercial,False,1279.0,31.5,frequent,7,none,none,none,none,0.0,2.71,0.0,0.0,0,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,moderate_burden
3827,IRR-UGA-2018-03827,Uganda,2018,2.61,semi-commercial,False,569.0,25.5,occasional,7,none,none,none,none,0.0,2.61,0.0,0.0,0,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,moderate_burden
3828,IRR-ETH-2025-03828,Ethiopia,2025,0.99,commercial,True,701.0,17.6,frequent,5,manual,rainwater_harvesting,manual,cooperative,0.34,0.65,34.1,16.0,9,fair,67.0,9.0,False,0.0,False,360.0,679.0,53.0,191.0,1.85,79.7,60.8,25.7,0.0,27.0,biweekly,visual,rice,47.9,2.45,2,1213.0,3598.0,False,False,True,0.0,0.0,poor,low,True,False,False,0.3,traditional,moderate_burden
3829,IRR-TAN-2018-03829,Tanzania,2018,0.85,subsistence,False,999.0,15.8,occasional,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3830,IRR-NIG-2021-03830,Nigeria,2021,0.69,subsistence,False,855.0,33.2,occasional,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3831,IRR-ZAM-2022-03831,Zambia,2022,3.9,subsistence,False,867.0,20.9,rare,5,none,none,none,none,0.0,3.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3832,IRR-ETH-2025-03832,Ethiopia,2025,2.87,semi-commercial,False,519.0,21.8,occasional,2,none,none,none,none,0.0,2.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3833,IRR-UGA-2021-03833,Uganda,2021,1.22,semi-commercial,False,1155.0,24.3,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3834,IRR-KEN-2023-03834,Kenya,2023,1.3,subsistence,True,1144.0,24.0,rare,5,sprinkler,river,diesel,cooperative,0.54,0.76,41.5,26.0,13,fair,809.0,51.0,True,467.0,True,569.0,438.0,73.4,418.0,1.8,93.3,67.5,46.2,139.0,11.0,weekly,visual,fruits,30.4,2.39,2,3069.0,5691.0,False,False,True,0.0,3.3,poor,medium,False,False,False,4.1,modern,moderate_burden
3835,IRR-ZAM-2021-03835,Zambia,2021,0.86,subsistence,True,1145.0,28.2,rare,7,manual,lake,electric,cooperative,0.71,0.15,82.6,42.0,11,fair,143.0,20.0,False,0.0,True,530.0,501.0,62.3,330.0,2.03,81.3,67.5,34.2,67.0,57.0,as_needed,visual,maize,29.8,2.16,2,3783.0,5305.0,False,False,False,0.0,8.9,poor,low,True,False,False,1.1,traditional,moderate_burden
3836,IRR-KEN-2021-03836,Kenya,2021,1.44,semi-commercial,False,818.0,34.1,occasional,2,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3837,IRR-UGA-2022-03837,Uganda,2022,0.31,subsistence,False,938.0,23.1,rare,7,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3838,IRR-BUR-2024-03838,Burkina Faso,2024,0.78,subsistence,False,639.0,25.6,occasional,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3839,IRR-MAL-2025-03839,Malawi,2025,1.94,subsistence,False,889.0,33.2,occasional,4,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3840,IRR-MAL-2022-03840,Malawi,2022,1.07,subsistence,False,973.0,22.3,occasional,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3841,IRR-MAL-2024-03841,Malawi,2024,1.54,semi-commercial,True,831.0,19.2,rare,6,flood,lake,solar,individual,1.1,0.44,71.2,47.0,5,good,439.0,22.0,True,201.0,False,494.0,432.0,38.6,191.0,0.8,76.5,60.4,17.8,0.0,44.0,biweekly,visual,rice,38.8,1.47,1,5421.0,4943.0,False,False,False,0.0,5.1,good,low,True,False,False,1.5,traditional,moderate_burden
3842,IRR-MAL-2018-03842,Malawi,2018,3.05,semi-commercial,False,600.0,15.7,frequent,2,none,none,none,none,0.0,3.05,0.0,0.0,0,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,moderate_burden
3843,IRR-GHA-2018-03843,Ghana,2018,1.38,semi-commercial,False,1188.0,24.2,occasional,3,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3844,IRR-UGA-2025-03844,Uganda,2025,0.63,subsistence,False,870.0,20.9,occasional,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3845,IRR-MAL-2024-03845,Mali,2024,1.12,semi-commercial,False,477.0,30.6,occasional,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3846,IRR-NIG-2020-03846,Nigeria,2020,0.85,subsistence,False,983.0,34.3,occasional,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3847,IRR-MAL-2019-03847,Malawi,2019,5.03,subsistence,False,823.0,33.4,frequent,5,none,none,none,none,0.0,5.03,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
3848,IRR-MAL-2022-03848,Mali,2022,0.54,semi-commercial,False,676.0,27.4,occasional,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3849,IRR-ETH-2022-03849,Ethiopia,2022,0.75,subsistence,False,1506.0,16.4,frequent,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3850,IRR-BUR-2023-03850,Burkina Faso,2023,1.12,semi-commercial,False,400.0,32.7,occasional,5,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3851,IRR-BUR-2023-03851,Burkina Faso,2023,0.74,subsistence,False,786.0,20.8,occasional,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3852,IRR-MAL-2021-03852,Malawi,2021,1.85,subsistence,False,962.0,31.7,occasional,2,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3853,IRR-BUR-2024-03853,Burkina Faso,2024,0.68,semi-commercial,True,1147.0,30.6,rare,3,drip,groundwater,manual,government,0.66,0.02,97.3,32.0,2,good,1660.0,85.0,True,727.0,True,600.0,420.0,95.0,570.0,2.25,77.5,79.7,58.7,0.0,10.0,biweekly,weather_based,cotton,25.4,1.95,1,3984.0,6000.0,False,False,False,77.9,0.0,good,high,True,False,True,19.2,modern,moderate_burden
3854,IRR-GHA-2024-03854,Ghana,2024,2.84,semi-commercial,False,1170.0,27.9,occasional,5,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3855,IRR-KEN-2025-03855,Kenya,2025,1.84,subsistence,False,945.0,20.9,occasional,4,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3856,IRR-TAN-2020-03856,Tanzania,2020,0.73,subsistence,False,892.0,16.9,rare,7,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3857,IRR-ETH-2023-03857,Ethiopia,2023,1.28,subsistence,False,737.0,32.0,rare,5,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3858,IRR-NIG-2019-03858,Nigeria,2019,3.9,subsistence,False,899.0,25.9,frequent,5,none,none,none,none,0.0,3.9,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
3859,IRR-GHA-2019-03859,Ghana,2019,2.85,subsistence,False,1137.0,24.1,occasional,2,none,none,none,none,0.0,2.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3860,IRR-ETH-2023-03860,Ethiopia,2023,2.37,subsistence,False,1313.0,29.2,occasional,5,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3861,IRR-BUR-2022-03861,Burkina Faso,2022,2.71,semi-commercial,False,630.0,26.8,occasional,4,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3862,IRR-NIG-2018-03862,Nigeria,2018,2.44,subsistence,False,877.0,26.2,occasional,4,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3863,IRR-MAL-2023-03863,Malawi,2023,1.51,semi-commercial,False,884.0,25.3,occasional,7,none,none,none,none,0.0,1.51,0.0,0.0,0,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,moderate_burden
3864,IRR-GHA-2020-03864,Ghana,2020,1.77,semi-commercial,False,1544.0,33.8,occasional,6,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3865,IRR-ETH-2020-03865,Ethiopia,2020,0.52,subsistence,False,870.0,30.4,frequent,2,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3866,IRR-BUR-2018-03866,Burkina Faso,2018,1.26,subsistence,False,1298.0,16.1,occasional,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3867,IRR-NIG-2024-03867,Nigeria,2024,0.2,subsistence,False,971.0,21.4,occasional,3,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3868,IRR-UGA-2019-03868,Uganda,2019,1.93,semi-commercial,False,710.0,30.9,frequent,2,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3869,IRR-UGA-2024-03869,Uganda,2024,1.1,subsistence,False,1143.0,28.6,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3870,IRR-NIG-2018-03870,Nigeria,2018,3.31,subsistence,False,879.0,15.1,frequent,2,none,none,none,none,0.0,3.31,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
3871,IRR-ETH-2018-03871,Ethiopia,2018,1.62,semi-commercial,False,1194.0,18.1,frequent,3,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3872,IRR-NIG-2019-03872,Nigeria,2019,2.91,semi-commercial,False,716.0,21.1,frequent,6,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3873,IRR-NIG-2020-03873,Nigeria,2020,1.22,semi-commercial,False,848.0,15.4,rare,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3874,IRR-UGA-2025-03874,Uganda,2025,1.07,semi-commercial,True,1051.0,17.0,rare,2,surface,groundwater,diesel,individual,0.9,0.18,83.6,38.0,10,fair,718.0,68.0,False,0.0,False,783.0,587.0,47.7,373.0,0.95,78.4,75.7,28.3,92.0,27.0,weekly,visual,fruits,44.5,1.76,1,7021.0,7826.0,False,False,False,15.8,23.9,poor,low,False,False,False,3.0,traditional,moderate_burden
3875,IRR-MAL-2019-03875,Mali,2019,0.94,semi-commercial,False,1417.0,17.5,rare,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3876,IRR-ETH-2021-03876,Ethiopia,2021,0.5,subsistence,False,1067.0,34.8,rare,4,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3877,IRR-KEN-2023-03877,Kenya,2023,0.7,subsistence,False,982.0,33.2,rare,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3878,IRR-ETH-2020-03878,Ethiopia,2020,1.21,subsistence,False,647.0,27.4,occasional,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3879,IRR-ETH-2019-03879,Ethiopia,2019,2.94,subsistence,False,655.0,29.7,frequent,7,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3880,IRR-BUR-2023-03880,Burkina Faso,2023,1.16,subsistence,True,979.0,15.6,frequent,2,sprinkler,reservoir,manual,government,0.51,0.65,44.2,27.0,16,good,772.0,90.0,True,439.0,True,714.0,465.0,77.7,555.0,1.59,94.1,62.2,45.5,0.0,10.0,as_needed,calendar,horticulture,48.2,1.76,3,3675.0,7136.0,False,False,False,0.0,0.0,good,medium,False,True,True,2.8,modern,moderate_burden
3881,IRR-BUR-2019-03881,Burkina Faso,2019,4.87,subsistence,False,1298.0,23.0,rare,6,none,none,none,none,0.0,4.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3882,IRR-ZAM-2020-03882,Zambia,2020,0.75,subsistence,False,1052.0,16.5,occasional,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3883,IRR-NIG-2024-03883,Nigeria,2024,1.43,commercial,False,400.0,21.1,occasional,3,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3884,IRR-ZAM-2019-03884,Zambia,2019,0.74,semi-commercial,False,761.0,23.5,occasional,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3885,IRR-MAL-2020-03885,Mali,2020,1.07,subsistence,False,993.0,19.4,rare,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3886,IRR-GHA-2018-03886,Ghana,2018,0.96,subsistence,False,839.0,18.7,frequent,3,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3887,IRR-NIG-2024-03887,Nigeria,2024,0.78,subsistence,False,813.0,18.8,occasional,6,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3888,IRR-UGA-2018-03888,Uganda,2018,3.77,semi-commercial,False,572.0,30.5,frequent,4,none,none,none,none,0.0,3.77,0.0,0.0,0,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,moderate_burden
3889,IRR-MAL-2021-03889,Mali,2021,2.28,commercial,False,1320.0,34.4,frequent,2,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3890,IRR-GHA-2022-03890,Ghana,2022,1.79,subsistence,False,1182.0,24.5,frequent,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3891,IRR-MAL-2021-03891,Mali,2021,3.85,semi-commercial,False,753.0,28.9,rare,2,none,none,none,none,0.0,3.85,0.0,0.0,0,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,moderate_burden
3892,IRR-MAL-2021-03892,Malawi,2021,0.43,subsistence,False,873.0,33.9,occasional,7,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3893,IRR-MAL-2023-03893,Malawi,2023,0.29,subsistence,False,887.0,31.9,occasional,5,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3894,IRR-UGA-2022-03894,Uganda,2022,1.05,subsistence,False,887.0,29.0,occasional,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3895,IRR-MAL-2018-03895,Malawi,2018,1.14,semi-commercial,False,505.0,15.5,rare,5,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3896,IRR-NIG-2025-03896,Nigeria,2025,1.84,subsistence,False,1651.0,30.8,rare,7,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3897,IRR-ETH-2021-03897,Ethiopia,2021,0.64,subsistence,False,1228.0,23.8,rare,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3898,IRR-MAL-2020-03898,Malawi,2020,1.49,commercial,False,740.0,17.2,rare,6,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3899,IRR-GHA-2019-03899,Ghana,2019,1.1,subsistence,False,1183.0,30.0,frequent,6,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3900,IRR-TAN-2018-03900,Tanzania,2018,1.26,commercial,False,1155.0,18.0,occasional,3,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3901,IRR-ZAM-2024-03901,Zambia,2024,0.46,semi-commercial,False,456.0,18.5,occasional,5,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3902,IRR-BUR-2022-03902,Burkina Faso,2022,2.88,subsistence,False,561.0,16.0,occasional,5,none,none,none,none,0.0,2.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3903,IRR-MAL-2025-03903,Malawi,2025,0.65,semi-commercial,True,909.0,31.3,occasional,2,flood,river,electric,individual,0.27,0.38,41.9,13.0,11,good,109.0,8.0,False,0.0,False,759.0,472.0,47.3,359.0,1.37,75.1,67.0,23.8,36.0,11.0,as_needed,calendar,cotton,23.9,2.44,1,2065.0,7586.0,True,True,False,0.0,23.3,good,low,True,False,False,1.4,traditional,moderate_burden
3904,IRR-KEN-2019-03904,Kenya,2019,1.12,commercial,False,955.0,18.8,occasional,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3905,IRR-MAL-2018-03905,Malawi,2018,1.9,semi-commercial,False,1084.0,19.8,frequent,6,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3906,IRR-NIG-2023-03906,Nigeria,2023,1.44,commercial,True,880.0,27.1,rare,6,sprinkler,river,electric,shared,1.43,0.01,99.6,47.0,14,good,2150.0,161.0,False,0.0,False,521.0,418.0,66.4,346.0,1.73,75.4,86.4,43.2,79.0,29.0,daily,calendar,cotton,38.0,1.66,2,7468.0,5209.0,True,False,False,0.0,7.0,good,medium,False,False,False,7.9,modern,moderate_burden
3907,IRR-NIG-2024-03907,Nigeria,2024,0.88,subsistence,False,887.0,26.7,rare,6,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3908,IRR-MAL-2019-03908,Mali,2019,1.18,subsistence,False,1270.0,30.7,frequent,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3909,IRR-BUR-2023-03909,Burkina Faso,2023,0.76,subsistence,False,821.0,21.9,occasional,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3910,IRR-TAN-2023-03910,Tanzania,2023,1.05,semi-commercial,False,906.0,33.5,rare,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3911,IRR-MAL-2023-03911,Mali,2023,1.66,subsistence,False,1341.0,34.9,occasional,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3912,IRR-KEN-2023-03912,Kenya,2023,0.56,subsistence,False,662.0,17.4,occasional,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3913,IRR-GHA-2018-03913,Ghana,2018,1.56,subsistence,False,916.0,18.2,frequent,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3914,IRR-KEN-2024-03914,Kenya,2024,1.05,semi-commercial,False,1138.0,22.2,frequent,3,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3915,IRR-MAL-2023-03915,Malawi,2023,0.74,semi-commercial,True,1397.0,25.8,occasional,2,surface,river,solar,individual,0.47,0.26,64.2,28.0,14,fair,378.0,26.0,False,0.0,False,423.0,403.0,51.1,216.0,1.08,93.3,83.1,39.6,0.0,14.0,weekly,calendar,fruits,52.2,1.44,1,2000.0,4232.0,False,False,False,0.0,23.8,poor,low,True,False,False,2.0,traditional,moderate_burden
3916,IRR-GHA-2022-03916,Ghana,2022,1.91,subsistence,True,687.0,29.8,rare,6,flood,river,electric,individual,0.96,0.95,50.2,29.0,8,good,384.0,37.0,True,160.0,False,397.0,593.0,39.2,156.0,2.26,73.4,74.2,21.3,74.0,38.0,daily,calendar,rice,56.0,1.68,2,3813.0,3974.0,False,False,False,0.0,22.9,good,low,False,False,False,0.7,traditional,moderate_burden
3917,IRR-NIG-2021-03917,Nigeria,2021,0.92,commercial,True,828.0,16.7,frequent,7,flood,rainwater_harvesting,diesel,government,0.6,0.32,65.1,24.0,14,good,241.0,20.0,False,0.0,False,446.0,647.0,45.2,202.0,1.69,91.4,65.8,27.2,141.0,24.0,biweekly,calendar,sugarcane,53.5,2.05,2,2687.0,4462.0,False,True,False,0.0,8.1,good,low,True,True,False,1.0,traditional,moderate_burden
3918,IRR-UGA-2018-03918,Uganda,2018,1.41,semi-commercial,False,1114.0,31.9,rare,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3919,IRR-MAL-2018-03919,Malawi,2018,1.5,subsistence,False,587.0,24.7,rare,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3920,IRR-ETH-2018-03920,Ethiopia,2018,0.72,commercial,False,411.0,20.3,frequent,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3921,IRR-MAL-2022-03921,Malawi,2022,0.83,semi-commercial,False,944.0,15.1,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3922,IRR-KEN-2024-03922,Kenya,2024,1.84,semi-commercial,False,568.0,17.5,frequent,3,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3923,IRR-UGA-2023-03923,Uganda,2023,0.77,subsistence,False,1096.0,27.0,rare,6,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3924,IRR-BUR-2024-03924,Burkina Faso,2024,0.85,semi-commercial,False,857.0,20.7,occasional,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3925,IRR-NIG-2018-03925,Nigeria,2018,0.95,subsistence,False,1243.0,32.1,occasional,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3926,IRR-MAL-2021-03926,Mali,2021,1.77,subsistence,False,1372.0,21.5,occasional,5,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3927,IRR-NIG-2022-03927,Nigeria,2022,0.63,semi-commercial,False,429.0,19.2,occasional,6,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3928,IRR-ETH-2024-03928,Ethiopia,2024,1.68,subsistence,False,963.0,34.2,occasional,2,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3929,IRR-NIG-2023-03929,Nigeria,2023,3.74,commercial,False,561.0,34.8,occasional,3,none,none,none,none,0.0,3.74,0.0,0.0,0,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,moderate_burden
3930,IRR-BUR-2022-03930,Burkina Faso,2022,4.03,subsistence,False,862.0,19.4,occasional,4,none,none,none,none,0.0,4.03,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3931,IRR-ZAM-2023-03931,Zambia,2023,1.22,semi-commercial,False,717.0,25.2,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3932,IRR-MAL-2023-03932,Malawi,2023,1.97,semi-commercial,False,507.0,31.0,rare,6,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3933,IRR-KEN-2021-03933,Kenya,2021,2.39,semi-commercial,False,725.0,24.4,rare,2,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3934,IRR-TAN-2020-03934,Tanzania,2020,1.63,semi-commercial,False,605.0,25.7,rare,3,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3935,IRR-MAL-2021-03935,Mali,2021,1.42,subsistence,False,1191.0,18.5,frequent,2,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3936,IRR-BUR-2018-03936,Burkina Faso,2018,3.2,subsistence,False,1273.0,20.7,occasional,2,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3937,IRR-TAN-2025-03937,Tanzania,2025,1.86,subsistence,True,1172.0,26.3,occasional,3,manual,groundwater,gravity,individual,1.84,0.02,99.0,87.0,5,good,368.0,28.0,True,179.0,False,407.0,492.0,51.3,209.0,1.62,81.2,67.7,28.2,0.0,147.0,daily,calendar,sugarcane,38.5,1.91,1,7476.0,4066.0,False,False,True,78.1,0.0,good,low,False,False,True,1.0,traditional,moderate_burden
3938,IRR-ETH-2023-03938,Ethiopia,2023,1.85,subsistence,False,1117.0,30.5,occasional,3,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3939,IRR-MAL-2022-03939,Malawi,2022,0.42,subsistence,False,649.0,19.4,occasional,6,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3940,IRR-MAL-2024-03940,Mali,2024,1.55,commercial,False,652.0,28.9,frequent,7,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3941,IRR-MAL-2021-03941,Mali,2021,1.46,subsistence,False,1103.0,27.8,occasional,2,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3942,IRR-GHA-2023-03942,Ghana,2023,0.96,commercial,True,999.0,32.9,rare,2,sprinkler,lake,manual,individual,0.65,0.3,68.2,27.0,3,good,978.0,119.0,True,358.0,True,791.0,572.0,81.2,642.0,1.42,81.4,64.8,42.8,0.0,13.0,weekly,soil_moisture,maize,31.0,2.39,2,5154.0,7908.0,False,False,False,0.0,0.0,good,medium,True,False,False,6.6,modern,moderate_burden
3943,IRR-KEN-2019-03943,Kenya,2019,0.3,subsistence,False,1038.0,30.5,frequent,2,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3944,IRR-KEN-2023-03944,Kenya,2023,0.37,subsistence,False,900.0,25.7,occasional,4,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3945,IRR-UGA-2021-03945,Uganda,2021,0.61,subsistence,False,1348.0,24.9,occasional,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3946,IRR-ETH-2025-03946,Ethiopia,2025,2.88,subsistence,False,1390.0,19.5,rare,6,none,none,none,none,0.0,2.88,0.0,0.0,0,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,moderate_burden
3947,IRR-UGA-2022-03947,Uganda,2022,2.38,subsistence,False,1082.0,31.3,occasional,3,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3948,IRR-ETH-2022-03948,Ethiopia,2022,4.4,semi-commercial,True,560.0,31.6,occasional,3,sprinkler,reservoir,electric,individual,2.48,1.92,56.4,105.0,3,fair,3725.0,343.0,False,0.0,False,418.0,416.0,81.8,342.0,1.52,89.7,87.6,64.3,283.0,50.0,as_needed,visual,cotton,50.2,1.68,1,10374.0,4177.0,False,True,True,0.0,21.8,poor,medium,False,False,False,3.4,modern,moderate_burden
3949,IRR-ZAM-2019-03949,Zambia,2019,0.68,semi-commercial,False,802.0,28.7,frequent,4,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3950,IRR-KEN-2019-03950,Kenya,2019,0.76,subsistence,False,580.0,31.6,occasional,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3951,IRR-GHA-2018-03951,Ghana,2018,0.7,semi-commercial,False,1428.0,33.5,rare,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3952,IRR-TAN-2022-03952,Tanzania,2022,3.14,subsistence,False,983.0,34.9,occasional,6,none,none,none,none,0.0,3.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3953,IRR-UGA-2022-03953,Uganda,2022,1.69,subsistence,False,1173.0,21.9,occasional,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3954,IRR-KEN-2021-03954,Kenya,2021,1.73,semi-commercial,False,1118.0,29.8,rare,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3955,IRR-GHA-2024-03955,Ghana,2024,3.25,subsistence,False,989.0,28.6,occasional,3,none,none,none,none,0.0,3.25,0.0,0.0,0,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,moderate_burden
3956,IRR-UGA-2021-03956,Uganda,2021,1.18,subsistence,False,946.0,26.5,rare,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3957,IRR-ETH-2025-03957,Ethiopia,2025,1.02,subsistence,False,951.0,24.0,occasional,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3958,IRR-ZAM-2018-03958,Zambia,2018,0.94,semi-commercial,False,628.0,33.0,frequent,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3959,IRR-MAL-2024-03959,Mali,2024,0.74,semi-commercial,True,1383.0,22.6,occasional,2,surface,groundwater,solar,individual,0.65,0.09,88.1,36.0,5,good,519.0,42.0,False,0.0,False,424.0,507.0,52.2,221.0,1.99,71.8,64.1,24.0,0.0,19.0,daily,visual,rice,20.9,1.45,1,2746.0,4235.0,False,False,False,12.1,5.5,good,low,False,False,True,6.8,traditional,moderate_burden
3960,IRR-NIG-2019-03960,Nigeria,2019,1.2,subsistence,False,1511.0,15.1,rare,4,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3961,IRR-TAN-2022-03961,Tanzania,2022,1.6,subsistence,True,911.0,30.6,occasional,7,surface,rainwater_harvesting,solar,government,1.43,0.17,89.4,73.0,12,good,1143.0,99.0,False,0.0,False,601.0,516.0,50.3,302.0,1.38,92.4,75.3,35.0,0.0,43.0,weekly,visual,fruits,50.5,2.29,2,8591.0,6013.0,False,False,False,0.0,20.9,good,low,False,False,False,2.8,traditional,moderate_burden
3962,IRR-MAL-2019-03962,Malawi,2019,0.52,semi-commercial,False,1045.0,31.1,rare,2,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3963,IRR-MAL-2024-03963,Mali,2024,2.68,semi-commercial,True,1044.0,32.2,frequent,3,flood,reservoir,electric,individual,1.53,1.15,57.2,46.0,19,fair,614.0,31.0,True,193.0,False,468.0,402.0,47.6,223.0,0.88,76.8,86.9,31.8,83.0,61.0,daily,visual,maize,38.1,1.67,2,7178.0,4680.0,False,False,False,0.0,23.2,poor,low,False,True,False,1.2,traditional,moderate_burden
3964,IRR-TAN-2019-03964,Tanzania,2019,0.4,semi-commercial,False,540.0,21.8,rare,3,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3965,IRR-UGA-2022-03965,Uganda,2022,0.38,semi-commercial,False,1294.0,20.3,frequent,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3966,IRR-BUR-2018-03966,Burkina Faso,2018,1.73,semi-commercial,False,1043.0,24.9,rare,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3967,IRR-MAL-2022-03967,Mali,2022,0.62,semi-commercial,False,832.0,15.7,occasional,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3968,IRR-ZAM-2019-03968,Zambia,2019,0.52,semi-commercial,False,1077.0,20.9,rare,2,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3969,IRR-GHA-2023-03969,Ghana,2023,1.98,commercial,True,841.0,22.4,rare,5,surface,river,solar,individual,1.53,0.45,77.5,73.0,14,fair,1227.0,132.0,False,0.0,True,684.0,665.0,57.6,394.0,1.37,92.7,86.2,46.0,0.0,46.0,weekly,visual,cotton,49.8,1.68,2,10494.0,6840.0,False,False,False,0.0,4.3,poor,low,True,False,False,2.5,traditional,moderate_burden
3970,IRR-UGA-2022-03970,Uganda,2022,1.02,semi-commercial,False,522.0,33.7,rare,7,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3971,IRR-UGA-2019-03971,Uganda,2019,6.28,subsistence,False,687.0,32.3,occasional,7,none,none,none,none,0.0,6.28,0.0,0.0,0,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,moderate_burden
3972,IRR-KEN-2021-03972,Kenya,2021,1.16,semi-commercial,False,985.0,31.1,rare,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3973,IRR-TAN-2021-03973,Tanzania,2021,0.61,semi-commercial,False,755.0,31.6,occasional,6,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3974,IRR-TAN-2021-03974,Tanzania,2021,1.03,commercial,False,1753.0,29.8,frequent,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3975,IRR-KEN-2024-03975,Kenya,2024,0.71,subsistence,True,1069.0,26.8,occasional,5,drip,river,solar,shared,0.51,0.2,72.1,20.0,3,fair,1278.0,101.0,True,473.0,False,489.0,531.0,77.8,380.0,1.8,87.3,91.7,62.3,0.0,8.0,biweekly,visual,vegetables,38.0,1.74,1,2499.0,4888.0,False,True,False,0.0,19.9,poor,high,True,False,False,9.5,modern,moderate_burden
3976,IRR-TAN-2018-03976,Tanzania,2018,1.15,semi-commercial,False,1279.0,30.5,rare,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3977,IRR-NIG-2018-03977,Nigeria,2018,0.46,commercial,False,757.0,21.4,occasional,3,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3978,IRR-TAN-2022-03978,Tanzania,2022,2.14,semi-commercial,False,1154.0,25.4,occasional,2,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3979,IRR-NIG-2020-03979,Nigeria,2020,0.75,subsistence,False,1115.0,15.5,occasional,7,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3980,IRR-MAL-2022-03980,Mali,2022,2.0,commercial,True,987.0,24.0,rare,3,surface,groundwater,wind,individual,1.07,0.93,53.6,38.0,13,good,859.0,112.0,False,0.0,False,716.0,578.0,48.8,349.0,1.46,90.7,88.8,39.3,0.0,32.0,biweekly,visual,vegetables,45.1,1.5,1,7685.0,7159.0,False,True,True,55.6,0.0,good,low,False,False,True,1.9,traditional,moderate_burden
3981,IRR-MAL-2020-03981,Mali,2020,2.35,semi-commercial,False,1069.0,29.4,frequent,4,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3982,IRR-GHA-2023-03982,Ghana,2023,0.27,subsistence,True,666.0,19.9,frequent,7,sprinkler,river,solar,individual,0.11,0.16,41.7,5.0,4,good,169.0,24.0,False,0.0,True,372.0,429.0,70.9,264.0,1.48,92.1,79.9,52.2,0.0,2.0,daily,soil_moisture,sugarcane,52.9,2.03,2,418.0,3719.0,False,True,False,0.0,5.8,good,medium,False,True,False,2.4,modern,moderate_burden
3983,IRR-ETH-2018-03983,Ethiopia,2018,2.07,subsistence,False,1116.0,29.4,occasional,6,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3984,IRR-MAL-2018-03984,Malawi,2018,2.57,subsistence,False,494.0,16.2,frequent,4,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
3985,IRR-MAL-2021-03985,Mali,2021,0.95,semi-commercial,False,933.0,31.3,rare,7,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3986,IRR-KEN-2022-03986,Kenya,2022,1.22,subsistence,False,622.0,18.0,rare,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3987,IRR-UGA-2020-03987,Uganda,2020,2.94,semi-commercial,False,893.0,30.6,occasional,2,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3988,IRR-BUR-2018-03988,Burkina Faso,2018,1.98,semi-commercial,False,929.0,24.1,occasional,3,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3989,IRR-MAL-2024-03989,Malawi,2024,0.82,semi-commercial,True,974.0,33.4,occasional,6,flood,rainwater_harvesting,electric,shared,0.27,0.56,32.4,14.0,11,fair,107.0,8.0,False,0.0,False,350.0,538.0,44.8,157.0,2.0,88.5,86.5,34.3,22.0,11.0,daily,visual,rice,43.2,1.8,2,933.0,3500.0,False,False,False,0.0,23.9,poor,low,True,False,False,0.6,traditional,moderate_burden
3990,IRR-BUR-2025-03990,Burkina Faso,2025,0.64,subsistence,False,577.0,31.1,rare,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
3991,IRR-UGA-2021-03991,Uganda,2021,1.6,semi-commercial,False,768.0,16.6,occasional,4,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3992,IRR-GHA-2021-03992,Ghana,2021,1.81,semi-commercial,False,606.0,31.9,frequent,2,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3993,IRR-BUR-2021-03993,Burkina Faso,2021,2.4,subsistence,False,763.0,21.3,occasional,3,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3994,IRR-ETH-2020-03994,Ethiopia,2020,2.4,semi-commercial,False,998.0,26.6,occasional,4,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3995,IRR-MAL-2022-03995,Malawi,2022,1.18,subsistence,False,1129.0,30.1,occasional,3,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3996,IRR-UGA-2019-03996,Uganda,2019,0.81,subsistence,False,1038.0,23.1,frequent,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3997,IRR-GHA-2022-03997,Ghana,2022,0.68,subsistence,False,787.0,29.5,frequent,4,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3998,IRR-BUR-2020-03998,Burkina Faso,2020,0.52,semi-commercial,False,1040.0,29.4,frequent,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
3999,IRR-BUR-2025-03999,Burkina Faso,2025,0.33,semi-commercial,False,1210.0,21.8,occasional,3,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4000,IRR-BUR-2025-04000,Burkina Faso,2025,3.34,semi-commercial,False,723.0,15.2,rare,2,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4001,IRR-TAN-2019-04001,Tanzania,2019,1.78,semi-commercial,False,652.0,24.2,occasional,3,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4002,IRR-BUR-2018-04002,Burkina Faso,2018,2.02,semi-commercial,False,806.0,32.4,rare,4,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4003,IRR-TAN-2024-04003,Tanzania,2024,0.83,commercial,False,400.0,25.4,occasional,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4004,IRR-TAN-2024-04004,Tanzania,2024,1.13,subsistence,False,1086.0,27.3,occasional,7,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4005,IRR-UGA-2025-04005,Uganda,2025,1.11,subsistence,False,863.0,17.3,occasional,7,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4006,IRR-KEN-2021-04006,Kenya,2021,1.66,commercial,False,894.0,24.0,occasional,7,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4007,IRR-BUR-2024-04007,Burkina Faso,2024,1.15,semi-commercial,False,840.0,29.0,occasional,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4008,IRR-UGA-2019-04008,Uganda,2019,1.58,semi-commercial,False,1341.0,17.7,occasional,7,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4009,IRR-KEN-2021-04009,Kenya,2021,1.07,subsistence,False,1031.0,33.5,occasional,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4010,IRR-MAL-2021-04010,Mali,2021,1.45,semi-commercial,False,632.0,19.9,rare,2,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4011,IRR-GHA-2022-04011,Ghana,2022,2.87,semi-commercial,False,1245.0,25.2,rare,3,none,none,none,none,0.0,2.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4012,IRR-KEN-2023-04012,Kenya,2023,1.25,subsistence,False,723.0,24.2,occasional,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4013,IRR-GHA-2024-04013,Ghana,2024,1.07,semi-commercial,False,400.0,25.6,rare,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4014,IRR-UGA-2023-04014,Uganda,2023,0.47,semi-commercial,False,700.0,16.4,occasional,7,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4015,IRR-ETH-2023-04015,Ethiopia,2023,2.04,subsistence,False,788.0,26.6,occasional,3,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4016,IRR-BUR-2022-04016,Burkina Faso,2022,0.75,subsistence,False,1067.0,19.5,occasional,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4017,IRR-KEN-2021-04017,Kenya,2021,5.55,semi-commercial,False,567.0,33.9,rare,4,none,none,none,none,0.0,5.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4018,IRR-KEN-2022-04018,Kenya,2022,2.99,subsistence,False,832.0,25.4,frequent,5,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4019,IRR-ETH-2025-04019,Ethiopia,2025,2.64,subsistence,False,630.0,24.3,rare,3,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4020,IRR-MAL-2024-04020,Mali,2024,2.58,subsistence,False,795.0,33.6,occasional,5,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4021,IRR-MAL-2023-04021,Malawi,2023,4.43,commercial,True,1137.0,16.8,occasional,2,surface,groundwater,diesel,government,3.17,1.26,71.6,155.0,18,excellent,2539.0,189.0,False,0.0,False,528.0,680.0,56.4,298.0,1.04,79.5,60.9,27.3,616.0,95.0,weekly,visual,fruits,23.8,1.33,1,16771.0,5284.0,False,False,True,46.7,21.7,good,low,True,False,True,4.8,traditional,moderate_burden
4022,IRR-BUR-2018-04022,Burkina Faso,2018,0.93,subsistence,False,1415.0,32.1,frequent,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4023,IRR-UGA-2018-04023,Uganda,2018,1.71,semi-commercial,True,697.0,16.8,frequent,4,drip,reservoir,gravity,private_company,1.41,0.3,82.3,54.0,13,good,3516.0,437.0,False,0.0,False,409.0,547.0,92.8,379.0,1.65,88.8,73.0,60.1,0.0,21.0,weekly,visual,rice,24.5,1.27,2,5749.0,4088.0,False,False,False,0.0,0.0,good,high,False,True,True,16.8,modern,moderate_burden
4024,IRR-ZAM-2023-04024,Zambia,2023,2.85,semi-commercial,False,1085.0,17.2,occasional,3,none,none,none,none,0.0,2.85,0.0,0.0,0,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,moderate_burden
4025,IRR-NIG-2018-04025,Nigeria,2018,0.84,semi-commercial,False,521.0,16.2,frequent,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4026,IRR-ZAM-2024-04026,Zambia,2024,0.93,semi-commercial,False,801.0,33.2,occasional,3,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4027,IRR-GHA-2025-04027,Ghana,2025,0.76,subsistence,True,914.0,20.2,occasional,6,surface,river,electric,shared,0.27,0.48,35.9,12.0,17,excellent,217.0,22.0,False,0.0,False,453.0,672.0,50.0,226.0,1.71,93.4,75.5,35.2,26.0,8.0,as_needed,soil_moisture,fruits,42.0,2.31,3,1228.0,4528.0,False,False,True,0.0,3.1,good,low,False,False,False,1.4,traditional,moderate_burden
4028,IRR-ZAM-2020-04028,Zambia,2020,0.47,subsistence,False,1004.0,20.6,rare,4,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4029,IRR-KEN-2018-04029,Kenya,2018,1.86,subsistence,False,899.0,31.6,occasional,7,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4030,IRR-NIG-2022-04030,Nigeria,2022,3.57,semi-commercial,False,491.0,22.7,occasional,2,none,none,none,none,0.0,3.57,0.0,0.0,0,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,moderate_burden
4031,IRR-UGA-2025-04031,Uganda,2025,2.09,semi-commercial,False,400.0,30.3,rare,2,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4032,IRR-ETH-2018-04032,Ethiopia,2018,0.47,semi-commercial,False,1298.0,17.6,occasional,4,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4033,IRR-BUR-2018-04033,Burkina Faso,2018,1.74,commercial,False,912.0,27.7,occasional,7,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4034,IRR-BUR-2019-04034,Burkina Faso,2019,1.09,subsistence,False,1033.0,18.2,rare,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4035,IRR-BUR-2021-04035,Burkina Faso,2021,1.11,semi-commercial,False,1194.0,16.7,rare,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4036,IRR-ZAM-2018-04036,Zambia,2018,1.72,subsistence,False,695.0,34.3,frequent,7,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4037,IRR-ZAM-2022-04037,Zambia,2022,0.95,commercial,False,528.0,15.6,rare,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4038,IRR-UGA-2019-04038,Uganda,2019,1.05,subsistence,False,1357.0,24.1,occasional,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4039,IRR-TAN-2024-04039,Tanzania,2024,4.28,semi-commercial,False,667.0,18.5,occasional,6,none,none,none,none,0.0,4.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4040,IRR-KEN-2018-04040,Kenya,2018,1.03,semi-commercial,False,634.0,26.0,rare,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4041,IRR-BUR-2023-04041,Burkina Faso,2023,2.51,semi-commercial,False,963.0,28.2,rare,7,none,none,none,none,0.0,2.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4042,IRR-BUR-2019-04042,Burkina Faso,2019,0.47,semi-commercial,False,1100.0,32.5,occasional,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4043,IRR-GHA-2025-04043,Ghana,2025,2.22,commercial,True,862.0,29.0,occasional,7,sprinkler,river,gravity,shared,0.7,1.51,31.7,40.0,3,excellent,1052.0,139.0,False,0.0,True,557.0,605.0,64.3,358.0,2.3,76.3,71.2,34.9,0.0,14.0,daily,calendar,rice,53.4,1.27,1,3905.0,5567.0,False,False,False,0.0,0.0,good,medium,False,False,False,1.8,modern,moderate_burden
4044,IRR-ZAM-2024-04044,Zambia,2024,1.88,subsistence,False,1125.0,16.5,frequent,7,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4045,IRR-ETH-2023-04045,Ethiopia,2023,0.28,commercial,False,1030.0,20.4,occasional,7,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4046,IRR-UGA-2025-04046,Uganda,2025,0.91,semi-commercial,False,584.0,25.5,occasional,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4047,IRR-BUR-2020-04047,Burkina Faso,2020,2.26,commercial,True,920.0,22.0,occasional,5,flood,rainwater_harvesting,electric,individual,2.07,0.19,91.8,120.0,19,fair,829.0,79.0,True,310.0,True,471.0,415.0,47.0,221.0,2.01,94.0,68.8,30.4,228.0,83.0,daily,soil_moisture,rice,20.0,1.44,2,9773.0,4714.0,False,True,False,0.0,6.2,poor,low,False,False,False,3.7,traditional,moderate_burden
4048,IRR-NIG-2024-04048,Nigeria,2024,5.6,subsistence,False,400.0,19.3,rare,7,none,none,none,none,0.0,5.6,0.0,0.0,0,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,moderate_burden
4049,IRR-MAL-2024-04049,Malawi,2024,0.2,subsistence,False,1144.0,33.4,occasional,5,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4050,IRR-MAL-2023-04050,Mali,2023,2.07,subsistence,False,949.0,18.2,rare,7,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4051,IRR-ZAM-2018-04051,Zambia,2018,0.47,commercial,False,1113.0,33.6,frequent,7,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4052,IRR-TAN-2025-04052,Tanzania,2025,0.67,semi-commercial,False,790.0,30.4,occasional,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4053,IRR-MAL-2023-04053,Malawi,2023,0.47,semi-commercial,False,1088.0,27.6,rare,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4054,IRR-ZAM-2023-04054,Zambia,2023,2.39,semi-commercial,False,889.0,16.8,occasional,3,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4055,IRR-GHA-2024-04055,Ghana,2024,1.25,semi-commercial,False,880.0,33.4,occasional,4,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4056,IRR-ZAM-2023-04056,Zambia,2023,1.39,commercial,False,954.0,19.9,occasional,3,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4057,IRR-KEN-2022-04057,Kenya,2022,2.22,subsistence,False,667.0,32.4,rare,2,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4058,IRR-ZAM-2025-04058,Zambia,2025,1.96,semi-commercial,False,451.0,26.0,occasional,4,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4059,IRR-TAN-2022-04059,Tanzania,2022,1.89,subsistence,False,810.0,22.2,occasional,7,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4060,IRR-ETH-2022-04060,Ethiopia,2022,1.51,semi-commercial,True,590.0,26.2,occasional,4,surface,river,gravity,individual,0.66,0.85,43.6,21.0,9,fair,527.0,71.0,False,0.0,False,388.0,668.0,52.7,204.0,2.39,82.5,88.4,38.4,0.0,20.0,daily,visual,horticulture,52.1,2.23,2,2559.0,3881.0,False,True,False,0.0,0.0,poor,low,False,False,False,1.3,traditional,moderate_burden
4061,IRR-TAN-2024-04061,Tanzania,2024,0.59,commercial,False,816.0,32.3,rare,7,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4062,IRR-BUR-2018-04062,Burkina Faso,2018,1.02,subsistence,False,1093.0,32.9,frequent,5,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4063,IRR-BUR-2025-04063,Burkina Faso,2025,0.84,subsistence,False,425.0,31.5,frequent,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4064,IRR-ZAM-2023-04064,Zambia,2023,5.61,semi-commercial,True,572.0,16.1,rare,4,sprinkler,reservoir,diesel,government,4.85,0.75,86.6,242.0,5,fair,7277.0,626.0,False,0.0,False,690.0,668.0,75.4,520.0,1.57,77.5,70.1,40.9,1011.0,97.0,weekly,soil_moisture,maize,54.6,1.7,2,33461.0,6897.0,True,False,False,0.0,24.4,poor,medium,False,False,False,4.8,modern,moderate_burden
4065,IRR-KEN-2019-04065,Kenya,2019,2.25,subsistence,False,855.0,30.4,frequent,5,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4066,IRR-NIG-2018-04066,Nigeria,2018,0.62,subsistence,False,585.0,17.1,frequent,4,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4067,IRR-MAL-2021-04067,Malawi,2021,0.58,subsistence,False,455.0,25.8,frequent,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4068,IRR-KEN-2022-04068,Kenya,2022,2.25,subsistence,False,1033.0,23.1,occasional,4,none,none,none,none,0.0,2.25,0.0,0.0,0,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,moderate_burden
4069,IRR-UGA-2020-04069,Uganda,2020,1.58,semi-commercial,False,407.0,23.9,frequent,4,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4070,IRR-BUR-2019-04070,Burkina Faso,2019,7.72,subsistence,False,894.0,33.0,frequent,6,none,none,none,none,0.0,7.72,0.0,0.0,0,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,moderate_burden
4071,IRR-MAL-2021-04071,Mali,2021,3.88,semi-commercial,False,861.0,18.3,occasional,4,none,none,none,none,0.0,3.88,0.0,0.0,0,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,moderate_burden
4072,IRR-BUR-2021-04072,Burkina Faso,2021,2.45,subsistence,False,702.0,28.8,rare,4,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4073,IRR-MAL-2022-04073,Malawi,2022,1.6,subsistence,True,799.0,34.0,occasional,6,manual,groundwater,electric,shared,1.01,0.59,63.2,59.0,4,fair,202.0,17.0,False,0.0,False,715.0,680.0,54.6,390.0,1.36,76.4,81.1,33.8,118.0,81.0,weekly,soil_moisture,sugarcane,35.7,1.42,1,7234.0,7149.0,True,False,False,76.2,21.9,poor,low,False,False,False,0.7,traditional,moderate_burden
4074,IRR-ZAM-2019-04074,Zambia,2019,0.67,subsistence,False,756.0,32.1,frequent,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4075,IRR-ZAM-2023-04075,Zambia,2023,3.47,subsistence,False,1090.0,20.2,occasional,7,none,none,none,none,0.0,3.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4076,IRR-KEN-2022-04076,Kenya,2022,0.94,subsistence,False,1278.0,34.2,rare,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4077,IRR-ZAM-2022-04077,Zambia,2022,0.63,semi-commercial,False,912.0,25.8,frequent,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4078,IRR-MAL-2018-04078,Malawi,2018,0.33,subsistence,True,718.0,23.9,rare,7,surface,lake,manual,shared,0.22,0.12,64.9,7.0,15,good,174.0,21.0,False,0.0,False,450.0,581.0,47.9,216.0,1.43,86.0,84.6,34.9,0.0,7.0,weekly,soil_moisture,maize,51.7,2.16,1,976.0,4497.0,False,True,False,0.0,0.0,good,low,False,False,False,2.0,traditional,moderate_burden
4079,IRR-BUR-2020-04079,Burkina Faso,2020,1.63,subsistence,False,1049.0,17.5,occasional,4,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4080,IRR-MAL-2022-04080,Mali,2022,0.86,semi-commercial,False,1323.0,29.5,rare,2,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4081,IRR-ETH-2024-04081,Ethiopia,2024,0.77,subsistence,False,559.0,29.6,occasional,6,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4082,IRR-MAL-2018-04082,Malawi,2018,0.72,semi-commercial,False,825.0,21.3,occasional,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4083,IRR-KEN-2019-04083,Kenya,2019,3.6,subsistence,False,817.0,30.9,frequent,6,none,none,none,none,0.0,3.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4084,IRR-GHA-2020-04084,Ghana,2020,0.56,subsistence,False,942.0,23.8,occasional,6,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4085,IRR-MAL-2024-04085,Malawi,2024,1.04,subsistence,False,1102.0,33.9,rare,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4086,IRR-MAL-2021-04086,Malawi,2021,1.29,commercial,False,839.0,19.9,frequent,5,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4087,IRR-NIG-2018-04087,Nigeria,2018,2.4,subsistence,False,1088.0,30.9,rare,2,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4088,IRR-NIG-2019-04088,Nigeria,2019,2.66,semi-commercial,False,499.0,23.2,frequent,7,none,none,none,none,0.0,2.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4089,IRR-BUR-2020-04089,Burkina Faso,2020,0.52,semi-commercial,False,496.0,31.6,rare,6,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4090,IRR-MAL-2023-04090,Mali,2023,0.54,subsistence,False,614.0,20.3,frequent,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4091,IRR-ETH-2018-04091,Ethiopia,2018,0.78,subsistence,False,1352.0,31.0,occasional,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4092,IRR-MAL-2018-04092,Mali,2018,1.03,subsistence,False,1027.0,32.6,occasional,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4093,IRR-NIG-2021-04093,Nigeria,2021,3.38,subsistence,False,538.0,18.9,rare,2,none,none,none,none,0.0,3.38,0.0,0.0,0,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,moderate_burden
4094,IRR-BUR-2022-04094,Burkina Faso,2022,0.76,subsistence,False,726.0,21.4,rare,3,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4095,IRR-MAL-2021-04095,Malawi,2021,0.97,semi-commercial,True,888.0,33.6,occasional,3,sprinkler,rainwater_harvesting,diesel,individual,0.51,0.46,52.5,18.0,2,fair,760.0,69.0,False,0.0,False,741.0,642.0,65.3,484.0,1.89,87.5,74.9,42.8,56.0,10.0,biweekly,visual,rice,43.9,1.29,2,3759.0,7414.0,False,False,True,0.0,2.7,poor,medium,True,False,False,3.6,modern,moderate_burden
4096,IRR-ZAM-2018-04096,Zambia,2018,3.01,subsistence,False,607.0,29.5,occasional,2,none,none,none,none,0.0,3.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4097,IRR-KEN-2019-04097,Kenya,2019,0.72,subsistence,False,1256.0,20.6,frequent,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4098,IRR-GHA-2018-04098,Ghana,2018,1.44,semi-commercial,False,1408.0,18.5,rare,7,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4099,IRR-MAL-2018-04099,Mali,2018,4.91,subsistence,False,1072.0,25.2,occasional,3,none,none,none,none,0.0,4.91,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4100,IRR-GHA-2021-04100,Ghana,2021,1.38,semi-commercial,False,1038.0,25.8,rare,4,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4101,IRR-KEN-2024-04101,Kenya,2024,1.36,subsistence,False,530.0,31.6,occasional,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4102,IRR-BUR-2019-04102,Burkina Faso,2019,4.08,subsistence,False,843.0,21.1,frequent,3,none,none,none,none,0.0,4.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4103,IRR-TAN-2023-04103,Tanzania,2023,1.09,semi-commercial,False,946.0,15.8,occasional,7,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4104,IRR-ZAM-2019-04104,Zambia,2019,0.99,commercial,True,868.0,27.0,occasional,7,sprinkler,river,diesel,government,0.53,0.46,53.1,17.0,15,fair,788.0,65.0,False,0.0,False,755.0,620.0,77.8,587.0,1.22,71.7,89.1,49.7,146.0,11.0,biweekly,visual,sugarcane,31.7,1.28,2,3963.0,7548.0,False,True,False,0.0,13.3,poor,medium,False,False,False,5.0,modern,moderate_burden
4105,IRR-NIG-2024-04105,Nigeria,2024,0.88,subsistence,False,966.0,19.4,rare,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4106,IRR-ETH-2019-04106,Ethiopia,2019,1.19,subsistence,False,1024.0,16.3,frequent,4,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4107,IRR-KEN-2023-04107,Kenya,2023,1.41,commercial,False,1204.0,34.2,frequent,7,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4108,IRR-MAL-2018-04108,Mali,2018,1.11,semi-commercial,False,1240.0,19.5,occasional,7,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4109,IRR-MAL-2023-04109,Mali,2023,1.27,subsistence,False,701.0,28.0,rare,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4110,IRR-UGA-2024-04110,Uganda,2024,1.7,subsistence,True,813.0,30.9,frequent,2,sprinkler,reservoir,solar,individual,1.56,0.13,92.1,69.0,9,good,2344.0,347.0,True,1133.0,False,688.0,639.0,64.2,441.0,2.1,94.8,83.6,50.8,0.0,31.0,daily,weather_based,fruits,44.9,1.71,2,10744.0,6877.0,False,False,False,0.0,7.6,good,medium,False,True,True,6.2,modern,moderate_burden
4111,IRR-BUR-2019-04111,Burkina Faso,2019,1.15,subsistence,False,584.0,22.2,rare,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4112,IRR-ZAM-2020-04112,Zambia,2020,1.87,semi-commercial,False,901.0,24.0,occasional,7,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4113,IRR-BUR-2021-04113,Burkina Faso,2021,5.25,semi-commercial,True,1051.0,33.9,occasional,2,center_pivot,groundwater,diesel,private_company,2.26,2.99,43.1,93.0,0,poor,11292.0,985.0,False,0.0,True,735.0,590.0,73.7,542.0,1.9,72.9,62.2,33.5,227.0,23.0,weekly,weather_based,maize,56.1,1.38,1,16591.0,7347.0,True,True,False,77.1,11.7,poor,high,False,False,False,7.7,traditional,moderate_burden
4114,IRR-TAN-2020-04114,Tanzania,2020,0.82,semi-commercial,False,1381.0,20.6,occasional,3,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4115,IRR-NIG-2019-04115,Nigeria,2019,0.79,semi-commercial,False,1021.0,22.0,occasional,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4116,IRR-UGA-2021-04116,Uganda,2021,0.82,semi-commercial,False,400.0,22.3,frequent,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4117,IRR-ETH-2024-04117,Ethiopia,2024,1.27,subsistence,False,1340.0,29.6,occasional,2,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4118,IRR-MAL-2020-04118,Malawi,2020,0.89,semi-commercial,False,847.0,30.3,rare,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4119,IRR-NIG-2021-04119,Nigeria,2021,0.85,semi-commercial,False,1126.0,34.0,rare,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4120,IRR-TAN-2019-04120,Tanzania,2019,0.73,commercial,False,717.0,19.6,frequent,4,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4121,IRR-ETH-2025-04121,Ethiopia,2025,0.2,subsistence,False,760.0,34.4,occasional,5,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4122,IRR-MAL-2021-04122,Malawi,2021,1.48,semi-commercial,False,892.0,24.8,rare,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4123,IRR-GHA-2022-04123,Ghana,2022,2.53,commercial,False,1128.0,25.9,occasional,6,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4124,IRR-BUR-2021-04124,Burkina Faso,2021,1.21,semi-commercial,False,1098.0,18.3,frequent,3,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4125,IRR-TAN-2018-04125,Tanzania,2018,2.56,semi-commercial,False,627.0,21.2,rare,2,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4126,IRR-TAN-2022-04126,Tanzania,2022,1.28,semi-commercial,True,900.0,24.9,occasional,4,sprinkler,river,solar,government,1.15,0.13,89.8,53.0,11,poor,1718.0,250.0,False,0.0,True,596.0,450.0,72.1,430.0,1.77,94.6,78.6,53.6,0.0,23.0,daily,calendar,vegetables,38.1,2.43,1,6829.0,5961.0,False,False,True,0.0,15.0,poor,medium,False,False,False,7.1,modern,moderate_burden
4127,IRR-UGA-2019-04127,Uganda,2019,2.7,subsistence,True,574.0,32.4,frequent,6,sprinkler,river,diesel,shared,1.85,0.85,68.5,97.0,2,good,2770.0,193.0,True,1185.0,False,580.0,574.0,69.3,402.0,1.11,88.8,63.0,38.8,407.0,37.0,weekly,visual,cotton,55.6,1.32,1,10706.0,5797.0,False,False,False,0.0,3.9,good,medium,False,True,False,3.7,modern,moderate_burden
4128,IRR-BUR-2018-04128,Burkina Faso,2018,0.79,subsistence,False,804.0,23.4,rare,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4129,IRR-MAL-2020-04129,Malawi,2020,0.7,subsistence,False,646.0,16.5,occasional,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4130,IRR-TAN-2021-04130,Tanzania,2021,1.21,semi-commercial,False,1447.0,31.7,occasional,4,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4131,IRR-KEN-2025-04131,Kenya,2025,1.01,subsistence,True,1022.0,27.1,frequent,7,surface,rainwater_harvesting,electric,individual,0.5,0.51,49.6,28.0,13,good,401.0,43.0,False,0.0,False,462.0,650.0,51.1,236.0,2.39,78.6,62.4,25.1,62.0,15.0,weekly,visual,rice,49.3,1.75,1,2318.0,4620.0,False,True,False,0.0,19.6,good,low,False,True,False,1.6,traditional,moderate_burden
4132,IRR-NIG-2023-04132,Nigeria,2023,3.57,semi-commercial,False,579.0,33.6,occasional,3,none,none,none,none,0.0,3.57,0.0,0.0,0,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,moderate_burden
4133,IRR-MAL-2023-04133,Mali,2023,2.97,subsistence,False,944.0,21.6,frequent,5,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4134,IRR-MAL-2021-04134,Mali,2021,0.88,subsistence,True,865.0,30.7,rare,4,manual,river,solar,individual,0.47,0.41,53.2,17.0,3,excellent,93.0,13.0,True,37.0,True,581.0,685.0,60.2,350.0,1.23,72.5,64.9,28.3,0.0,37.0,weekly,calendar,rice,21.9,1.54,1,2710.0,5807.0,True,False,False,0.0,16.6,good,low,True,False,False,1.0,traditional,moderate_burden
4135,IRR-BUR-2025-04135,Burkina Faso,2025,1.49,subsistence,False,1402.0,32.0,rare,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4136,IRR-BUR-2025-04136,Burkina Faso,2025,2.16,commercial,False,942.0,16.7,occasional,2,none,none,none,none,0.0,2.16,0.0,0.0,0,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,moderate_burden
4137,IRR-BUR-2023-04137,Burkina Faso,2023,1.41,commercial,False,1068.0,34.0,occasional,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4138,IRR-BUR-2025-04138,Burkina Faso,2025,4.86,commercial,False,749.0,25.3,frequent,5,none,none,none,none,0.0,4.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4139,IRR-ZAM-2025-04139,Zambia,2025,1.69,semi-commercial,True,644.0,16.8,occasional,3,drip,river,solar,individual,1.29,0.4,76.4,54.0,0,good,3225.0,461.0,False,0.0,True,797.0,690.0,95.0,757.0,1.21,83.1,95.0,75.0,0.0,19.0,weekly,visual,rice,33.4,2.26,1,10283.0,7972.0,True,False,False,0.0,13.3,good,high,False,False,False,11.4,modern,moderate_burden
4140,IRR-KEN-2019-04140,Kenya,2019,2.49,subsistence,False,853.0,23.0,rare,3,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4141,IRR-KEN-2021-04141,Kenya,2021,1.34,subsistence,False,937.0,26.5,frequent,4,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4142,IRR-MAL-2025-04142,Mali,2025,1.05,semi-commercial,False,1009.0,29.1,frequent,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4143,IRR-KEN-2020-04143,Kenya,2020,2.33,subsistence,False,1054.0,23.3,occasional,4,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4144,IRR-BUR-2024-04144,Burkina Faso,2024,0.64,subsistence,False,1030.0,28.6,rare,7,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4145,IRR-ZAM-2020-04145,Zambia,2020,4.07,semi-commercial,False,858.0,28.4,frequent,2,none,none,none,none,0.0,4.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4146,IRR-UGA-2019-04146,Uganda,2019,2.38,semi-commercial,False,412.0,34.8,occasional,3,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4147,IRR-UGA-2021-04147,Uganda,2021,2.21,semi-commercial,False,855.0,28.8,frequent,5,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4148,IRR-GHA-2023-04148,Ghana,2023,1.69,subsistence,False,867.0,29.1,occasional,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4149,IRR-KEN-2020-04149,Kenya,2020,1.64,commercial,False,831.0,22.2,frequent,7,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4150,IRR-UGA-2025-04150,Uganda,2025,3.22,semi-commercial,False,1283.0,34.8,rare,6,none,none,none,none,0.0,3.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4151,IRR-BUR-2022-04151,Burkina Faso,2022,0.95,subsistence,True,418.0,27.9,rare,3,flood,river,electric,individual,0.55,0.4,58.2,26.0,5,fair,222.0,21.0,False,0.0,True,311.0,605.0,47.6,148.0,1.16,94.6,73.8,33.2,72.0,22.0,as_needed,calendar,vegetables,52.3,1.94,1,1722.0,3107.0,False,True,False,0.0,24.5,poor,low,False,False,False,0.9,traditional,moderate_burden
4152,IRR-MAL-2023-04152,Mali,2023,1.85,subsistence,False,415.0,32.8,rare,3,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4153,IRR-UGA-2020-04153,Uganda,2020,2.47,subsistence,False,766.0,15.6,occasional,6,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4154,IRR-GHA-2023-04154,Ghana,2023,2.38,commercial,True,1151.0,31.6,frequent,5,flood,rainwater_harvesting,gravity,shared,1.34,1.04,56.3,56.0,1,good,535.0,77.0,False,0.0,True,414.0,683.0,41.1,170.0,1.95,94.0,82.2,31.8,0.0,54.0,as_needed,weather_based,maize,55.4,1.55,1,5536.0,4137.0,False,False,False,0.0,0.0,good,low,False,True,False,0.8,traditional,moderate_burden
4155,IRR-ZAM-2025-04155,Zambia,2025,0.99,subsistence,False,1463.0,21.3,frequent,2,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4156,IRR-NIG-2018-04156,Nigeria,2018,3.61,subsistence,False,797.0,27.9,rare,4,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4157,IRR-UGA-2023-04157,Uganda,2023,1.95,semi-commercial,False,526.0,20.3,occasional,7,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4158,IRR-ETH-2022-04158,Ethiopia,2022,2.95,semi-commercial,False,700.0,22.6,occasional,7,none,none,none,none,0.0,2.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4159,IRR-BUR-2021-04159,Burkina Faso,2021,0.55,semi-commercial,False,608.0,31.3,occasional,3,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4160,IRR-MAL-2022-04160,Mali,2022,0.3,semi-commercial,False,919.0,22.1,rare,7,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4161,IRR-GHA-2025-04161,Ghana,2025,2.74,semi-commercial,False,755.0,16.5,rare,2,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4162,IRR-UGA-2025-04162,Uganda,2025,0.88,semi-commercial,False,935.0,24.3,occasional,5,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4163,IRR-TAN-2025-04163,Tanzania,2025,1.5,subsistence,False,962.0,15.1,occasional,6,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4164,IRR-MAL-2023-04164,Malawi,2023,1.4,semi-commercial,False,1100.0,29.8,occasional,5,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4165,IRR-TAN-2025-04165,Tanzania,2025,1.62,semi-commercial,False,1068.0,19.0,rare,3,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4166,IRR-ETH-2018-04166,Ethiopia,2018,1.32,subsistence,False,935.0,26.8,occasional,4,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4167,IRR-NIG-2019-04167,Nigeria,2019,1.83,semi-commercial,False,1137.0,34.4,frequent,3,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4168,IRR-BUR-2018-04168,Burkina Faso,2018,1.6,semi-commercial,True,568.0,19.8,occasional,4,flood,groundwater,electric,individual,1.44,0.16,90.2,86.0,8,excellent,576.0,46.0,True,182.0,True,626.0,601.0,40.3,252.0,1.15,75.7,73.5,22.4,182.0,58.0,weekly,visual,maize,51.4,2.05,3,9015.0,6259.0,False,True,True,35.4,15.8,good,low,False,False,True,1.4,traditional,moderate_burden
4169,IRR-KEN-2020-04169,Kenya,2020,5.23,subsistence,False,1079.0,31.7,rare,6,none,none,none,none,0.0,5.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4170,IRR-MAL-2019-04170,Malawi,2019,1.95,semi-commercial,False,874.0,34.1,rare,2,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4171,IRR-MAL-2021-04171,Mali,2021,0.97,semi-commercial,False,1194.0,29.5,occasional,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4172,IRR-KEN-2023-04172,Kenya,2023,0.65,subsistence,False,504.0,25.3,occasional,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4173,IRR-ZAM-2024-04173,Zambia,2024,1.34,semi-commercial,False,894.0,30.1,frequent,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4174,IRR-UGA-2025-04174,Uganda,2025,1.41,subsistence,False,646.0,20.4,occasional,6,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4175,IRR-UGA-2019-04175,Uganda,2019,2.35,semi-commercial,False,930.0,34.9,frequent,6,none,none,none,none,0.0,2.35,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4176,IRR-NIG-2025-04176,Nigeria,2025,0.89,subsistence,False,796.0,20.4,frequent,4,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4177,IRR-ZAM-2020-04177,Zambia,2020,0.94,commercial,False,641.0,27.6,rare,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4178,IRR-MAL-2020-04178,Malawi,2020,4.61,subsistence,False,890.0,27.5,occasional,5,none,none,none,none,0.0,4.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4179,IRR-KEN-2024-04179,Kenya,2024,1.2,semi-commercial,True,606.0,24.7,frequent,4,flood,lake,diesel,shared,0.71,0.5,58.6,28.0,10,excellent,282.0,39.0,False,0.0,False,624.0,664.0,46.8,292.0,1.91,70.1,70.7,23.2,162.0,28.0,daily,weather_based,vegetables,58.0,1.58,1,4403.0,6239.0,False,False,False,0.0,13.2,good,low,True,True,False,0.8,traditional,moderate_burden
4180,IRR-KEN-2018-04180,Kenya,2018,1.99,semi-commercial,False,476.0,29.7,occasional,5,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4181,IRR-BUR-2018-04181,Burkina Faso,2018,4.76,semi-commercial,False,993.0,31.7,rare,6,none,none,none,none,0.0,4.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4182,IRR-NIG-2024-04182,Nigeria,2024,0.63,commercial,False,1164.0,28.3,rare,6,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4183,IRR-ZAM-2024-04183,Zambia,2024,0.33,subsistence,False,754.0,26.7,frequent,2,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4184,IRR-ZAM-2023-04184,Zambia,2023,1.44,commercial,False,500.0,35.0,rare,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4185,IRR-NIG-2024-04185,Nigeria,2024,0.79,subsistence,False,1008.0,29.0,occasional,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4186,IRR-MAL-2025-04186,Malawi,2025,1.02,subsistence,False,1191.0,20.5,rare,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4187,IRR-GHA-2021-04187,Ghana,2021,4.38,subsistence,False,1108.0,16.9,occasional,3,none,none,none,none,0.0,4.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4188,IRR-ZAM-2023-04188,Zambia,2023,1.11,subsistence,False,867.0,23.2,occasional,2,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4189,IRR-TAN-2021-04189,Tanzania,2021,1.59,subsistence,False,687.0,28.5,occasional,4,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4190,IRR-NIG-2024-04190,Nigeria,2024,0.92,subsistence,True,571.0,24.5,occasional,2,sprinkler,rainwater_harvesting,diesel,government,0.48,0.44,52.6,24.0,9,fair,726.0,41.0,True,393.0,False,440.0,692.0,77.5,341.0,1.75,91.4,69.4,49.1,135.0,10.0,daily,visual,vegetables,20.8,1.44,2,2131.0,4404.0,True,False,False,0.0,22.6,poor,medium,False,False,False,7.6,modern,moderate_burden
4191,IRR-KEN-2021-04191,Kenya,2021,1.71,commercial,False,967.0,18.8,rare,2,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4192,IRR-TAN-2022-04192,Tanzania,2022,0.8,commercial,False,1152.0,16.7,frequent,7,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4193,IRR-TAN-2025-04193,Tanzania,2025,4.53,subsistence,True,898.0,28.0,occasional,7,manual,wetland,wind,government,1.69,2.84,37.3,66.0,8,fair,338.0,39.0,False,0.0,False,518.0,621.0,64.9,336.0,1.8,85.5,83.5,46.4,0.0,135.0,daily,visual,vegetables,55.1,2.33,1,8758.0,5183.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.3,traditional,moderate_burden
4194,IRR-TAN-2021-04194,Tanzania,2021,1.3,commercial,False,792.0,34.9,rare,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4195,IRR-UGA-2023-04195,Uganda,2023,0.83,commercial,False,646.0,32.3,frequent,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4196,IRR-NIG-2025-04196,Nigeria,2025,1.58,subsistence,False,1113.0,24.2,occasional,7,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4197,IRR-ETH-2023-04197,Ethiopia,2023,0.84,commercial,False,1559.0,16.9,occasional,2,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4198,IRR-ETH-2022-04198,Ethiopia,2022,2.04,subsistence,False,816.0,21.1,occasional,6,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4199,IRR-MAL-2024-04199,Mali,2024,2.32,semi-commercial,False,1520.0,30.7,occasional,3,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4200,IRR-BUR-2025-04200,Burkina Faso,2025,3.26,subsistence,True,761.0,18.2,occasional,6,drip,river,diesel,individual,2.76,0.5,84.6,154.0,1,fair,6894.0,441.0,False,0.0,False,590.0,496.0,92.7,547.0,2.48,91.3,80.8,68.4,304.0,41.0,daily,visual,rice,56.1,2.03,1,16262.0,5897.0,True,False,True,0.0,3.1,poor,high,False,False,False,7.5,modern,moderate_burden
4201,IRR-GHA-2021-04201,Ghana,2021,3.38,subsistence,False,1000.0,33.8,rare,7,none,none,none,none,0.0,3.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4202,IRR-ZAM-2020-04202,Zambia,2020,0.41,semi-commercial,False,1173.0,30.2,frequent,3,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4203,IRR-MAL-2020-04203,Mali,2020,0.72,subsistence,False,1339.0,18.4,occasional,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4204,IRR-ZAM-2024-04204,Zambia,2024,5.51,subsistence,True,1327.0,28.6,occasional,6,surface,groundwater,electric,individual,5.03,0.49,91.2,190.0,9,good,4021.0,254.0,False,0.0,False,741.0,472.0,50.7,376.0,2.37,85.5,79.5,34.5,478.0,151.0,daily,visual,rice,53.4,1.54,2,37242.0,7410.0,False,False,True,46.7,23.9,good,low,False,False,True,2.7,traditional,moderate_burden
4205,IRR-ZAM-2022-04205,Zambia,2022,2.15,commercial,False,862.0,18.8,occasional,5,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4206,IRR-GHA-2025-04206,Ghana,2025,1.93,subsistence,False,1003.0,17.7,rare,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4207,IRR-BUR-2020-04207,Burkina Faso,2020,4.28,subsistence,False,400.0,24.7,rare,6,none,none,none,none,0.0,4.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4208,IRR-ETH-2024-04208,Ethiopia,2024,1.72,subsistence,False,1035.0,32.7,frequent,6,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4209,IRR-UGA-2021-04209,Uganda,2021,7.37,subsistence,False,971.0,24.8,occasional,2,none,none,none,none,0.0,7.37,0.0,0.0,0,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,moderate_burden
4210,IRR-BUR-2020-04210,Burkina Faso,2020,0.7,subsistence,False,1190.0,34.4,rare,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4211,IRR-MAL-2023-04211,Malawi,2023,3.56,subsistence,False,936.0,26.8,frequent,4,none,none,none,none,0.0,3.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4212,IRR-TAN-2025-04212,Tanzania,2025,1.22,subsistence,False,876.0,28.4,rare,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4213,IRR-ETH-2018-04213,Ethiopia,2018,1.52,subsistence,False,1031.0,24.8,occasional,6,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4214,IRR-ZAM-2021-04214,Zambia,2021,2.28,subsistence,True,876.0,20.1,rare,7,center_pivot,groundwater,diesel,shared,1.29,0.98,56.8,70.0,17,fair,6470.0,335.0,False,0.0,False,639.0,572.0,72.2,461.0,1.91,82.6,88.5,52.8,311.0,13.0,weekly,visual,cotton,34.7,1.31,1,8272.0,6393.0,False,True,True,57.7,11.6,poor,high,False,False,False,16.4,traditional,moderate_burden
4215,IRR-GHA-2020-04215,Ghana,2020,1.3,subsistence,False,1498.0,27.7,occasional,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4216,IRR-GHA-2021-04216,Ghana,2021,0.66,semi-commercial,False,723.0,17.1,frequent,5,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4217,IRR-ZAM-2019-04217,Zambia,2019,5.13,subsistence,False,635.0,17.7,occasional,2,none,none,none,none,0.0,5.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4218,IRR-KEN-2021-04218,Kenya,2021,1.17,semi-commercial,False,1273.0,17.0,frequent,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4219,IRR-MAL-2018-04219,Mali,2018,1.53,semi-commercial,False,659.0,18.2,rare,5,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4220,IRR-GHA-2020-04220,Ghana,2020,1.11,semi-commercial,False,576.0,22.4,occasional,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4221,IRR-ZAM-2024-04221,Zambia,2024,3.61,subsistence,False,1133.0,31.9,frequent,7,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4222,IRR-MAL-2025-04222,Mali,2025,1.65,semi-commercial,True,631.0,19.2,occasional,3,drip,reservoir,diesel,individual,0.71,0.94,43.1,38.0,12,good,1777.0,107.0,False,0.0,False,527.0,667.0,90.1,474.0,1.18,86.1,93.6,72.6,136.0,11.0,weekly,visual,vegetables,32.9,1.65,1,3742.0,5266.0,False,False,False,0.0,14.2,good,high,False,False,True,6.5,modern,moderate_burden
4223,IRR-MAL-2024-04223,Mali,2024,0.69,semi-commercial,False,745.0,33.0,occasional,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4224,IRR-MAL-2021-04224,Mali,2021,3.97,subsistence,False,1132.0,31.9,rare,6,none,none,none,none,0.0,3.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4225,IRR-NIG-2023-04225,Nigeria,2023,1.49,semi-commercial,True,1207.0,25.4,rare,3,surface,rainwater_harvesting,manual,individual,1.25,0.25,83.4,52.0,6,excellent,996.0,109.0,False,0.0,False,503.0,628.0,56.5,285.0,2.31,80.4,70.4,32.0,0.0,37.0,weekly,calendar,rice,52.2,2.2,2,6269.0,5034.0,False,False,False,0.0,0.0,good,low,False,False,False,2.6,traditional,moderate_burden
4226,IRR-MAL-2025-04226,Malawi,2025,0.56,commercial,False,1031.0,27.8,occasional,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4227,IRR-ZAM-2021-04227,Zambia,2021,1.87,subsistence,False,772.0,29.2,occasional,3,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4228,IRR-NIG-2022-04228,Nigeria,2022,0.37,subsistence,False,1032.0,33.0,occasional,2,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4229,IRR-GHA-2023-04229,Ghana,2023,1.21,commercial,False,1394.0,30.2,rare,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4230,IRR-ZAM-2024-04230,Zambia,2024,1.39,subsistence,False,729.0,31.0,rare,3,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4231,IRR-TAN-2024-04231,Tanzania,2024,2.13,subsistence,False,1255.0,33.4,occasional,3,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4232,IRR-NIG-2024-04232,Nigeria,2024,1.56,semi-commercial,False,1206.0,18.7,occasional,3,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4233,IRR-UGA-2024-04233,Uganda,2024,0.4,semi-commercial,False,946.0,34.0,occasional,2,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4234,IRR-MAL-2021-04234,Malawi,2021,1.33,subsistence,False,656.0,19.9,frequent,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4235,IRR-ZAM-2025-04235,Zambia,2025,1.13,subsistence,False,1166.0,15.5,occasional,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4236,IRR-NIG-2022-04236,Nigeria,2022,1.88,subsistence,False,1179.0,27.8,frequent,3,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4237,IRR-ZAM-2018-04237,Zambia,2018,1.29,semi-commercial,True,670.0,28.9,rare,7,surface,river,solar,private_company,0.61,0.67,47.7,21.0,8,fair,492.0,29.0,True,156.0,True,340.0,521.0,49.2,168.0,2.0,72.0,61.3,21.7,0.0,18.0,weekly,calendar,fruits,42.4,2.18,3,2091.0,3403.0,False,False,False,0.0,5.7,poor,low,False,False,False,1.8,traditional,moderate_burden
4238,IRR-KEN-2019-04238,Kenya,2019,1.54,semi-commercial,False,710.0,30.8,occasional,3,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4239,IRR-MAL-2024-04239,Mali,2024,0.73,semi-commercial,False,914.0,17.8,occasional,4,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4240,IRR-BUR-2025-04240,Burkina Faso,2025,0.45,commercial,True,808.0,18.8,occasional,4,center_pivot,groundwater,gravity,individual,0.42,0.03,93.5,19.0,5,fair,2123.0,220.0,False,0.0,True,501.0,578.0,70.5,353.0,0.87,89.3,70.4,44.3,0.0,4.0,biweekly,visual,vegetables,38.8,1.79,1,2127.0,5010.0,True,False,False,9.1,0.0,poor,high,False,False,False,24.1,traditional,moderate_burden
4241,IRR-TAN-2019-04241,Tanzania,2019,1.0,semi-commercial,False,1070.0,23.3,frequent,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4242,IRR-ETH-2023-04242,Ethiopia,2023,0.73,commercial,False,602.0,28.2,occasional,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4243,IRR-TAN-2020-04243,Tanzania,2020,0.88,semi-commercial,False,777.0,18.5,rare,7,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4244,IRR-ETH-2018-04244,Ethiopia,2018,2.05,semi-commercial,False,898.0,23.2,occasional,3,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4245,IRR-ETH-2025-04245,Ethiopia,2025,3.17,semi-commercial,False,1223.0,20.3,occasional,7,none,none,none,none,0.0,3.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4246,IRR-TAN-2019-04246,Tanzania,2019,0.2,subsistence,False,1262.0,23.8,frequent,7,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4247,IRR-MAL-2023-04247,Mali,2023,0.63,subsistence,False,834.0,16.3,occasional,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4248,IRR-ZAM-2018-04248,Zambia,2018,1.27,semi-commercial,False,1025.0,25.1,rare,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4249,IRR-KEN-2025-04249,Kenya,2025,0.97,semi-commercial,False,1077.0,25.5,rare,4,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4250,IRR-MAL-2024-04250,Malawi,2024,1.17,subsistence,False,569.0,22.1,occasional,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4251,IRR-NIG-2018-04251,Nigeria,2018,1.02,semi-commercial,False,715.0,24.8,frequent,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4252,IRR-MAL-2023-04252,Malawi,2023,1.18,subsistence,True,1138.0,28.9,rare,6,sprinkler,lake,solar,individual,1.14,0.04,96.6,62.0,13,fair,1712.0,169.0,False,0.0,False,393.0,604.0,81.4,320.0,0.83,79.0,73.3,47.1,0.0,23.0,biweekly,visual,cotton,34.9,2.18,1,4485.0,3930.0,False,False,True,0.0,15.9,poor,medium,True,False,False,8.3,modern,moderate_burden
4253,IRR-BUR-2024-04253,Burkina Faso,2024,3.1,subsistence,False,956.0,22.9,frequent,3,none,none,none,none,0.0,3.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4254,IRR-MAL-2022-04254,Mali,2022,0.58,semi-commercial,False,423.0,21.7,rare,3,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4255,IRR-UGA-2018-04255,Uganda,2018,1.3,subsistence,False,810.0,26.4,frequent,2,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4256,IRR-KEN-2023-04256,Kenya,2023,0.54,subsistence,False,1062.0,33.1,occasional,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4257,IRR-MAL-2021-04257,Mali,2021,0.95,commercial,True,449.0,24.3,occasional,6,flood,wetland,diesel,government,0.87,0.08,91.8,30.0,11,excellent,348.0,48.0,False,0.0,False,430.0,510.0,41.6,179.0,1.55,94.9,61.3,24.2,120.0,35.0,daily,calendar,sugarcane,28.3,2.22,1,3740.0,4299.0,False,False,False,0.0,20.9,good,low,True,False,False,2.6,traditional,moderate_burden
4258,IRR-ZAM-2021-04258,Zambia,2021,0.43,subsistence,False,853.0,30.8,rare,5,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4259,IRR-MAL-2021-04259,Mali,2021,1.12,subsistence,False,673.0,30.3,rare,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4260,IRR-TAN-2020-04260,Tanzania,2020,3.1,subsistence,False,801.0,30.3,frequent,3,none,none,none,none,0.0,3.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4261,IRR-BUR-2020-04261,Burkina Faso,2020,1.34,semi-commercial,False,964.0,29.7,rare,3,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4262,IRR-ETH-2018-04262,Ethiopia,2018,0.31,semi-commercial,False,858.0,20.3,occasional,3,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4263,IRR-MAL-2021-04263,Malawi,2021,1.18,semi-commercial,False,633.0,29.8,rare,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4264,IRR-MAL-2019-04264,Malawi,2019,0.84,commercial,False,873.0,20.1,occasional,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4265,IRR-BUR-2025-04265,Burkina Faso,2025,2.12,subsistence,False,1133.0,17.4,frequent,5,none,none,none,none,0.0,2.12,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4266,IRR-TAN-2018-04266,Tanzania,2018,1.86,subsistence,False,851.0,28.9,occasional,4,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4267,IRR-GHA-2024-04267,Ghana,2024,2.29,subsistence,False,1280.0,25.7,frequent,7,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4268,IRR-BUR-2021-04268,Burkina Faso,2021,0.54,commercial,False,686.0,27.4,frequent,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4269,IRR-MAL-2018-04269,Mali,2018,1.37,subsistence,False,559.0,26.9,occasional,6,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4270,IRR-GHA-2018-04270,Ghana,2018,0.22,subsistence,False,1164.0,19.8,rare,2,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4271,IRR-NIG-2025-04271,Nigeria,2025,0.67,semi-commercial,False,605.0,22.4,occasional,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4272,IRR-BUR-2025-04272,Burkina Faso,2025,0.48,subsistence,False,400.0,27.2,frequent,3,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4273,IRR-ZAM-2025-04273,Zambia,2025,2.21,semi-commercial,True,1021.0,19.7,occasional,4,surface,groundwater,diesel,individual,0.95,1.26,43.1,48.0,13,good,763.0,84.0,False,0.0,False,422.0,671.0,54.6,230.0,2.1,91.4,79.7,39.8,145.0,29.0,daily,visual,maize,59.6,1.73,2,4020.0,4216.0,False,False,True,60.4,2.3,good,low,True,False,True,1.2,traditional,moderate_burden
4274,IRR-MAL-2024-04274,Malawi,2024,0.47,subsistence,False,1053.0,20.6,frequent,6,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4275,IRR-MAL-2024-04275,Malawi,2024,6.15,semi-commercial,False,812.0,18.0,rare,5,none,none,none,none,0.0,6.15,0.0,0.0,0,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,moderate_burden
4276,IRR-UGA-2018-04276,Uganda,2018,0.55,subsistence,False,1064.0,25.7,occasional,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4277,IRR-ETH-2025-04277,Ethiopia,2025,4.07,semi-commercial,False,1048.0,23.8,frequent,4,none,none,none,none,0.0,4.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4278,IRR-TAN-2018-04278,Tanzania,2018,1.35,subsistence,False,1038.0,25.3,frequent,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4279,IRR-BUR-2020-04279,Burkina Faso,2020,0.62,semi-commercial,False,851.0,26.7,occasional,3,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4280,IRR-ETH-2019-04280,Ethiopia,2019,0.98,subsistence,False,680.0,24.4,occasional,5,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4281,IRR-NIG-2022-04281,Nigeria,2022,0.54,subsistence,False,639.0,23.9,rare,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4282,IRR-ETH-2021-04282,Ethiopia,2021,1.06,semi-commercial,False,696.0,28.5,rare,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4283,IRR-MAL-2020-04283,Mali,2020,1.59,subsistence,False,678.0,34.0,occasional,4,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4284,IRR-MAL-2021-04284,Mali,2021,1.95,semi-commercial,False,712.0,21.5,rare,5,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4285,IRR-NIG-2025-04285,Nigeria,2025,1.68,subsistence,False,972.0,30.6,rare,5,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4286,IRR-KEN-2023-04286,Kenya,2023,2.16,subsistence,False,1036.0,25.8,rare,4,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4287,IRR-MAL-2019-04287,Mali,2019,0.74,commercial,False,640.0,15.1,rare,3,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4288,IRR-TAN-2020-04288,Tanzania,2020,1.05,semi-commercial,False,840.0,21.0,occasional,3,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4289,IRR-ZAM-2024-04289,Zambia,2024,3.05,subsistence,False,843.0,31.4,rare,6,none,none,none,none,0.0,3.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4290,IRR-MAL-2022-04290,Malawi,2022,0.91,subsistence,False,581.0,22.4,rare,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4291,IRR-UGA-2018-04291,Uganda,2018,2.49,semi-commercial,False,1376.0,23.0,frequent,2,none,none,none,none,0.0,2.49,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4292,IRR-NIG-2023-04292,Nigeria,2023,2.42,semi-commercial,False,923.0,27.2,occasional,5,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4293,IRR-ETH-2024-04293,Ethiopia,2024,0.73,subsistence,False,849.0,22.9,occasional,4,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4294,IRR-ETH-2025-04294,Ethiopia,2025,0.69,subsistence,False,760.0,19.1,rare,2,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4295,IRR-BUR-2022-04295,Burkina Faso,2022,0.67,semi-commercial,False,570.0,22.4,occasional,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4296,IRR-TAN-2023-04296,Tanzania,2023,3.34,subsistence,False,845.0,32.9,frequent,5,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4297,IRR-ZAM-2021-04297,Zambia,2021,0.94,subsistence,False,868.0,16.6,rare,2,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4298,IRR-BUR-2025-04298,Burkina Faso,2025,2.6,semi-commercial,True,1179.0,34.3,rare,3,manual,rainwater_harvesting,solar,individual,1.7,0.9,65.4,90.0,5,poor,339.0,46.0,True,136.0,False,756.0,452.0,53.4,404.0,1.84,87.5,89.8,41.9,0.0,136.0,daily,calendar,fruits,56.5,1.49,3,12828.0,7558.0,True,True,False,0.0,14.5,poor,low,False,False,False,0.5,traditional,moderate_burden
4299,IRR-NIG-2022-04299,Nigeria,2022,1.09,subsistence,False,748.0,20.3,rare,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4300,IRR-NIG-2022-04300,Nigeria,2022,4.05,subsistence,False,739.0,21.0,rare,4,none,none,none,none,0.0,4.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4301,IRR-BUR-2018-04301,Burkina Faso,2018,2.08,semi-commercial,False,1147.0,30.1,occasional,4,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4302,IRR-MAL-2024-04302,Mali,2024,1.39,semi-commercial,True,431.0,15.9,frequent,3,surface,groundwater,solar,shared,0.45,0.94,32.6,26.0,14,fair,363.0,25.0,False,0.0,False,576.0,457.0,50.2,289.0,1.06,85.1,73.4,31.3,0.0,14.0,weekly,soil_moisture,maize,34.0,1.27,1,2614.0,5763.0,False,False,False,55.3,18.5,poor,low,False,True,False,1.5,traditional,moderate_burden
4303,IRR-TAN-2023-04303,Tanzania,2023,0.22,subsistence,False,1637.0,19.4,occasional,7,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4304,IRR-BUR-2024-04304,Burkina Faso,2024,1.5,subsistence,False,1080.0,22.6,frequent,4,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4305,IRR-UGA-2023-04305,Uganda,2023,1.92,subsistence,False,1701.0,23.7,frequent,7,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4306,IRR-MAL-2023-04306,Mali,2023,1.42,semi-commercial,False,953.0,16.1,occasional,2,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4307,IRR-GHA-2021-04307,Ghana,2021,2.65,semi-commercial,False,702.0,17.1,rare,5,none,none,none,none,0.0,2.65,0.0,0.0,0,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,moderate_burden
4308,IRR-MAL-2019-04308,Mali,2019,0.95,semi-commercial,False,717.0,23.3,rare,5,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4309,IRR-MAL-2018-04309,Mali,2018,1.21,subsistence,False,1648.0,15.1,occasional,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4310,IRR-TAN-2019-04310,Tanzania,2019,1.37,semi-commercial,True,409.0,19.3,rare,6,surface,rainwater_harvesting,diesel,cooperative,1.06,0.31,77.4,42.0,6,good,851.0,85.0,False,0.0,False,608.0,404.0,54.6,332.0,2.34,89.0,73.9,35.9,166.0,32.0,biweekly,calendar,fruits,53.5,2.38,1,6459.0,6075.0,False,True,False,0.0,19.7,good,low,False,False,False,2.3,traditional,moderate_burden
4311,IRR-ZAM-2024-04311,Zambia,2024,1.06,semi-commercial,False,581.0,33.6,rare,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4312,IRR-GHA-2018-04312,Ghana,2018,2.76,subsistence,False,1131.0,27.2,frequent,2,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4313,IRR-MAL-2021-04313,Malawi,2021,0.51,commercial,True,1152.0,30.6,occasional,3,center_pivot,reservoir,wind,individual,0.31,0.2,60.9,11.0,15,good,1544.0,205.0,False,0.0,False,451.0,504.0,84.4,380.0,2.45,73.2,69.2,42.7,0.0,3.0,weekly,calendar,horticulture,41.4,1.92,1,1391.0,4507.0,False,False,False,0.0,0.0,good,high,False,False,True,14.7,traditional,moderate_burden
4314,IRR-NIG-2022-04314,Nigeria,2022,1.0,subsistence,False,712.0,20.6,frequent,5,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4315,IRR-MAL-2022-04315,Malawi,2022,2.71,semi-commercial,False,708.0,18.4,occasional,4,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4316,IRR-ETH-2025-04316,Ethiopia,2025,2.03,semi-commercial,False,1228.0,23.2,frequent,5,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4317,IRR-TAN-2022-04317,Tanzania,2022,3.04,semi-commercial,True,721.0,28.1,rare,6,drip,river,diesel,shared,1.04,2.0,34.2,47.0,5,poor,2599.0,202.0,False,0.0,True,695.0,523.0,95.0,660.0,0.85,71.6,78.8,53.6,194.0,16.0,as_needed,visual,vegetables,54.9,1.36,2,7224.0,6949.0,False,False,False,0.0,3.1,poor,high,False,False,False,3.1,modern,moderate_burden
4318,IRR-ZAM-2020-04318,Zambia,2020,1.1,subsistence,False,766.0,30.4,rare,3,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4319,IRR-MAL-2021-04319,Malawi,2021,0.49,semi-commercial,False,848.0,29.5,occasional,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4320,IRR-NIG-2019-04320,Nigeria,2019,1.12,subsistence,False,1343.0,26.8,frequent,5,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4321,IRR-BUR-2021-04321,Burkina Faso,2021,1.43,subsistence,False,939.0,25.3,rare,5,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4322,IRR-NIG-2019-04322,Nigeria,2019,1.5,semi-commercial,False,1124.0,33.4,frequent,2,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4323,IRR-NIG-2025-04323,Nigeria,2025,0.91,subsistence,False,1036.0,28.6,rare,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4324,IRR-TAN-2021-04324,Tanzania,2021,0.58,subsistence,False,1126.0,32.4,rare,2,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4325,IRR-ZAM-2024-04325,Zambia,2024,1.07,commercial,False,1151.0,23.3,occasional,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4326,IRR-KEN-2020-04326,Kenya,2020,1.09,subsistence,False,1135.0,21.6,frequent,4,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4327,IRR-ETH-2022-04327,Ethiopia,2022,0.91,semi-commercial,False,1305.0,20.1,occasional,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4328,IRR-BUR-2021-04328,Burkina Faso,2021,0.58,subsistence,False,1124.0,15.6,rare,7,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4329,IRR-GHA-2018-04329,Ghana,2018,3.64,subsistence,False,1126.0,30.9,occasional,4,none,none,none,none,0.0,3.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4330,IRR-BUR-2023-04330,Burkina Faso,2023,1.14,commercial,True,805.0,16.2,occasional,7,flood,reservoir,solar,individual,0.42,0.71,37.4,14.0,17,good,170.0,14.0,True,82.0,False,392.0,609.0,39.2,154.0,1.06,70.8,81.1,22.5,0.0,17.0,as_needed,visual,fruits,34.4,1.79,2,1667.0,3925.0,False,False,False,0.0,15.2,good,low,True,False,True,0.9,traditional,moderate_burden
4331,IRR-NIG-2021-04331,Nigeria,2021,2.39,subsistence,False,1184.0,21.0,rare,5,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4332,IRR-MAL-2019-04332,Malawi,2019,2.67,semi-commercial,False,1014.0,24.7,occasional,2,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4333,IRR-KEN-2019-04333,Kenya,2019,2.27,subsistence,False,1244.0,26.2,occasional,7,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4334,IRR-NIG-2023-04334,Nigeria,2023,0.74,semi-commercial,False,915.0,24.9,occasional,7,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4335,IRR-NIG-2023-04335,Nigeria,2023,0.95,subsistence,False,567.0,20.8,occasional,6,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4336,IRR-MAL-2021-04336,Malawi,2021,1.39,subsistence,False,878.0,27.0,rare,3,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4337,IRR-ETH-2018-04337,Ethiopia,2018,1.29,subsistence,False,868.0,27.4,rare,2,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4338,IRR-UGA-2025-04338,Uganda,2025,1.08,semi-commercial,True,1037.0,15.3,occasional,3,sprinkler,groundwater,electric,cooperative,1.01,0.07,93.5,38.0,11,poor,1510.0,122.0,False,0.0,True,502.0,412.0,76.7,385.0,1.22,83.0,84.9,54.1,63.0,20.0,daily,visual,vegetables,54.7,1.7,2,5053.0,5020.0,False,False,False,17.0,18.5,poor,medium,False,False,False,5.1,modern,moderate_burden
4339,IRR-NIG-2023-04339,Nigeria,2023,1.41,semi-commercial,False,1296.0,16.2,rare,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4340,IRR-ZAM-2021-04340,Zambia,2021,0.86,semi-commercial,True,1236.0,20.8,occasional,2,drip,river,solar,government,0.85,0.01,99.0,37.0,17,good,2127.0,193.0,False,0.0,True,729.0,438.0,94.3,687.0,1.85,72.8,92.9,63.8,0.0,13.0,as_needed,calendar,cotton,32.2,2.28,1,6203.0,7291.0,False,False,False,0.0,3.1,good,high,False,False,False,15.4,modern,moderate_burden
4341,IRR-UGA-2020-04341,Uganda,2020,1.78,semi-commercial,False,849.0,17.2,occasional,2,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4342,IRR-GHA-2024-04342,Ghana,2024,0.83,semi-commercial,False,1039.0,17.1,occasional,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4343,IRR-ZAM-2018-04343,Zambia,2018,1.15,subsistence,False,682.0,17.8,occasional,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4344,IRR-KEN-2019-04344,Kenya,2019,0.69,semi-commercial,False,1053.0,20.9,rare,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4345,IRR-TAN-2022-04345,Tanzania,2022,0.69,subsistence,False,587.0,15.5,occasional,4,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4346,IRR-ZAM-2021-04346,Zambia,2021,1.03,semi-commercial,False,805.0,15.4,occasional,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4347,IRR-MAL-2025-04347,Malawi,2025,0.59,subsistence,False,628.0,32.3,occasional,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4348,IRR-ETH-2025-04348,Ethiopia,2025,1.43,semi-commercial,False,976.0,30.0,rare,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4349,IRR-NIG-2019-04349,Nigeria,2019,1.03,commercial,False,775.0,20.6,frequent,6,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4350,IRR-MAL-2024-04350,Malawi,2024,2.2,subsistence,False,839.0,28.9,occasional,4,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4351,IRR-UGA-2025-04351,Uganda,2025,1.17,subsistence,False,940.0,24.8,frequent,5,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4352,IRR-ETH-2022-04352,Ethiopia,2022,2.95,semi-commercial,True,1000.0,17.1,rare,4,flood,river,solar,shared,2.24,0.71,76.0,89.0,1,fair,896.0,106.0,False,0.0,True,776.0,458.0,45.4,352.0,1.27,76.2,89.7,31.0,0.0,90.0,weekly,visual,fruits,35.3,1.37,1,17369.0,7755.0,False,True,True,0.0,22.9,poor,low,False,False,False,1.7,traditional,moderate_burden
4353,IRR-GHA-2019-04353,Ghana,2019,0.55,subsistence,False,527.0,31.0,rare,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4354,IRR-UGA-2020-04354,Uganda,2020,0.59,semi-commercial,False,1007.0,23.8,rare,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4355,IRR-KEN-2023-04355,Kenya,2023,1.27,subsistence,False,450.0,24.8,frequent,4,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4356,IRR-ZAM-2020-04356,Zambia,2020,1.37,commercial,False,1390.0,28.9,occasional,3,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4357,IRR-KEN-2023-04357,Kenya,2023,1.02,commercial,False,920.0,18.8,occasional,7,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4358,IRR-KEN-2025-04358,Kenya,2025,1.28,commercial,False,794.0,19.9,occasional,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4359,IRR-MAL-2020-04359,Mali,2020,2.25,subsistence,False,816.0,28.4,frequent,5,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4360,IRR-UGA-2021-04360,Uganda,2021,0.37,subsistence,False,1272.0,22.3,occasional,2,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4361,IRR-BUR-2020-04361,Burkina Faso,2020,0.57,semi-commercial,False,1070.0,17.6,occasional,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4362,IRR-NIG-2022-04362,Nigeria,2022,0.63,semi-commercial,False,882.0,16.9,frequent,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4363,IRR-UGA-2018-04363,Uganda,2018,2.39,subsistence,False,948.0,34.4,occasional,2,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4364,IRR-UGA-2024-04364,Uganda,2024,2.7,semi-commercial,False,688.0,16.3,rare,5,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4365,IRR-NIG-2019-04365,Nigeria,2019,1.06,subsistence,False,1235.0,20.2,frequent,6,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4366,IRR-MAL-2025-04366,Mali,2025,1.97,subsistence,False,1444.0,32.7,frequent,4,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4367,IRR-BUR-2019-04367,Burkina Faso,2019,1.37,subsistence,False,1211.0,23.2,occasional,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4368,IRR-NIG-2024-04368,Nigeria,2024,0.88,semi-commercial,False,807.0,33.0,frequent,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4369,IRR-BUR-2023-04369,Burkina Faso,2023,0.61,commercial,False,732.0,22.8,occasional,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4370,IRR-NIG-2018-04370,Nigeria,2018,1.97,semi-commercial,False,1071.0,28.9,frequent,5,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4371,IRR-UGA-2022-04371,Uganda,2022,3.24,subsistence,False,882.0,23.4,rare,7,none,none,none,none,0.0,3.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4372,IRR-ZAM-2025-04372,Zambia,2025,1.08,subsistence,False,1210.0,22.9,occasional,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4373,IRR-TAN-2022-04373,Tanzania,2022,1.54,subsistence,False,963.0,28.8,rare,7,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4374,IRR-BUR-2025-04374,Burkina Faso,2025,14.47,subsistence,False,687.0,28.5,occasional,7,none,none,none,none,0.0,14.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4375,IRR-TAN-2019-04375,Tanzania,2019,1.6,subsistence,False,936.0,25.6,rare,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4376,IRR-NIG-2019-04376,Nigeria,2019,0.68,subsistence,False,1211.0,30.8,rare,2,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4377,IRR-BUR-2019-04377,Burkina Faso,2019,1.48,subsistence,False,936.0,32.3,rare,4,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4378,IRR-ETH-2021-04378,Ethiopia,2021,5.09,subsistence,False,739.0,33.6,frequent,7,none,none,none,none,0.0,5.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4379,IRR-KEN-2024-04379,Kenya,2024,0.82,subsistence,False,1259.0,25.8,frequent,5,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4380,IRR-ZAM-2021-04380,Zambia,2021,1.18,subsistence,False,826.0,24.7,frequent,3,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4381,IRR-ZAM-2023-04381,Zambia,2023,1.25,subsistence,False,1513.0,31.9,occasional,6,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4382,IRR-MAL-2021-04382,Malawi,2021,0.95,subsistence,False,1308.0,21.0,frequent,2,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4383,IRR-GHA-2021-04383,Ghana,2021,1.52,semi-commercial,False,750.0,19.0,rare,3,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4384,IRR-MAL-2020-04384,Mali,2020,0.83,subsistence,False,712.0,31.4,occasional,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4385,IRR-BUR-2023-04385,Burkina Faso,2023,0.66,subsistence,False,1442.0,15.9,rare,7,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4386,IRR-MAL-2020-04386,Mali,2020,2.16,semi-commercial,False,1070.0,20.2,rare,7,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4387,IRR-KEN-2024-04387,Kenya,2024,0.88,commercial,False,1192.0,22.8,frequent,2,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4388,IRR-NIG-2018-04388,Nigeria,2018,0.49,commercial,False,400.0,25.8,rare,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4389,IRR-UGA-2018-04389,Uganda,2018,1.33,subsistence,False,1338.0,31.7,occasional,4,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4390,IRR-NIG-2024-04390,Nigeria,2024,0.57,subsistence,False,608.0,16.7,rare,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4391,IRR-TAN-2020-04391,Tanzania,2020,2.41,semi-commercial,False,941.0,24.5,occasional,6,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4392,IRR-BUR-2018-04392,Burkina Faso,2018,2.21,commercial,False,718.0,30.1,frequent,4,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4393,IRR-ZAM-2023-04393,Zambia,2023,5.51,semi-commercial,True,563.0,31.3,occasional,5,sprinkler,lake,gravity,government,3.47,2.04,63.0,191.0,5,excellent,5207.0,660.0,True,1715.0,False,457.0,402.0,67.6,309.0,1.63,86.4,65.3,38.2,0.0,69.0,daily,visual,fruits,41.7,1.29,1,15854.0,4567.0,False,False,False,0.0,0.0,good,medium,True,False,False,4.5,modern,moderate_burden
4394,IRR-ETH-2020-04394,Ethiopia,2020,2.17,commercial,False,1108.0,15.7,rare,2,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4395,IRR-ZAM-2021-04395,Zambia,2021,1.04,semi-commercial,True,1075.0,30.3,rare,6,surface,groundwater,electric,individual,0.73,0.31,70.0,37.0,7,poor,582.0,29.0,False,0.0,True,586.0,495.0,48.1,282.0,2.22,70.3,64.3,21.8,75.0,22.0,weekly,calendar,rice,36.4,2.28,2,4265.0,5859.0,False,False,False,24.6,13.3,poor,low,True,False,False,3.1,traditional,moderate_burden
4396,IRR-GHA-2023-04396,Ghana,2023,2.21,semi-commercial,False,1143.0,29.8,frequent,5,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4397,IRR-GHA-2021-04397,Ghana,2021,0.91,semi-commercial,False,1022.0,34.5,occasional,4,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4398,IRR-UGA-2025-04398,Uganda,2025,1.4,commercial,False,1243.0,23.3,occasional,3,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4399,IRR-MAL-2019-04399,Malawi,2019,2.28,subsistence,False,1280.0,21.1,rare,3,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4400,IRR-ETH-2023-04400,Ethiopia,2023,1.5,semi-commercial,False,658.0,21.2,occasional,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4401,IRR-TAN-2022-04401,Tanzania,2022,13.24,subsistence,False,673.0,26.1,frequent,5,none,none,none,none,0.0,13.24,0.0,0.0,0,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,moderate_burden
4402,IRR-UGA-2021-04402,Uganda,2021,0.56,subsistence,False,803.0,19.1,frequent,3,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4403,IRR-MAL-2025-04403,Malawi,2025,0.55,semi-commercial,False,601.0,23.1,frequent,3,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4404,IRR-MAL-2020-04404,Malawi,2020,0.51,semi-commercial,False,400.0,30.9,rare,7,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4405,IRR-ETH-2021-04405,Ethiopia,2021,0.54,semi-commercial,False,663.0,17.9,occasional,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4406,IRR-BUR-2023-04406,Burkina Faso,2023,1.02,subsistence,False,1242.0,29.6,frequent,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4407,IRR-BUR-2022-04407,Burkina Faso,2022,1.41,subsistence,False,726.0,30.6,frequent,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4408,IRR-ETH-2021-04408,Ethiopia,2021,2.54,semi-commercial,False,1028.0,26.5,occasional,3,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4409,IRR-TAN-2021-04409,Tanzania,2021,3.03,subsistence,False,1103.0,34.3,occasional,6,none,none,none,none,0.0,3.03,0.0,0.0,0,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,moderate_burden
4410,IRR-ETH-2025-04410,Ethiopia,2025,0.29,semi-commercial,False,890.0,34.3,occasional,7,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4411,IRR-MAL-2025-04411,Malawi,2025,1.17,semi-commercial,False,1164.0,32.6,frequent,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4412,IRR-UGA-2018-04412,Uganda,2018,1.92,commercial,True,609.0,17.0,frequent,4,flood,wetland,electric,shared,0.85,1.07,44.3,27.0,8,good,341.0,23.0,True,116.0,False,434.0,406.0,43.6,189.0,2.39,92.1,88.5,35.5,97.0,34.0,daily,soil_moisture,cotton,43.6,1.56,1,3703.0,4343.0,False,False,False,0.0,6.6,good,low,False,True,False,0.8,traditional,moderate_burden
4413,IRR-TAN-2020-04413,Tanzania,2020,1.73,semi-commercial,False,1309.0,22.2,rare,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4414,IRR-NIG-2019-04414,Nigeria,2019,1.82,semi-commercial,False,892.0,26.3,rare,3,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4415,IRR-NIG-2022-04415,Nigeria,2022,1.87,commercial,False,528.0,30.3,frequent,3,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4416,IRR-UGA-2023-04416,Uganda,2023,2.54,semi-commercial,False,1255.0,24.0,occasional,7,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4417,IRR-ETH-2023-04417,Ethiopia,2023,1.39,semi-commercial,False,972.0,23.8,frequent,2,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4418,IRR-MAL-2019-04418,Malawi,2019,3.52,semi-commercial,False,645.0,15.5,occasional,4,none,none,none,none,0.0,3.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4419,IRR-NIG-2019-04419,Nigeria,2019,8.38,semi-commercial,False,677.0,29.5,occasional,6,none,none,none,none,0.0,8.38,0.0,0.0,0,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,False,False,0.0,none,moderate_burden
4420,IRR-BUR-2020-04420,Burkina Faso,2020,0.84,subsistence,False,793.0,25.1,occasional,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4421,IRR-TAN-2020-04421,Tanzania,2020,1.01,commercial,False,885.0,22.8,occasional,2,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4422,IRR-UGA-2018-04422,Uganda,2018,2.67,subsistence,False,1137.0,27.3,occasional,3,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4423,IRR-NIG-2021-04423,Nigeria,2021,4.66,subsistence,False,1008.0,24.7,rare,3,none,none,none,none,0.0,4.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4424,IRR-ZAM-2025-04424,Zambia,2025,2.04,semi-commercial,False,903.0,22.2,frequent,2,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4425,IRR-MAL-2021-04425,Malawi,2021,0.47,semi-commercial,False,1437.0,25.6,rare,5,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4426,IRR-BUR-2019-04426,Burkina Faso,2019,0.24,subsistence,False,1023.0,19.7,occasional,7,none,none,none,none,0.0,0.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4427,IRR-GHA-2019-04427,Ghana,2019,1.74,subsistence,False,945.0,26.4,occasional,6,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4428,IRR-TAN-2019-04428,Tanzania,2019,0.47,commercial,False,604.0,29.1,occasional,7,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4429,IRR-ETH-2024-04429,Ethiopia,2024,2.05,subsistence,True,469.0,23.6,rare,3,surface,river,diesel,individual,2.02,0.03,98.6,82.0,10,excellent,1617.0,103.0,False,0.0,True,628.0,553.0,52.0,327.0,1.81,79.5,81.2,33.6,468.0,61.0,biweekly,soil_moisture,vegetables,26.3,2.3,1,12706.0,6285.0,True,True,False,0.0,13.2,good,low,False,False,False,6.0,traditional,moderate_burden
4430,IRR-TAN-2018-04430,Tanzania,2018,3.06,semi-commercial,False,1263.0,22.9,occasional,6,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4431,IRR-TAN-2024-04431,Tanzania,2024,0.32,subsistence,False,789.0,24.5,frequent,4,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4432,IRR-GHA-2023-04432,Ghana,2023,0.89,subsistence,False,690.0,31.5,occasional,6,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4433,IRR-GHA-2018-04433,Ghana,2018,1.21,subsistence,False,416.0,19.0,frequent,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4434,IRR-MAL-2018-04434,Mali,2018,1.79,semi-commercial,False,400.0,24.4,occasional,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4435,IRR-NIG-2022-04435,Nigeria,2022,1.68,semi-commercial,True,908.0,28.0,rare,5,flood,lake,diesel,individual,0.51,1.17,30.3,25.0,11,good,203.0,18.0,False,0.0,True,469.0,578.0,48.2,226.0,1.3,80.0,77.7,30.0,147.0,20.0,daily,visual,vegetables,21.0,1.21,1,2383.0,4686.0,True,True,False,0.0,19.0,good,low,True,False,False,1.2,traditional,moderate_burden
4436,IRR-ETH-2021-04436,Ethiopia,2021,1.57,commercial,False,1186.0,17.9,occasional,4,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4437,IRR-NIG-2022-04437,Nigeria,2022,2.46,semi-commercial,False,834.0,25.3,occasional,7,none,none,none,none,0.0,2.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4438,IRR-ETH-2025-04438,Ethiopia,2025,1.95,subsistence,True,976.0,24.5,occasional,7,drip,river,diesel,individual,1.82,0.12,93.6,106.0,17,poor,4551.0,377.0,False,0.0,False,602.0,569.0,95.0,572.0,0.95,91.0,81.3,70.3,448.0,27.0,weekly,calendar,maize,34.7,2.12,1,10965.0,6023.0,False,False,False,0.0,13.3,poor,high,False,False,False,13.5,modern,moderate_burden
4439,IRR-MAL-2025-04439,Mali,2025,1.28,commercial,False,869.0,27.5,occasional,3,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4440,IRR-ETH-2022-04440,Ethiopia,2022,0.69,commercial,False,708.0,19.9,rare,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4441,IRR-UGA-2022-04441,Uganda,2022,1.24,commercial,False,877.0,21.7,frequent,2,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4442,IRR-NIG-2023-04442,Nigeria,2023,3.02,subsistence,False,1215.0,15.6,rare,6,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4443,IRR-MAL-2022-04443,Malawi,2022,1.73,subsistence,False,606.0,21.9,occasional,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4444,IRR-ETH-2025-04444,Ethiopia,2025,1.11,subsistence,False,1302.0,17.5,rare,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4445,IRR-TAN-2019-04445,Tanzania,2019,0.63,subsistence,False,512.0,21.1,frequent,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4446,IRR-NIG-2020-04446,Nigeria,2020,0.67,subsistence,True,684.0,25.1,frequent,4,sprinkler,rainwater_harvesting,electric,shared,0.22,0.45,32.9,12.0,19,fair,331.0,22.0,False,0.0,True,445.0,547.0,72.0,320.0,1.3,87.7,83.8,52.9,24.0,4.0,biweekly,calendar,fruits,45.2,1.53,1,982.0,4449.0,False,False,False,0.0,6.9,poor,medium,False,True,False,2.2,modern,moderate_burden
4447,IRR-ETH-2024-04447,Ethiopia,2024,0.2,commercial,False,1313.0,31.1,rare,2,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4448,IRR-MAL-2025-04448,Malawi,2025,1.08,subsistence,False,1038.0,24.3,frequent,3,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4449,IRR-KEN-2021-04449,Kenya,2021,3.3,semi-commercial,False,945.0,34.8,rare,7,none,none,none,none,0.0,3.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4450,IRR-KEN-2021-04450,Kenya,2021,0.56,commercial,False,1000.0,33.7,occasional,3,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4451,IRR-TAN-2021-04451,Tanzania,2021,1.17,semi-commercial,False,995.0,21.7,occasional,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4452,IRR-ETH-2020-04452,Ethiopia,2020,4.34,semi-commercial,False,975.0,24.9,rare,3,none,none,none,none,0.0,4.34,0.0,0.0,0,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,moderate_burden
4453,IRR-UGA-2019-04453,Uganda,2019,1.34,semi-commercial,False,1163.0,15.9,rare,3,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4454,IRR-BUR-2024-04454,Burkina Faso,2024,0.65,semi-commercial,False,887.0,25.4,frequent,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4455,IRR-MAL-2023-04455,Malawi,2023,0.6,semi-commercial,False,683.0,24.3,occasional,3,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4456,IRR-BUR-2018-04456,Burkina Faso,2018,2.87,semi-commercial,False,878.0,23.2,rare,6,none,none,none,none,0.0,2.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4457,IRR-BUR-2021-04457,Burkina Faso,2021,1.07,subsistence,False,1236.0,32.5,occasional,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4458,IRR-UGA-2025-04458,Uganda,2025,2.02,semi-commercial,False,832.0,26.6,occasional,5,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4459,IRR-MAL-2021-04459,Malawi,2021,0.55,commercial,False,803.0,30.5,occasional,3,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4460,IRR-ZAM-2018-04460,Zambia,2018,0.68,semi-commercial,False,930.0,28.9,occasional,4,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4461,IRR-TAN-2020-04461,Tanzania,2020,0.68,semi-commercial,False,976.0,27.5,rare,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4462,IRR-MAL-2023-04462,Malawi,2023,2.13,semi-commercial,False,570.0,16.2,rare,2,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4463,IRR-NIG-2018-04463,Nigeria,2018,1.09,subsistence,False,949.0,32.6,rare,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4464,IRR-ZAM-2021-04464,Zambia,2021,0.94,semi-commercial,False,692.0,22.5,rare,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4465,IRR-TAN-2019-04465,Tanzania,2019,5.23,commercial,False,929.0,32.9,rare,5,none,none,none,none,0.0,5.23,0.0,0.0,0,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,moderate_burden
4466,IRR-GHA-2023-04466,Ghana,2023,0.56,semi-commercial,False,1174.0,27.1,occasional,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4467,IRR-MAL-2019-04467,Mali,2019,1.79,semi-commercial,False,1024.0,32.6,occasional,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4468,IRR-ETH-2025-04468,Ethiopia,2025,1.16,semi-commercial,False,959.0,16.8,occasional,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4469,IRR-ETH-2023-04469,Ethiopia,2023,1.89,commercial,False,400.0,26.9,occasional,3,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4470,IRR-MAL-2022-04470,Malawi,2022,0.42,semi-commercial,False,571.0,24.7,occasional,4,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4471,IRR-TAN-2024-04471,Tanzania,2024,0.58,subsistence,False,990.0,25.6,occasional,2,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4472,IRR-BUR-2021-04472,Burkina Faso,2021,0.74,subsistence,False,804.0,25.9,occasional,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4473,IRR-NIG-2021-04473,Nigeria,2021,0.95,semi-commercial,False,1282.0,29.5,rare,6,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4474,IRR-TAN-2025-04474,Tanzania,2025,4.46,subsistence,False,1590.0,34.7,rare,4,none,none,none,none,0.0,4.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4475,IRR-NIG-2023-04475,Nigeria,2023,0.91,semi-commercial,False,484.0,26.4,occasional,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4476,IRR-MAL-2024-04476,Malawi,2024,1.95,subsistence,False,734.0,22.3,occasional,4,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4477,IRR-ZAM-2019-04477,Zambia,2019,2.79,subsistence,False,400.0,17.1,rare,6,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4478,IRR-NIG-2021-04478,Nigeria,2021,2.91,semi-commercial,False,750.0,18.0,occasional,7,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4479,IRR-KEN-2020-04479,Kenya,2020,6.64,subsistence,False,1424.0,26.8,frequent,3,none,none,none,none,0.0,6.64,0.0,0.0,0,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,moderate_burden
4480,IRR-ZAM-2024-04480,Zambia,2024,1.21,subsistence,False,1593.0,33.5,rare,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4481,IRR-MAL-2025-04481,Mali,2025,1.02,subsistence,True,725.0,29.4,rare,3,drip,reservoir,solar,shared,0.62,0.39,61.3,34.0,15,good,1561.0,102.0,False,0.0,True,514.0,421.0,91.9,472.0,2.25,93.1,73.0,62.5,0.0,9.0,as_needed,visual,vegetables,53.0,1.55,1,3209.0,5139.0,False,True,True,0.0,17.8,good,high,False,False,True,5.8,modern,moderate_burden
4482,IRR-KEN-2024-04482,Kenya,2024,1.92,commercial,False,1123.0,20.0,occasional,7,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4483,IRR-NIG-2024-04483,Nigeria,2024,2.24,semi-commercial,False,1067.0,28.5,occasional,2,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4484,IRR-KEN-2020-04484,Kenya,2020,1.38,subsistence,True,1196.0,25.4,occasional,3,flood,river,diesel,individual,0.58,0.8,41.9,32.0,0,fair,232.0,28.0,False,0.0,False,598.0,467.0,42.9,257.0,0.99,76.4,69.9,22.9,119.0,23.0,daily,visual,cotton,32.7,1.48,2,3466.0,5983.0,False,False,False,0.0,11.9,poor,low,False,False,False,1.0,traditional,moderate_burden
4485,IRR-TAN-2025-04485,Tanzania,2025,2.94,semi-commercial,False,865.0,33.8,frequent,7,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4486,IRR-TAN-2019-04486,Tanzania,2019,4.45,semi-commercial,False,1024.0,22.9,frequent,6,none,none,none,none,0.0,4.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4487,IRR-ZAM-2021-04487,Zambia,2021,0.53,subsistence,False,999.0,19.0,rare,5,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4488,IRR-KEN-2024-04488,Kenya,2024,1.03,semi-commercial,False,599.0,19.2,occasional,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4489,IRR-UGA-2020-04489,Uganda,2020,0.76,semi-commercial,False,1289.0,24.7,frequent,3,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4490,IRR-ETH-2022-04490,Ethiopia,2022,0.81,semi-commercial,False,774.0,30.9,occasional,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4491,IRR-TAN-2021-04491,Tanzania,2021,1.29,subsistence,False,966.0,24.1,occasional,5,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4492,IRR-TAN-2025-04492,Tanzania,2025,0.44,semi-commercial,False,491.0,33.3,occasional,4,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4493,IRR-TAN-2023-04493,Tanzania,2023,0.37,semi-commercial,False,1099.0,23.8,rare,5,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4494,IRR-NIG-2025-04494,Nigeria,2025,1.3,semi-commercial,True,873.0,20.0,occasional,3,sprinkler,reservoir,wind,cooperative,0.97,0.33,74.7,57.0,10,excellent,1460.0,92.0,False,0.0,False,396.0,420.0,77.2,306.0,1.51,94.8,81.2,59.4,0.0,19.0,biweekly,soil_moisture,fruits,27.1,1.88,2,3854.0,3960.0,False,True,False,0.0,0.0,good,medium,False,False,True,8.3,modern,moderate_burden
4495,IRR-MAL-2023-04495,Malawi,2023,0.45,subsistence,False,999.0,27.2,occasional,7,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4496,IRR-NIG-2024-04496,Nigeria,2024,0.47,subsistence,False,1063.0,28.1,occasional,4,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4497,IRR-MAL-2021-04497,Malawi,2021,1.47,semi-commercial,False,915.0,31.5,frequent,3,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4498,IRR-GHA-2022-04498,Ghana,2022,0.48,semi-commercial,False,730.0,26.5,occasional,6,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4499,IRR-KEN-2022-04499,Kenya,2022,2.71,semi-commercial,False,445.0,32.8,occasional,6,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4500,IRR-TAN-2021-04500,Tanzania,2021,1.59,semi-commercial,False,408.0,26.4,rare,7,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4501,IRR-MAL-2019-04501,Malawi,2019,1.26,subsistence,False,877.0,20.3,frequent,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4502,IRR-ETH-2024-04502,Ethiopia,2024,9.09,subsistence,True,1195.0,24.0,occasional,6,flood,groundwater,solar,shared,2.79,6.3,30.7,165.0,12,poor,1116.0,123.0,False,0.0,False,465.0,683.0,39.3,182.0,2.2,86.6,69.5,23.6,0.0,112.0,biweekly,visual,vegetables,21.5,1.52,1,12968.0,4646.0,False,False,False,48.8,24.8,poor,low,False,False,False,1.1,traditional,moderate_burden
4503,IRR-KEN-2025-04503,Kenya,2025,1.53,subsistence,False,767.0,22.8,frequent,7,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4504,IRR-GHA-2018-04504,Ghana,2018,0.85,commercial,False,1155.0,26.2,frequent,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4505,IRR-UGA-2020-04505,Uganda,2020,3.42,subsistence,False,822.0,26.5,rare,4,none,none,none,none,0.0,3.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4506,IRR-ETH-2021-04506,Ethiopia,2021,1.35,subsistence,False,705.0,25.6,rare,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4507,IRR-ZAM-2020-04507,Zambia,2020,1.11,semi-commercial,False,729.0,33.8,occasional,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4508,IRR-BUR-2024-04508,Burkina Faso,2024,1.94,semi-commercial,False,846.0,19.0,rare,2,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4509,IRR-UGA-2018-04509,Uganda,2018,1.72,semi-commercial,False,1008.0,31.2,rare,2,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4510,IRR-TAN-2024-04510,Tanzania,2024,2.68,subsistence,False,901.0,23.9,rare,3,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4511,IRR-KEN-2019-04511,Kenya,2019,2.55,semi-commercial,False,1124.0,30.4,rare,7,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4512,IRR-UGA-2022-04512,Uganda,2022,1.24,subsistence,False,400.0,29.0,rare,7,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4513,IRR-GHA-2023-04513,Ghana,2023,0.59,semi-commercial,False,1020.0,19.9,occasional,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4514,IRR-GHA-2025-04514,Ghana,2025,1.59,subsistence,True,707.0,28.4,frequent,7,sprinkler,reservoir,solar,government,1.27,0.32,80.1,60.0,14,good,1911.0,263.0,False,0.0,False,380.0,401.0,75.5,286.0,1.79,89.7,78.0,52.8,0.0,25.0,biweekly,weather_based,vegetables,54.8,1.67,1,4835.0,3796.0,True,False,False,0.0,19.1,good,medium,False,True,True,4.4,modern,moderate_burden
4515,IRR-NIG-2020-04515,Nigeria,2020,1.18,semi-commercial,True,1407.0,31.2,frequent,3,sprinkler,rainwater_harvesting,solar,individual,1.07,0.11,90.4,48.0,12,good,1598.0,193.0,False,0.0,False,506.0,554.0,70.1,355.0,1.09,80.0,72.8,40.8,0.0,21.0,as_needed,visual,rice,39.1,1.68,3,5391.0,5061.0,False,True,False,0.0,20.6,good,medium,True,True,False,6.9,modern,moderate_burden
4516,IRR-MAL-2024-04516,Mali,2024,0.44,subsistence,False,741.0,26.2,frequent,2,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4517,IRR-MAL-2025-04517,Malawi,2025,0.8,subsistence,False,937.0,19.2,rare,6,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4518,IRR-TAN-2023-04518,Tanzania,2023,2.07,semi-commercial,False,1364.0,19.6,occasional,7,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4519,IRR-ZAM-2018-04519,Zambia,2018,0.92,subsistence,False,755.0,17.8,occasional,4,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4520,IRR-MAL-2018-04520,Malawi,2018,3.39,subsistence,False,972.0,31.6,rare,2,none,none,none,none,0.0,3.39,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4521,IRR-MAL-2020-04521,Mali,2020,0.66,commercial,False,875.0,25.1,rare,5,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4522,IRR-NIG-2023-04522,Nigeria,2023,2.97,semi-commercial,False,750.0,21.7,occasional,2,none,none,none,none,0.0,2.97,0.0,0.0,0,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,moderate_burden
4523,IRR-ZAM-2018-04523,Zambia,2018,0.37,subsistence,False,570.0,27.4,occasional,7,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4524,IRR-BUR-2020-04524,Burkina Faso,2020,1.74,semi-commercial,False,1471.0,34.5,occasional,2,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4525,IRR-MAL-2023-04525,Mali,2023,0.72,semi-commercial,False,1330.0,24.4,occasional,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4526,IRR-TAN-2022-04526,Tanzania,2022,0.64,semi-commercial,False,792.0,34.6,occasional,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4527,IRR-MAL-2025-04527,Mali,2025,0.79,commercial,False,825.0,31.9,occasional,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4528,IRR-ETH-2020-04528,Ethiopia,2020,1.92,semi-commercial,False,671.0,22.0,rare,5,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4529,IRR-UGA-2019-04529,Uganda,2019,0.45,semi-commercial,False,704.0,21.1,frequent,5,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4530,IRR-MAL-2024-04530,Mali,2024,1.25,subsistence,True,784.0,22.5,frequent,2,flood,rainwater_harvesting,solar,individual,0.4,0.84,32.3,15.0,6,good,161.0,14.0,True,89.0,False,419.0,413.0,44.4,186.0,1.94,79.5,84.0,29.7,0.0,16.0,weekly,calendar,rice,52.0,1.47,1,1684.0,4191.0,False,False,False,0.0,22.0,good,low,True,True,False,0.5,traditional,moderate_burden
4531,IRR-KEN-2023-04531,Kenya,2023,2.91,commercial,False,1424.0,23.3,frequent,4,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4532,IRR-TAN-2018-04532,Tanzania,2018,1.97,semi-commercial,False,804.0,31.2,rare,7,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4533,IRR-ZAM-2025-04533,Zambia,2025,0.85,subsistence,True,986.0,24.2,rare,6,sprinkler,groundwater,solar,shared,0.54,0.31,63.9,30.0,13,fair,814.0,93.0,False,0.0,False,530.0,404.0,81.0,429.0,2.46,86.6,63.3,44.4,0.0,11.0,weekly,calendar,maize,23.5,2.15,1,2875.0,5297.0,False,True,False,8.8,18.9,poor,medium,False,False,False,8.2,modern,moderate_burden
4534,IRR-MAL-2023-04534,Malawi,2023,3.51,subsistence,False,953.0,16.8,frequent,4,none,none,none,none,0.0,3.51,0.0,0.0,0,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,moderate_burden
4535,IRR-MAL-2021-04535,Malawi,2021,2.36,subsistence,False,1335.0,25.4,rare,6,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4536,IRR-NIG-2023-04536,Nigeria,2023,1.09,semi-commercial,False,1229.0,25.8,rare,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4537,IRR-KEN-2024-04537,Kenya,2024,2.74,subsistence,False,825.0,26.6,occasional,2,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4538,IRR-GHA-2021-04538,Ghana,2021,0.92,subsistence,False,949.0,16.2,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4539,IRR-TAN-2025-04539,Tanzania,2025,1.04,semi-commercial,False,896.0,26.0,rare,2,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4540,IRR-GHA-2019-04540,Ghana,2019,0.91,subsistence,False,783.0,28.5,frequent,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4541,IRR-ETH-2021-04541,Ethiopia,2021,0.66,subsistence,False,1190.0,27.5,occasional,3,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4542,IRR-GHA-2020-04542,Ghana,2020,1.93,subsistence,False,655.0,29.5,occasional,6,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4543,IRR-TAN-2023-04543,Tanzania,2023,0.35,subsistence,True,1305.0,19.6,rare,5,sprinkler,river,diesel,shared,0.11,0.24,31.4,6.0,15,good,165.0,9.0,False,0.0,False,424.0,589.0,70.2,298.0,2.01,77.0,63.8,34.5,30.0,2.0,biweekly,visual,horticulture,46.1,2.26,2,466.0,4244.0,False,False,False,0.0,11.1,good,medium,False,False,False,2.0,modern,moderate_burden
4544,IRR-ZAM-2022-04544,Zambia,2022,1.74,semi-commercial,False,799.0,22.0,occasional,7,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4545,IRR-TAN-2018-04545,Tanzania,2018,0.93,semi-commercial,False,545.0,31.1,frequent,7,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4546,IRR-ZAM-2024-04546,Zambia,2024,0.75,semi-commercial,False,1360.0,34.2,occasional,7,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4547,IRR-NIG-2019-04547,Nigeria,2019,1.06,subsistence,False,646.0,32.2,occasional,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4548,IRR-NIG-2024-04548,Nigeria,2024,0.47,subsistence,True,974.0,21.0,frequent,3,manual,rainwater_harvesting,manual,individual,0.16,0.32,32.9,9.0,3,fair,31.0,4.0,False,0.0,True,632.0,424.0,54.5,344.0,1.99,91.1,67.7,33.6,0.0,12.0,as_needed,soil_moisture,sugarcane,42.7,1.21,2,987.0,6324.0,True,False,False,0.0,0.0,poor,low,False,True,False,0.3,traditional,moderate_burden
4549,IRR-TAN-2020-04549,Tanzania,2020,0.43,semi-commercial,False,857.0,18.3,rare,5,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4550,IRR-BUR-2018-04550,Burkina Faso,2018,0.44,commercial,False,877.0,21.2,rare,6,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4551,IRR-MAL-2022-04551,Malawi,2022,2.08,semi-commercial,True,965.0,16.7,rare,2,sprinkler,river,diesel,individual,1.15,0.92,55.5,57.0,9,good,1726.0,185.0,False,0.0,False,435.0,424.0,63.8,278.0,1.03,75.1,61.9,29.7,269.0,23.0,daily,calendar,cotton,32.9,2.23,1,5006.0,4350.0,True,False,False,0.0,10.8,good,medium,False,False,False,5.1,modern,moderate_burden
4552,IRR-MAL-2022-04552,Mali,2022,2.68,subsistence,False,1161.0,25.6,occasional,6,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4553,IRR-NIG-2023-04553,Nigeria,2023,1.61,subsistence,False,1009.0,19.1,rare,7,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4554,IRR-MAL-2023-04554,Mali,2023,2.69,semi-commercial,False,1390.0,19.4,frequent,7,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4555,IRR-ETH-2023-04555,Ethiopia,2023,2.07,subsistence,False,1142.0,22.0,occasional,4,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4556,IRR-GHA-2024-04556,Ghana,2024,0.81,subsistence,False,934.0,33.5,occasional,3,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4557,IRR-KEN-2019-04557,Kenya,2019,0.35,semi-commercial,False,400.0,28.3,occasional,3,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4558,IRR-ETH-2018-04558,Ethiopia,2018,3.64,semi-commercial,False,1155.0,28.8,rare,6,none,none,none,none,0.0,3.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4559,IRR-ETH-2022-04559,Ethiopia,2022,0.48,subsistence,False,768.0,23.2,rare,2,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4560,IRR-UGA-2021-04560,Uganda,2021,1.54,subsistence,False,883.0,30.0,occasional,4,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4561,IRR-GHA-2024-04561,Ghana,2024,1.33,semi-commercial,False,824.0,30.0,rare,7,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4562,IRR-TAN-2023-04562,Tanzania,2023,2.34,subsistence,False,1294.0,16.5,occasional,4,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4563,IRR-ZAM-2018-04563,Zambia,2018,1.03,subsistence,False,578.0,25.0,rare,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4564,IRR-BUR-2021-04564,Burkina Faso,2021,0.81,semi-commercial,False,970.0,30.9,rare,3,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4565,IRR-BUR-2024-04565,Burkina Faso,2024,0.64,semi-commercial,False,582.0,17.3,rare,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4566,IRR-TAN-2018-04566,Tanzania,2018,1.52,semi-commercial,False,1187.0,33.0,rare,4,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4567,IRR-ZAM-2025-04567,Zambia,2025,0.65,subsistence,True,1056.0,23.3,rare,5,drip,reservoir,solar,government,0.24,0.41,36.5,10.0,12,good,588.0,70.0,True,233.0,False,552.0,454.0,81.8,452.0,0.98,90.4,92.8,68.6,0.0,4.0,daily,visual,rice,24.9,1.91,3,1300.0,5525.0,True,False,False,0.0,17.0,good,high,False,False,True,7.3,modern,moderate_burden
4568,IRR-MAL-2025-04568,Malawi,2025,2.63,subsistence,False,967.0,25.8,occasional,5,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4569,IRR-MAL-2020-04569,Mali,2020,1.83,commercial,False,613.0,19.5,rare,4,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4570,IRR-UGA-2024-04570,Uganda,2024,1.77,subsistence,False,1277.0,28.0,rare,7,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4571,IRR-UGA-2019-04571,Uganda,2019,1.26,subsistence,False,485.0,31.3,occasional,4,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4572,IRR-KEN-2025-04572,Kenya,2025,0.59,subsistence,False,966.0,26.3,occasional,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4573,IRR-MAL-2021-04573,Malawi,2021,0.93,subsistence,True,895.0,29.0,frequent,3,flood,wetland,solar,individual,0.7,0.23,75.0,37.0,17,fair,279.0,28.0,False,0.0,False,745.0,446.0,49.3,367.0,0.89,71.3,68.4,24.0,0.0,28.0,weekly,calendar,fruits,48.8,2.48,3,5188.0,7451.0,False,False,False,0.0,15.2,poor,low,False,True,False,1.2,traditional,moderate_burden
4574,IRR-MAL-2019-04574,Mali,2019,0.49,subsistence,False,1379.0,19.5,occasional,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4575,IRR-UGA-2022-04575,Uganda,2022,0.57,subsistence,False,849.0,17.4,frequent,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4576,IRR-KEN-2018-04576,Kenya,2018,1.4,subsistence,False,986.0,20.2,occasional,7,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4577,IRR-MAL-2025-04577,Mali,2025,2.4,subsistence,True,744.0,34.1,occasional,6,drip,rainwater_harvesting,solar,government,1.57,0.83,65.6,78.0,17,fair,3936.0,524.0,True,2358.0,False,733.0,551.0,82.5,605.0,1.96,70.5,90.0,52.3,0.0,24.0,weekly,visual,rice,49.1,1.75,1,11543.0,7332.0,False,False,False,0.0,6.8,poor,high,False,False,False,6.7,modern,moderate_burden
4578,IRR-ETH-2024-04578,Ethiopia,2024,1.03,subsistence,False,1458.0,16.5,occasional,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4579,IRR-MAL-2018-04579,Mali,2018,1.73,semi-commercial,False,978.0,34.0,occasional,3,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4580,IRR-KEN-2019-04580,Kenya,2019,0.76,semi-commercial,True,980.0,32.5,occasional,2,sprinkler,reservoir,solar,individual,0.46,0.3,61.1,26.0,7,fair,696.0,73.0,False,0.0,False,446.0,669.0,73.5,328.0,1.62,83.4,79.0,48.4,0.0,9.0,weekly,calendar,cotton,51.2,2.1,1,2073.0,4465.0,False,False,False,0.0,19.1,poor,medium,False,False,False,3.6,modern,moderate_burden
4581,IRR-NIG-2019-04581,Nigeria,2019,1.58,semi-commercial,False,426.0,32.5,occasional,7,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4582,IRR-MAL-2022-04582,Mali,2022,1.46,semi-commercial,False,760.0,16.0,occasional,4,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4583,IRR-KEN-2024-04583,Kenya,2024,1.32,semi-commercial,False,777.0,21.9,occasional,7,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4584,IRR-KEN-2022-04584,Kenya,2022,4.73,subsistence,False,892.0,20.6,occasional,6,none,none,none,none,0.0,4.73,0.0,0.0,0,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,moderate_burden
4585,IRR-BUR-2020-04585,Burkina Faso,2020,0.94,semi-commercial,False,909.0,23.7,occasional,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4586,IRR-GHA-2021-04586,Ghana,2021,1.95,semi-commercial,False,1240.0,33.2,occasional,6,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4587,IRR-UGA-2024-04587,Uganda,2024,2.11,semi-commercial,False,944.0,16.9,occasional,3,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4588,IRR-ZAM-2022-04588,Zambia,2022,1.21,subsistence,False,1029.0,23.7,occasional,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4589,IRR-UGA-2022-04589,Uganda,2022,0.94,subsistence,False,609.0,19.9,occasional,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4590,IRR-TAN-2018-04590,Tanzania,2018,3.14,semi-commercial,False,1180.0,27.6,occasional,3,none,none,none,none,0.0,3.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4591,IRR-GHA-2020-04591,Ghana,2020,1.22,subsistence,False,1117.0,30.9,frequent,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4592,IRR-ETH-2022-04592,Ethiopia,2022,0.49,subsistence,False,753.0,25.4,occasional,5,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4593,IRR-MAL-2023-04593,Malawi,2023,0.81,semi-commercial,False,934.0,23.5,occasional,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4594,IRR-BUR-2021-04594,Burkina Faso,2021,1.16,subsistence,False,1012.0,19.3,rare,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4595,IRR-KEN-2022-04595,Kenya,2022,0.52,semi-commercial,False,739.0,22.8,rare,2,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4596,IRR-ZAM-2025-04596,Zambia,2025,1.35,subsistence,False,713.0,29.9,frequent,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4597,IRR-ZAM-2023-04597,Zambia,2023,1.0,subsistence,False,1048.0,22.3,rare,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4598,IRR-MAL-2024-04598,Mali,2024,0.72,subsistence,True,1071.0,30.5,rare,6,surface,wetland,diesel,cooperative,0.63,0.09,87.3,29.0,18,good,505.0,62.0,False,0.0,False,538.0,565.0,49.5,266.0,1.3,72.7,86.2,31.1,160.0,19.0,as_needed,visual,horticulture,47.0,1.75,2,3392.0,5377.0,False,True,False,0.0,21.7,good,low,False,False,False,3.0,traditional,moderate_burden
4599,IRR-NIG-2018-04599,Nigeria,2018,1.89,semi-commercial,False,1038.0,29.4,frequent,6,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4600,IRR-TAN-2023-04600,Tanzania,2023,1.17,subsistence,False,906.0,16.0,frequent,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4601,IRR-UGA-2023-04601,Uganda,2023,2.63,commercial,True,693.0,27.7,occasional,2,manual,river,solar,government,1.96,0.67,74.6,75.0,12,good,392.0,44.0,False,0.0,False,546.0,661.0,62.7,342.0,1.69,71.8,60.7,27.3,0.0,157.0,as_needed,soil_moisture,vegetables,45.1,2.29,2,10714.0,5462.0,True,True,True,0.0,13.9,good,low,True,False,False,0.7,traditional,moderate_burden
4602,IRR-BUR-2024-04602,Burkina Faso,2024,0.67,subsistence,False,425.0,18.2,rare,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4603,IRR-KEN-2025-04603,Kenya,2025,1.35,subsistence,False,1221.0,17.8,rare,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4604,IRR-MAL-2024-04604,Malawi,2024,3.0,semi-commercial,False,1009.0,18.6,occasional,3,none,none,none,none,0.0,3.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4605,IRR-TAN-2025-04605,Tanzania,2025,1.02,semi-commercial,False,789.0,29.8,occasional,7,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4606,IRR-MAL-2025-04606,Mali,2025,1.17,semi-commercial,False,784.0,34.9,rare,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4607,IRR-ZAM-2022-04607,Zambia,2022,0.53,subsistence,False,1302.0,23.3,frequent,4,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4608,IRR-KEN-2023-04608,Kenya,2023,1.3,subsistence,False,730.0,15.6,rare,4,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4609,IRR-MAL-2021-04609,Malawi,2021,2.83,subsistence,False,857.0,17.9,occasional,3,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4610,IRR-ZAM-2018-04610,Zambia,2018,1.02,semi-commercial,True,968.0,21.0,occasional,7,sprinkler,river,diesel,individual,0.78,0.25,75.8,36.0,2,excellent,1165.0,151.0,False,0.0,False,608.0,460.0,79.6,484.0,1.26,82.2,87.4,57.1,91.0,16.0,weekly,calendar,rice,44.1,1.21,3,4726.0,6082.0,False,False,False,0.0,18.4,good,medium,False,False,False,5.2,modern,moderate_burden
4611,IRR-TAN-2021-04611,Tanzania,2021,0.92,subsistence,False,1468.0,27.2,frequent,3,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4612,IRR-ETH-2018-04612,Ethiopia,2018,0.6,semi-commercial,False,841.0,21.9,frequent,3,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4613,IRR-TAN-2022-04613,Tanzania,2022,1.57,semi-commercial,False,1098.0,31.9,occasional,7,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4614,IRR-KEN-2023-04614,Kenya,2023,2.39,semi-commercial,False,886.0,29.1,frequent,4,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4615,IRR-UGA-2020-04615,Uganda,2020,1.79,semi-commercial,False,994.0,15.2,occasional,4,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4616,IRR-MAL-2025-04616,Mali,2025,1.83,semi-commercial,False,1118.0,27.2,occasional,7,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4617,IRR-NIG-2019-04617,Nigeria,2019,1.66,subsistence,False,787.0,26.7,frequent,7,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4618,IRR-MAL-2021-04618,Malawi,2021,1.2,semi-commercial,False,847.0,22.9,occasional,7,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4619,IRR-BUR-2020-04619,Burkina Faso,2020,1.41,semi-commercial,False,611.0,28.7,occasional,7,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4620,IRR-BUR-2019-04620,Burkina Faso,2019,2.27,semi-commercial,False,783.0,26.5,rare,2,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4621,IRR-ZAM-2021-04621,Zambia,2021,0.8,semi-commercial,True,708.0,20.6,occasional,4,drip,reservoir,electric,shared,0.28,0.53,34.4,11.0,13,good,690.0,71.0,False,0.0,False,719.0,568.0,77.2,555.0,1.51,84.5,93.1,60.8,15.0,4.0,weekly,calendar,fruits,52.0,1.94,1,1983.0,7191.0,False,False,False,0.0,23.5,good,high,False,False,True,3.3,modern,moderate_burden
4622,IRR-MAL-2023-04622,Mali,2023,1.83,subsistence,False,408.0,32.6,frequent,3,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4623,IRR-NIG-2023-04623,Nigeria,2023,2.04,semi-commercial,False,1288.0,22.7,frequent,5,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4624,IRR-BUR-2019-04624,Burkina Faso,2019,0.52,subsistence,False,780.0,18.7,occasional,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4625,IRR-KEN-2019-04625,Kenya,2019,2.28,semi-commercial,False,937.0,27.1,frequent,2,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4626,IRR-TAN-2019-04626,Tanzania,2019,0.65,semi-commercial,False,1106.0,15.5,occasional,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4627,IRR-MAL-2022-04627,Malawi,2022,4.91,semi-commercial,False,1127.0,21.7,frequent,4,none,none,none,none,0.0,4.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4628,IRR-MAL-2025-04628,Mali,2025,0.86,semi-commercial,False,649.0,25.7,occasional,5,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4629,IRR-UGA-2025-04629,Uganda,2025,0.5,subsistence,False,489.0,31.2,frequent,7,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4630,IRR-GHA-2020-04630,Ghana,2020,0.39,semi-commercial,False,647.0,26.5,frequent,7,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4631,IRR-ETH-2020-04631,Ethiopia,2020,2.35,subsistence,False,830.0,18.8,rare,2,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4632,IRR-UGA-2019-04632,Uganda,2019,0.49,subsistence,False,638.0,29.8,frequent,3,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4633,IRR-TAN-2023-04633,Tanzania,2023,0.79,subsistence,False,991.0,16.4,frequent,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4634,IRR-ZAM-2021-04634,Zambia,2021,2.81,subsistence,False,1345.0,17.8,rare,7,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4635,IRR-GHA-2019-04635,Ghana,2019,0.36,semi-commercial,False,1238.0,31.5,rare,5,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4636,IRR-ZAM-2019-04636,Zambia,2019,1.49,subsistence,True,1086.0,16.1,occasional,3,flood,groundwater,diesel,private_company,1.16,0.33,77.9,62.0,10,fair,464.0,48.0,False,0.0,False,459.0,425.0,39.8,183.0,2.48,85.3,68.8,23.4,145.0,46.0,as_needed,calendar,horticulture,28.6,2.22,2,5325.0,4589.0,False,False,False,75.6,9.5,poor,low,True,False,False,2.2,traditional,moderate_burden
4637,IRR-NIG-2022-04637,Nigeria,2022,2.0,subsistence,False,1217.0,33.2,rare,7,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4638,IRR-ZAM-2024-04638,Zambia,2024,1.39,subsistence,True,679.0,15.6,frequent,7,flood,river,solar,shared,1.35,0.05,96.6,73.0,7,poor,539.0,66.0,True,169.0,False,681.0,404.0,49.3,335.0,1.07,93.7,64.7,29.9,0.0,54.0,weekly,visual,vegetables,34.5,2.42,2,9165.0,6807.0,False,False,False,0.0,23.6,poor,low,True,True,False,2.2,traditional,moderate_burden
4639,IRR-UGA-2019-04639,Uganda,2019,3.18,subsistence,False,1158.0,24.8,rare,2,none,none,none,none,0.0,3.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4640,IRR-MAL-2021-04640,Malawi,2021,0.91,commercial,False,759.0,27.7,occasional,7,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4641,IRR-MAL-2023-04641,Mali,2023,0.61,semi-commercial,False,1381.0,32.2,rare,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4642,IRR-NIG-2023-04642,Nigeria,2023,0.43,semi-commercial,False,945.0,27.6,occasional,2,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4643,IRR-MAL-2025-04643,Malawi,2025,1.27,subsistence,False,585.0,28.2,rare,6,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4644,IRR-NIG-2023-04644,Nigeria,2023,1.34,semi-commercial,False,1256.0,21.6,frequent,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4645,IRR-MAL-2022-04645,Mali,2022,1.0,subsistence,False,846.0,31.6,frequent,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4646,IRR-ETH-2022-04646,Ethiopia,2022,1.08,semi-commercial,False,1065.0,30.9,frequent,4,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4647,IRR-ZAM-2020-04647,Zambia,2020,1.04,semi-commercial,False,744.0,33.6,frequent,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4648,IRR-KEN-2020-04648,Kenya,2020,0.67,subsistence,False,964.0,21.7,rare,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4649,IRR-KEN-2020-04649,Kenya,2020,4.01,subsistence,False,907.0,19.6,rare,4,none,none,none,none,0.0,4.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4650,IRR-MAL-2025-04650,Mali,2025,1.18,semi-commercial,False,1023.0,34.1,rare,6,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4651,IRR-ETH-2024-04651,Ethiopia,2024,0.82,commercial,False,734.0,25.5,occasional,7,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4652,IRR-MAL-2018-04652,Malawi,2018,0.39,subsistence,False,846.0,34.4,occasional,3,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4653,IRR-ETH-2025-04653,Ethiopia,2025,1.29,subsistence,False,889.0,30.2,rare,4,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4654,IRR-KEN-2019-04654,Kenya,2019,0.84,subsistence,False,400.0,32.2,rare,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4655,IRR-TAN-2022-04655,Tanzania,2022,1.01,semi-commercial,False,1355.0,18.3,occasional,6,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4656,IRR-GHA-2023-04656,Ghana,2023,3.15,semi-commercial,False,635.0,26.0,frequent,6,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4657,IRR-UGA-2023-04657,Uganda,2023,0.53,subsistence,False,684.0,23.9,rare,7,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4658,IRR-UGA-2020-04658,Uganda,2020,3.71,commercial,False,506.0,21.1,rare,2,none,none,none,none,0.0,3.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4659,IRR-BUR-2024-04659,Burkina Faso,2024,3.54,subsistence,False,773.0,28.5,rare,5,none,none,none,none,0.0,3.54,0.0,0.0,0,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,moderate_burden
4660,IRR-KEN-2021-04660,Kenya,2021,0.43,semi-commercial,False,1024.0,24.7,rare,5,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4661,IRR-UGA-2022-04661,Uganda,2022,0.67,semi-commercial,True,934.0,34.2,occasional,6,sprinkler,river,solar,shared,0.37,0.29,56.0,14.0,8,poor,559.0,40.0,True,196.0,False,400.0,613.0,70.1,280.0,2.08,72.6,74.1,37.7,0.0,7.0,biweekly,visual,fruits,44.7,2.5,1,1491.0,4001.0,False,True,False,0.0,6.8,poor,medium,True,False,False,3.8,modern,moderate_burden
4662,IRR-ETH-2021-04662,Ethiopia,2021,0.2,commercial,False,1388.0,26.3,rare,5,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4663,IRR-BUR-2023-04663,Burkina Faso,2023,0.66,subsistence,False,868.0,26.4,occasional,7,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4664,IRR-BUR-2019-04664,Burkina Faso,2019,2.54,semi-commercial,False,694.0,27.3,occasional,6,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4665,IRR-NIG-2025-04665,Nigeria,2025,2.22,semi-commercial,False,1373.0,28.5,occasional,5,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4666,IRR-ETH-2022-04666,Ethiopia,2022,2.21,semi-commercial,True,1012.0,33.4,frequent,6,flood,reservoir,diesel,individual,1.02,1.19,46.1,37.0,9,fair,407.0,27.0,False,0.0,False,412.0,651.0,46.1,190.0,1.39,70.8,72.0,23.5,305.0,41.0,biweekly,visual,horticulture,23.8,1.94,2,4194.0,4123.0,False,False,False,0.0,8.5,poor,low,False,True,False,1.6,traditional,moderate_burden
4667,IRR-ETH-2023-04667,Ethiopia,2023,0.78,semi-commercial,False,431.0,30.0,occasional,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4668,IRR-MAL-2022-04668,Mali,2022,1.12,subsistence,False,905.0,32.5,rare,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4669,IRR-ETH-2025-04669,Ethiopia,2025,0.66,semi-commercial,False,766.0,25.6,rare,3,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4670,IRR-NIG-2019-04670,Nigeria,2019,0.61,semi-commercial,False,959.0,21.2,frequent,6,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4671,IRR-GHA-2023-04671,Ghana,2023,2.31,subsistence,False,1004.0,20.0,occasional,6,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4672,IRR-TAN-2021-04672,Tanzania,2021,1.72,subsistence,False,1157.0,21.7,frequent,5,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4673,IRR-NIG-2018-04673,Nigeria,2018,2.26,semi-commercial,False,782.0,22.3,occasional,7,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4674,IRR-ZAM-2025-04674,Zambia,2025,0.57,semi-commercial,True,913.0,24.6,occasional,6,sprinkler,groundwater,electric,individual,0.49,0.07,87.0,29.0,13,good,740.0,67.0,False,0.0,False,408.0,686.0,71.9,293.0,1.79,70.7,84.2,42.8,55.0,10.0,daily,calendar,rice,36.5,1.42,1,2013.0,4080.0,False,False,True,5.6,3.0,good,medium,False,False,True,7.2,modern,moderate_burden
4675,IRR-NIG-2021-04675,Nigeria,2021,0.63,subsistence,False,1298.0,34.0,occasional,6,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4676,IRR-BUR-2025-04676,Burkina Faso,2025,1.38,subsistence,True,962.0,35.0,rare,7,center_pivot,rainwater_harvesting,gravity,shared,0.52,0.86,37.8,27.0,18,good,2602.0,332.0,False,0.0,False,373.0,483.0,84.3,314.0,1.74,92.9,88.2,69.1,0.0,5.0,weekly,visual,vegetables,28.1,2.41,1,1941.0,3729.0,True,False,False,0.0,0.0,good,high,False,False,False,13.4,traditional,moderate_burden
4677,IRR-GHA-2025-04677,Ghana,2025,2.23,subsistence,False,901.0,22.3,occasional,2,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4678,IRR-BUR-2021-04678,Burkina Faso,2021,0.77,subsistence,False,739.0,16.1,occasional,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4679,IRR-KEN-2020-04679,Kenya,2020,2.14,semi-commercial,False,1037.0,28.2,occasional,3,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4680,IRR-BUR-2018-04680,Burkina Faso,2018,0.39,subsistence,False,647.0,34.5,rare,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4681,IRR-ETH-2018-04681,Ethiopia,2018,0.63,subsistence,False,678.0,18.7,rare,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4682,IRR-UGA-2024-04682,Uganda,2024,1.75,subsistence,True,959.0,30.6,frequent,2,flood,lake,diesel,government,0.98,0.78,55.8,47.0,18,excellent,391.0,37.0,False,0.0,True,507.0,487.0,49.2,249.0,1.48,92.4,71.0,32.3,291.0,39.0,daily,visual,fruits,43.6,2.22,2,4953.0,5068.0,False,False,False,0.0,21.2,good,low,False,True,False,1.0,traditional,moderate_burden
4683,IRR-GHA-2025-04683,Ghana,2025,1.62,semi-commercial,True,955.0,33.1,frequent,2,sprinkler,reservoir,electric,individual,0.69,0.93,42.5,37.0,3,good,1031.0,129.0,True,402.0,True,551.0,438.0,69.0,380.0,2.36,86.5,74.5,44.5,78.0,14.0,weekly,weather_based,vegetables,42.7,1.55,2,3786.0,5508.0,False,False,False,0.0,13.2,good,medium,True,True,True,3.0,modern,moderate_burden
4684,IRR-NIG-2020-04684,Nigeria,2020,1.71,subsistence,False,969.0,32.8,occasional,6,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4685,IRR-MAL-2018-04685,Mali,2018,1.03,semi-commercial,False,700.0,22.4,occasional,6,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4686,IRR-TAN-2018-04686,Tanzania,2018,1.05,subsistence,False,467.0,33.5,occasional,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4687,IRR-KEN-2022-04687,Kenya,2022,1.51,semi-commercial,False,923.0,20.8,occasional,2,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4688,IRR-NIG-2019-04688,Nigeria,2019,0.82,semi-commercial,False,1140.0,27.1,rare,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4689,IRR-MAL-2025-04689,Malawi,2025,1.04,subsistence,False,775.0,27.7,occasional,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4690,IRR-ETH-2025-04690,Ethiopia,2025,3.92,subsistence,False,1202.0,23.5,occasional,7,none,none,none,none,0.0,3.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4691,IRR-KEN-2021-04691,Kenya,2021,2.31,subsistence,False,966.0,20.3,occasional,7,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4692,IRR-MAL-2019-04692,Malawi,2019,0.6,semi-commercial,False,914.0,23.6,occasional,6,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4693,IRR-NIG-2022-04693,Nigeria,2022,0.62,semi-commercial,False,846.0,21.9,occasional,7,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4694,IRR-KEN-2025-04694,Kenya,2025,0.93,subsistence,True,756.0,33.5,rare,7,drip,river,electric,individual,0.51,0.43,54.4,17.0,1,good,1272.0,171.0,True,453.0,False,312.0,487.0,91.8,286.0,1.07,87.6,95.0,76.4,31.0,8.0,weekly,weather_based,rice,40.2,2.04,2,1585.0,3117.0,False,False,False,0.0,21.7,good,high,False,False,False,6.8,modern,moderate_burden
4695,IRR-GHA-2020-04695,Ghana,2020,0.43,commercial,False,1064.0,31.1,occasional,7,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4696,IRR-BUR-2022-04696,Burkina Faso,2022,1.75,commercial,False,824.0,27.2,occasional,5,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4697,IRR-ZAM-2025-04697,Zambia,2025,0.64,subsistence,False,1393.0,15.9,occasional,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4698,IRR-ZAM-2019-04698,Zambia,2019,0.43,semi-commercial,False,1083.0,25.1,rare,4,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4699,IRR-ZAM-2019-04699,Zambia,2019,7.5,subsistence,True,564.0,27.4,rare,7,sprinkler,rainwater_harvesting,wind,government,6.79,0.71,90.5,348.0,2,fair,10183.0,1457.0,True,5212.0,True,485.0,636.0,76.0,369.0,1.08,84.8,88.4,57.0,0.0,136.0,biweekly,calendar,vegetables,57.8,2.47,3,32951.0,4854.0,False,False,False,0.0,0.0,poor,medium,True,False,False,4.7,modern,moderate_burden
4700,IRR-KEN-2019-04700,Kenya,2019,1.42,subsistence,False,810.0,33.9,rare,7,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4701,IRR-MAL-2020-04701,Malawi,2020,1.05,subsistence,False,964.0,19.2,occasional,7,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4702,IRR-KEN-2021-04702,Kenya,2021,1.98,semi-commercial,False,1278.0,18.8,frequent,7,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4703,IRR-KEN-2019-04703,Kenya,2019,1.98,subsistence,False,1166.0,17.9,occasional,2,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4704,IRR-UGA-2023-04704,Uganda,2023,2.07,commercial,True,1150.0,24.1,occasional,7,sprinkler,groundwater,diesel,shared,2.04,0.03,98.4,120.0,6,good,3053.0,367.0,False,0.0,False,582.0,454.0,77.9,454.0,1.17,71.6,83.7,46.7,275.0,41.0,weekly,calendar,sugarcane,33.0,1.6,1,11852.0,5824.0,False,False,False,29.8,12.6,good,medium,False,False,True,8.9,modern,moderate_burden
4705,IRR-NIG-2025-04705,Nigeria,2025,1.88,commercial,True,751.0,18.2,frequent,7,sprinkler,rainwater_harvesting,gravity,cooperative,1.26,0.62,67.0,64.0,8,good,1885.0,244.0,False,0.0,True,602.0,563.0,64.9,391.0,1.87,86.1,80.4,44.9,0.0,25.0,weekly,visual,fruits,45.8,1.62,2,7565.0,6019.0,True,False,False,0.0,0.0,good,medium,False,True,False,4.4,modern,moderate_burden
4706,IRR-GHA-2025-04706,Ghana,2025,1.9,subsistence,False,1155.0,20.2,frequent,2,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4707,IRR-KEN-2020-04707,Kenya,2020,1.44,semi-commercial,False,698.0,21.0,occasional,3,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4708,IRR-MAL-2025-04708,Malawi,2025,0.54,semi-commercial,True,1471.0,30.9,frequent,2,flood,rainwater_harvesting,manual,individual,0.17,0.36,32.2,8.0,13,excellent,69.0,6.0,False,0.0,False,736.0,520.0,49.0,361.0,2.44,93.5,77.6,35.5,0.0,7.0,weekly,soil_moisture,vegetables,21.6,1.29,1,1275.0,7362.0,False,False,False,0.0,0.0,good,low,True,True,False,1.2,traditional,moderate_burden
4709,IRR-UGA-2018-04709,Uganda,2018,2.31,semi-commercial,False,798.0,31.5,rare,5,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4710,IRR-MAL-2018-04710,Mali,2018,0.88,subsistence,False,902.0,31.8,frequent,5,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4711,IRR-MAL-2024-04711,Malawi,2024,1.65,semi-commercial,False,698.0,20.4,occasional,4,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4712,IRR-TAN-2020-04712,Tanzania,2020,0.99,semi-commercial,False,1182.0,16.6,rare,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4713,IRR-ZAM-2019-04713,Zambia,2019,0.52,subsistence,False,1009.0,34.5,occasional,4,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4714,IRR-MAL-2019-04714,Malawi,2019,0.94,semi-commercial,False,967.0,16.3,rare,2,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4715,IRR-UGA-2018-04715,Uganda,2018,0.67,subsistence,False,997.0,29.3,occasional,2,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4716,IRR-MAL-2023-04716,Malawi,2023,0.65,semi-commercial,False,1378.0,26.7,occasional,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4717,IRR-TAN-2018-04717,Tanzania,2018,0.51,semi-commercial,False,782.0,20.2,occasional,3,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4718,IRR-TAN-2023-04718,Tanzania,2023,1.32,semi-commercial,False,602.0,30.7,rare,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4719,IRR-UGA-2022-04719,Uganda,2022,0.59,subsistence,False,971.0,31.0,occasional,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4720,IRR-UGA-2018-04720,Uganda,2018,2.4,semi-commercial,False,845.0,20.4,frequent,7,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4721,IRR-NIG-2021-04721,Nigeria,2021,1.57,subsistence,False,1135.0,21.8,occasional,7,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4722,IRR-KEN-2022-04722,Kenya,2022,2.2,subsistence,False,1339.0,20.3,rare,4,none,none,none,none,0.0,2.2,0.0,0.0,0,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,moderate_burden
4723,IRR-BUR-2020-04723,Burkina Faso,2020,1.65,subsistence,False,1015.0,22.9,rare,3,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4724,IRR-MAL-2019-04724,Mali,2019,1.06,subsistence,False,1007.0,29.2,rare,7,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4725,IRR-KEN-2021-04725,Kenya,2021,2.16,semi-commercial,False,1127.0,29.0,frequent,2,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4726,IRR-TAN-2025-04726,Tanzania,2025,3.48,subsistence,False,1192.0,17.4,frequent,2,none,none,none,none,0.0,3.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4727,IRR-KEN-2022-04727,Kenya,2022,0.96,subsistence,True,1249.0,32.1,occasional,4,flood,groundwater,gravity,individual,0.33,0.63,34.3,19.0,1,fair,132.0,18.0,True,51.0,False,321.0,427.0,39.8,128.0,1.73,73.5,86.1,25.2,0.0,13.0,weekly,calendar,sugarcane,32.2,2.19,1,1060.0,3212.0,False,False,False,45.4,0.0,poor,low,False,False,False,0.9,traditional,moderate_burden
4728,IRR-KEN-2021-04728,Kenya,2021,0.93,subsistence,False,1110.0,27.6,frequent,7,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4729,IRR-BUR-2023-04729,Burkina Faso,2023,1.0,subsistence,False,838.0,32.5,rare,3,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4730,IRR-BUR-2022-04730,Burkina Faso,2022,1.47,subsistence,False,938.0,26.2,occasional,5,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4731,IRR-TAN-2023-04731,Tanzania,2023,1.12,subsistence,False,1126.0,29.0,rare,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4732,IRR-ZAM-2022-04732,Zambia,2022,0.45,subsistence,False,843.0,32.1,occasional,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4733,IRR-MAL-2020-04733,Mali,2020,0.6,semi-commercial,False,1084.0,27.1,occasional,4,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4734,IRR-NIG-2020-04734,Nigeria,2020,0.65,semi-commercial,False,495.0,17.3,rare,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4735,IRR-MAL-2019-04735,Mali,2019,1.38,subsistence,False,1389.0,27.5,occasional,6,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4736,IRR-ETH-2023-04736,Ethiopia,2023,1.46,semi-commercial,False,1313.0,21.3,occasional,6,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4737,IRR-KEN-2025-04737,Kenya,2025,3.46,semi-commercial,True,854.0,28.8,occasional,7,sprinkler,lake,solar,shared,2.43,1.03,70.3,134.0,7,good,3647.0,371.0,False,0.0,True,435.0,424.0,76.9,334.0,2.13,81.0,67.9,42.2,0.0,49.0,weekly,calendar,rice,52.9,2.12,2,10580.0,4351.0,False,True,False,0.0,23.4,good,medium,True,False,False,4.0,modern,moderate_burden
4738,IRR-TAN-2025-04738,Tanzania,2025,0.83,subsistence,False,628.0,35.0,rare,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4739,IRR-BUR-2023-04739,Burkina Faso,2023,1.46,semi-commercial,False,1018.0,30.5,occasional,3,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4740,IRR-MAL-2021-04740,Malawi,2021,3.15,commercial,False,1074.0,26.1,rare,3,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4741,IRR-BUR-2020-04741,Burkina Faso,2020,3.83,subsistence,False,400.0,33.9,rare,3,none,none,none,none,0.0,3.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4742,IRR-ZAM-2019-04742,Zambia,2019,6.46,semi-commercial,False,1261.0,15.0,rare,7,none,none,none,none,0.0,6.46,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4743,IRR-MAL-2023-04743,Mali,2023,0.96,semi-commercial,False,825.0,26.2,rare,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4744,IRR-TAN-2022-04744,Tanzania,2022,1.66,subsistence,False,1055.0,30.4,rare,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4745,IRR-UGA-2020-04745,Uganda,2020,1.48,subsistence,False,707.0,25.7,occasional,3,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4746,IRR-ETH-2023-04746,Ethiopia,2023,3.42,commercial,False,1076.0,30.4,occasional,6,none,none,none,none,0.0,3.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4747,IRR-UGA-2024-04747,Uganda,2024,4.17,subsistence,False,422.0,19.5,occasional,7,none,none,none,none,0.0,4.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4748,IRR-TAN-2019-04748,Tanzania,2019,2.98,semi-commercial,False,983.0,23.3,occasional,2,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4749,IRR-MAL-2022-04749,Mali,2022,1.15,subsistence,False,1221.0,15.1,frequent,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4750,IRR-BUR-2024-04750,Burkina Faso,2024,2.76,subsistence,False,1083.0,34.1,occasional,6,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4751,IRR-ZAM-2021-04751,Zambia,2021,2.1,subsistence,False,1048.0,20.3,occasional,6,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4752,IRR-ZAM-2022-04752,Zambia,2022,0.67,subsistence,False,1047.0,21.0,frequent,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4753,IRR-GHA-2020-04753,Ghana,2020,4.17,commercial,False,516.0,32.5,occasional,3,none,none,none,none,0.0,4.17,0.0,0.0,0,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,moderate_burden
4754,IRR-NIG-2019-04754,Nigeria,2019,0.71,subsistence,False,1217.0,30.5,frequent,2,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4755,IRR-ZAM-2021-04755,Zambia,2021,0.67,semi-commercial,True,996.0,17.4,occasional,3,drip,river,wind,private_company,0.54,0.13,80.7,30.0,17,good,1356.0,144.0,False,0.0,False,311.0,660.0,93.0,289.0,1.87,76.8,77.5,55.4,0.0,8.0,as_needed,calendar,vegetables,38.8,1.93,2,1686.0,3109.0,False,False,False,0.0,0.0,good,high,False,False,False,10.4,modern,moderate_burden
4756,IRR-UGA-2024-04756,Uganda,2024,1.12,subsistence,False,925.0,30.5,rare,3,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4757,IRR-NIG-2021-04757,Nigeria,2021,1.25,subsistence,False,669.0,29.6,occasional,5,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4758,IRR-TAN-2021-04758,Tanzania,2021,2.97,semi-commercial,False,659.0,19.4,occasional,6,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4759,IRR-ZAM-2021-04759,Zambia,2021,1.67,subsistence,False,1132.0,19.1,rare,7,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4760,IRR-NIG-2021-04760,Nigeria,2021,2.88,commercial,True,834.0,20.7,frequent,2,flood,lake,wind,individual,1.17,1.71,40.7,39.0,8,good,469.0,28.0,False,0.0,False,313.0,615.0,43.5,136.0,1.12,86.5,64.4,24.2,0.0,47.0,weekly,weather_based,rice,34.6,1.38,3,3663.0,3127.0,False,False,False,0.0,0.0,good,low,False,True,False,0.9,traditional,moderate_burden
4761,IRR-TAN-2023-04761,Tanzania,2023,1.2,semi-commercial,False,1124.0,26.1,occasional,5,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4762,IRR-MAL-2021-04762,Malawi,2021,1.04,subsistence,False,859.0,32.5,occasional,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4763,IRR-TAN-2024-04763,Tanzania,2024,3.9,subsistence,False,951.0,26.4,rare,7,none,none,none,none,0.0,3.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4764,IRR-NIG-2024-04764,Nigeria,2024,1.98,semi-commercial,False,600.0,19.9,frequent,6,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4765,IRR-MAL-2022-04765,Malawi,2022,2.14,commercial,False,1069.0,18.6,frequent,3,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4766,IRR-BUR-2019-04766,Burkina Faso,2019,0.99,semi-commercial,False,400.0,33.0,rare,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4767,IRR-UGA-2021-04767,Uganda,2021,0.38,subsistence,False,940.0,22.9,rare,7,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4768,IRR-ETH-2018-04768,Ethiopia,2018,0.93,subsistence,False,962.0,30.0,rare,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4769,IRR-MAL-2025-04769,Malawi,2025,3.65,subsistence,False,768.0,15.4,occasional,6,none,none,none,none,0.0,3.65,0.0,0.0,0,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,moderate_burden
4770,IRR-KEN-2023-04770,Kenya,2023,0.89,semi-commercial,False,970.0,16.6,rare,3,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4771,IRR-BUR-2021-04771,Burkina Faso,2021,2.24,subsistence,False,1175.0,24.6,frequent,7,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4772,IRR-KEN-2022-04772,Kenya,2022,0.83,subsistence,False,801.0,16.4,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4773,IRR-BUR-2025-04773,Burkina Faso,2025,1.15,semi-commercial,False,900.0,34.6,frequent,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4774,IRR-MAL-2020-04774,Mali,2020,2.12,semi-commercial,False,762.0,19.2,occasional,3,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4775,IRR-ETH-2020-04775,Ethiopia,2020,0.64,commercial,False,705.0,17.1,rare,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4776,IRR-KEN-2022-04776,Kenya,2022,0.69,semi-commercial,False,788.0,22.8,rare,3,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4777,IRR-ETH-2019-04777,Ethiopia,2019,1.24,semi-commercial,False,868.0,32.8,occasional,2,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4778,IRR-ETH-2025-04778,Ethiopia,2025,1.61,semi-commercial,False,557.0,34.0,occasional,2,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4779,IRR-GHA-2020-04779,Ghana,2020,1.34,semi-commercial,False,914.0,21.9,frequent,5,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4780,IRR-KEN-2023-04780,Kenya,2023,1.22,subsistence,False,949.0,18.0,occasional,6,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4781,IRR-ETH-2020-04781,Ethiopia,2020,1.38,subsistence,False,949.0,34.1,rare,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4782,IRR-MAL-2018-04782,Mali,2018,0.83,subsistence,False,1169.0,22.5,rare,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4783,IRR-UGA-2023-04783,Uganda,2023,3.61,semi-commercial,False,801.0,33.8,occasional,6,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4784,IRR-KEN-2024-04784,Kenya,2024,1.69,semi-commercial,False,1111.0,30.7,rare,3,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4785,IRR-TAN-2021-04785,Tanzania,2021,2.78,subsistence,False,1203.0,21.5,frequent,7,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4786,IRR-KEN-2023-04786,Kenya,2023,6.28,semi-commercial,True,715.0,31.2,frequent,7,flood,lake,solar,individual,2.0,4.28,31.9,65.0,0,fair,800.0,120.0,True,451.0,True,586.0,566.0,40.9,240.0,1.92,89.8,76.5,28.1,0.0,80.0,weekly,calendar,cotton,37.6,2.21,2,11729.0,5863.0,False,True,False,0.0,20.6,poor,low,False,True,False,0.7,traditional,moderate_burden
4787,IRR-GHA-2025-04787,Ghana,2025,7.09,semi-commercial,True,693.0,20.7,occasional,6,drip,rainwater_harvesting,gravity,individual,2.14,4.95,30.2,110.0,4,fair,5352.0,516.0,False,0.0,True,578.0,441.0,93.8,543.0,1.95,74.1,81.3,56.5,0.0,32.0,as_needed,visual,maize,46.9,2.17,1,12385.0,5785.0,False,False,False,0.0,0.0,poor,high,False,False,False,3.2,modern,moderate_burden
4788,IRR-ETH-2020-04788,Ethiopia,2020,2.67,semi-commercial,False,726.0,28.7,occasional,3,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4789,IRR-GHA-2021-04789,Ghana,2021,0.82,subsistence,False,1188.0,18.1,rare,5,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4790,IRR-TAN-2023-04790,Tanzania,2023,1.83,subsistence,True,1049.0,25.6,occasional,6,flood,river,solar,individual,1.24,0.58,68.0,73.0,15,good,497.0,45.0,True,243.0,True,347.0,675.0,48.8,169.0,1.4,87.5,74.2,31.7,0.0,50.0,daily,visual,cotton,38.8,2.11,1,4312.0,3469.0,False,True,False,0.0,24.2,good,low,False,False,False,1.4,traditional,moderate_burden
4791,IRR-NIG-2019-04791,Nigeria,2019,2.18,commercial,False,1033.0,29.2,occasional,6,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4792,IRR-MAL-2020-04792,Mali,2020,0.85,semi-commercial,False,703.0,26.4,rare,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4793,IRR-MAL-2018-04793,Malawi,2018,1.13,semi-commercial,False,730.0,22.3,rare,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4794,IRR-NIG-2018-04794,Nigeria,2018,5.19,semi-commercial,False,782.0,22.3,frequent,5,none,none,none,none,0.0,5.19,0.0,0.0,0,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,moderate_burden
4795,IRR-MAL-2021-04795,Malawi,2021,0.84,subsistence,False,1041.0,32.1,occasional,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4796,IRR-KEN-2023-04796,Kenya,2023,0.44,subsistence,False,1060.0,29.1,occasional,3,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4797,IRR-MAL-2021-04797,Mali,2021,1.12,semi-commercial,True,759.0,26.3,frequent,5,manual,reservoir,manual,shared,0.47,0.65,41.8,20.0,7,excellent,93.0,9.0,False,0.0,False,651.0,603.0,62.1,404.0,1.1,92.8,70.7,40.7,0.0,37.0,weekly,visual,rice,44.3,1.41,2,3033.0,6511.0,False,False,True,0.0,0.0,good,low,False,False,True,0.4,traditional,moderate_burden
4798,IRR-MAL-2021-04798,Malawi,2021,2.29,subsistence,False,1070.0,27.2,rare,5,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4799,IRR-NIG-2022-04799,Nigeria,2022,0.86,subsistence,False,610.0,22.7,rare,2,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4800,IRR-KEN-2025-04800,Kenya,2025,0.32,semi-commercial,False,841.0,33.2,occasional,3,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4801,IRR-BUR-2018-04801,Burkina Faso,2018,2.37,subsistence,False,794.0,34.7,frequent,4,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4802,IRR-ETH-2022-04802,Ethiopia,2022,1.45,subsistence,True,903.0,17.4,rare,2,surface,lake,solar,individual,1.33,0.11,92.2,76.0,15,good,1068.0,158.0,False,0.0,False,444.0,611.0,58.2,258.0,1.41,70.9,63.9,26.4,0.0,40.0,daily,calendar,maize,56.2,1.74,2,5923.0,4437.0,True,False,False,0.0,24.9,good,low,False,False,False,2.6,traditional,moderate_burden
4803,IRR-MAL-2021-04803,Malawi,2021,1.42,commercial,False,842.0,20.7,frequent,4,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4804,IRR-TAN-2018-04804,Tanzania,2018,5.58,commercial,False,894.0,22.0,occasional,3,none,none,none,none,0.0,5.58,0.0,0.0,0,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,moderate_burden
4805,IRR-ZAM-2022-04805,Zambia,2022,1.2,semi-commercial,False,1431.0,30.6,occasional,7,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4806,IRR-UGA-2025-04806,Uganda,2025,0.7,commercial,True,709.0,19.2,frequent,7,drip,reservoir,gravity,government,0.35,0.34,50.8,15.0,2,fair,885.0,127.0,False,0.0,False,309.0,640.0,94.1,291.0,2.44,73.6,82.6,57.2,0.0,5.0,biweekly,calendar,maize,51.7,2.27,2,1095.0,3094.0,True,False,False,0.0,0.0,poor,high,False,True,False,4.9,modern,moderate_burden
4807,IRR-MAL-2022-04807,Malawi,2022,0.4,subsistence,False,460.0,26.2,frequent,6,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4808,IRR-MAL-2019-04808,Malawi,2019,1.31,subsistence,False,940.0,29.2,frequent,5,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4809,IRR-MAL-2021-04809,Mali,2021,2.42,semi-commercial,False,1139.0,30.1,rare,6,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4810,IRR-MAL-2019-04810,Mali,2019,1.84,semi-commercial,False,1133.0,31.0,frequent,5,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4811,IRR-TAN-2022-04811,Tanzania,2022,1.25,subsistence,False,453.0,21.9,rare,6,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4812,IRR-ZAM-2021-04812,Zambia,2021,1.28,semi-commercial,False,542.0,19.3,frequent,4,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4813,IRR-NIG-2018-04813,Nigeria,2018,5.75,semi-commercial,False,970.0,23.2,occasional,4,none,none,none,none,0.0,5.75,0.0,0.0,0,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,moderate_burden
4814,IRR-UGA-2023-04814,Uganda,2023,1.1,semi-commercial,False,831.0,28.6,occasional,4,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4815,IRR-ETH-2021-04815,Ethiopia,2021,3.7,semi-commercial,False,900.0,18.4,frequent,4,none,none,none,none,0.0,3.7,0.0,0.0,0,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,moderate_burden
4816,IRR-NIG-2021-04816,Nigeria,2021,2.65,semi-commercial,True,1134.0,28.6,occasional,5,flood,reservoir,gravity,individual,1.23,1.42,46.3,55.0,15,fair,491.0,41.0,False,0.0,False,315.0,691.0,46.6,146.0,1.69,91.3,66.0,28.1,0.0,49.0,weekly,visual,sugarcane,42.6,2.38,1,3862.0,3147.0,False,True,False,0.0,0.0,poor,low,True,False,False,0.9,traditional,moderate_burden
4817,IRR-MAL-2020-04817,Mali,2020,2.18,subsistence,False,768.0,28.1,occasional,4,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4818,IRR-ZAM-2019-04818,Zambia,2019,0.43,subsistence,False,730.0,26.8,occasional,6,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4819,IRR-BUR-2018-04819,Burkina Faso,2018,0.6,subsistence,False,806.0,28.4,occasional,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4820,IRR-GHA-2021-04820,Ghana,2021,0.76,subsistence,False,620.0,31.7,occasional,3,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4821,IRR-KEN-2021-04821,Kenya,2021,2.01,subsistence,False,1483.0,29.9,occasional,2,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4822,IRR-ETH-2022-04822,Ethiopia,2022,2.41,semi-commercial,False,469.0,28.2,rare,7,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4823,IRR-BUR-2022-04823,Burkina Faso,2022,4.26,semi-commercial,False,400.0,23.3,frequent,2,none,none,none,none,0.0,4.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4824,IRR-GHA-2023-04824,Ghana,2023,2.15,semi-commercial,False,610.0,31.0,occasional,5,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4825,IRR-UGA-2021-04825,Uganda,2021,0.57,subsistence,False,1025.0,15.0,occasional,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4826,IRR-MAL-2023-04826,Malawi,2023,1.51,subsistence,False,1162.0,23.8,occasional,7,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4827,IRR-GHA-2024-04827,Ghana,2024,0.28,semi-commercial,False,1237.0,31.8,occasional,5,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4828,IRR-MAL-2020-04828,Mali,2020,2.05,commercial,False,400.0,31.8,occasional,6,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4829,IRR-BUR-2023-04829,Burkina Faso,2023,0.96,semi-commercial,False,787.0,27.9,rare,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4830,IRR-BUR-2025-04830,Burkina Faso,2025,3.67,semi-commercial,False,646.0,19.1,occasional,6,none,none,none,none,0.0,3.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4831,IRR-UGA-2020-04831,Uganda,2020,0.91,commercial,False,1367.0,17.5,occasional,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4832,IRR-MAL-2019-04832,Mali,2019,1.46,subsistence,False,1049.0,16.6,occasional,6,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4833,IRR-BUR-2018-04833,Burkina Faso,2018,0.36,subsistence,False,676.0,33.1,rare,4,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4834,IRR-UGA-2021-04834,Uganda,2021,1.89,subsistence,False,840.0,32.7,frequent,7,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4835,IRR-ZAM-2020-04835,Zambia,2020,0.38,commercial,False,780.0,21.6,rare,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4836,IRR-TAN-2019-04836,Tanzania,2019,1.2,semi-commercial,False,754.0,25.9,frequent,7,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4837,IRR-BUR-2018-04837,Burkina Faso,2018,3.34,subsistence,False,1259.0,29.9,occasional,6,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4838,IRR-ETH-2018-04838,Ethiopia,2018,2.62,semi-commercial,False,746.0,16.6,occasional,3,none,none,none,none,0.0,2.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4839,IRR-BUR-2023-04839,Burkina Faso,2023,5.84,subsistence,False,1305.0,34.4,occasional,7,none,none,none,none,0.0,5.84,0.0,0.0,0,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,moderate_burden
4840,IRR-KEN-2020-04840,Kenya,2020,2.37,subsistence,False,748.0,30.2,frequent,4,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4841,IRR-GHA-2025-04841,Ghana,2025,2.14,subsistence,False,917.0,19.8,occasional,5,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4842,IRR-MAL-2024-04842,Malawi,2024,10.79,semi-commercial,False,938.0,29.7,frequent,3,none,none,none,none,0.0,10.79,0.0,0.0,0,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,moderate_burden
4843,IRR-UGA-2020-04843,Uganda,2020,0.65,semi-commercial,False,891.0,20.9,frequent,3,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4844,IRR-ZAM-2023-04844,Zambia,2023,0.57,commercial,False,1279.0,30.6,frequent,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4845,IRR-UGA-2025-04845,Uganda,2025,1.39,subsistence,True,1072.0,24.2,frequent,4,surface,river,gravity,individual,0.92,0.47,66.1,41.0,3,fair,737.0,53.0,False,0.0,False,549.0,587.0,57.6,316.0,1.55,87.4,77.6,39.0,0.0,28.0,daily,weather_based,fruits,44.3,1.9,2,5060.0,5494.0,False,True,False,0.0,0.0,poor,low,True,True,False,2.4,traditional,moderate_burden
4846,IRR-NIG-2025-04846,Nigeria,2025,9.61,semi-commercial,True,955.0,28.4,occasional,6,drip,river,solar,individual,5.78,3.83,60.2,189.0,2,good,14460.0,1645.0,False,0.0,False,611.0,656.0,95.0,581.0,2.23,77.1,75.1,55.0,0.0,87.0,weekly,calendar,rice,45.3,1.96,1,35361.0,6113.0,True,False,False,0.0,17.6,good,high,False,False,False,6.6,modern,moderate_burden
4847,IRR-GHA-2022-04847,Ghana,2022,1.65,subsistence,False,984.0,30.5,frequent,5,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4848,IRR-KEN-2024-04848,Kenya,2024,0.9,subsistence,True,695.0,19.3,rare,5,sprinkler,river,solar,cooperative,0.53,0.38,58.3,20.0,4,good,791.0,54.0,False,0.0,False,460.0,667.0,69.1,318.0,2.21,87.1,65.8,39.6,0.0,11.0,biweekly,visual,maize,22.9,2.2,1,2427.0,4603.0,False,False,False,0.0,16.9,good,medium,False,False,False,7.6,modern,moderate_burden
4849,IRR-MAL-2023-04849,Malawi,2023,1.15,semi-commercial,False,763.0,26.7,occasional,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4850,IRR-GHA-2018-04850,Ghana,2018,0.42,semi-commercial,False,914.0,24.7,occasional,3,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4851,IRR-ZAM-2024-04851,Zambia,2024,2.15,subsistence,False,968.0,17.1,frequent,7,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4852,IRR-BUR-2023-04852,Burkina Faso,2023,0.33,subsistence,False,1227.0,24.1,occasional,4,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4853,IRR-MAL-2021-04853,Mali,2021,0.86,semi-commercial,False,1122.0,17.3,occasional,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4854,IRR-KEN-2024-04854,Kenya,2024,0.44,semi-commercial,False,1108.0,22.6,occasional,5,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4855,IRR-KEN-2018-04855,Kenya,2018,2.29,subsistence,False,400.0,18.5,rare,4,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4856,IRR-MAL-2022-04856,Mali,2022,1.5,semi-commercial,False,855.0,16.8,occasional,5,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4857,IRR-NIG-2022-04857,Nigeria,2022,0.79,semi-commercial,False,962.0,29.5,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4858,IRR-UGA-2018-04858,Uganda,2018,0.56,commercial,False,975.0,28.7,occasional,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4859,IRR-KEN-2024-04859,Kenya,2024,2.73,subsistence,False,1160.0,23.5,occasional,2,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4860,IRR-TAN-2018-04860,Tanzania,2018,1.02,commercial,False,815.0,23.5,frequent,3,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4861,IRR-MAL-2025-04861,Malawi,2025,1.04,commercial,False,892.0,21.3,occasional,7,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4862,IRR-ZAM-2018-04862,Zambia,2018,1.45,subsistence,False,722.0,19.2,occasional,5,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4863,IRR-TAN-2023-04863,Tanzania,2023,1.31,semi-commercial,False,400.0,30.3,occasional,3,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4864,IRR-UGA-2023-04864,Uganda,2023,0.94,subsistence,False,721.0,33.4,occasional,4,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4865,IRR-ZAM-2023-04865,Zambia,2023,0.96,semi-commercial,False,740.0,24.1,occasional,6,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4866,IRR-ETH-2023-04866,Ethiopia,2023,0.49,semi-commercial,False,1166.0,25.0,rare,6,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4867,IRR-KEN-2018-04867,Kenya,2018,1.6,subsistence,False,1178.0,22.8,rare,7,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4868,IRR-NIG-2018-04868,Nigeria,2018,0.37,semi-commercial,False,775.0,22.1,rare,5,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4869,IRR-NIG-2021-04869,Nigeria,2021,2.12,semi-commercial,True,929.0,26.5,rare,5,flood,rainwater_harvesting,diesel,cooperative,1.84,0.27,87.1,70.0,14,good,738.0,77.0,False,0.0,False,363.0,435.0,41.3,150.0,1.1,87.8,74.0,26.8,194.0,74.0,biweekly,visual,rice,59.6,1.78,2,6691.0,3627.0,False,False,False,0.0,6.9,good,low,False,False,False,1.2,traditional,moderate_burden
4870,IRR-BUR-2023-04870,Burkina Faso,2023,5.87,subsistence,False,767.0,23.9,rare,6,none,none,none,none,0.0,5.87,0.0,0.0,0,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,moderate_burden
4871,IRR-TAN-2019-04871,Tanzania,2019,1.48,subsistence,False,964.0,21.3,rare,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4872,IRR-ETH-2024-04872,Ethiopia,2024,1.03,semi-commercial,False,463.0,29.7,occasional,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4873,IRR-MAL-2023-04873,Mali,2023,1.93,semi-commercial,False,856.0,33.7,frequent,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4874,IRR-ETH-2022-04874,Ethiopia,2022,1.49,subsistence,False,713.0,29.4,frequent,5,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4875,IRR-NIG-2024-04875,Nigeria,2024,1.1,commercial,False,1313.0,26.9,occasional,5,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4876,IRR-GHA-2020-04876,Ghana,2020,2.45,semi-commercial,False,1068.0,21.3,occasional,3,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4877,IRR-NIG-2022-04877,Nigeria,2022,1.08,subsistence,False,994.0,21.9,occasional,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4878,IRR-NIG-2025-04878,Nigeria,2025,1.18,semi-commercial,False,1323.0,24.7,rare,6,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4879,IRR-NIG-2018-04879,Nigeria,2018,4.66,subsistence,False,1251.0,24.5,frequent,5,none,none,none,none,0.0,4.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,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,moderate_burden
4880,IRR-UGA-2025-04880,Uganda,2025,1.28,subsistence,False,821.0,29.2,rare,4,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4881,IRR-MAL-2024-04881,Malawi,2024,0.32,subsistence,False,1070.0,21.3,rare,6,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4882,IRR-KEN-2025-04882,Kenya,2025,0.6,subsistence,True,492.0,23.5,rare,4,manual,river,wind,government,0.4,0.21,65.6,15.0,18,good,79.0,4.0,True,42.0,True,484.0,575.0,57.3,277.0,1.74,80.6,85.5,39.5,0.0,32.0,weekly,calendar,cotton,36.4,2.11,3,1911.0,4835.0,False,True,False,0.0,0.0,good,low,False,False,False,0.7,traditional,moderate_burden
4883,IRR-ETH-2018-04883,Ethiopia,2018,2.47,subsistence,False,937.0,19.3,occasional,2,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4884,IRR-BUR-2023-04884,Burkina Faso,2023,0.7,commercial,False,1258.0,30.4,rare,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4885,IRR-BUR-2019-04885,Burkina Faso,2019,0.98,semi-commercial,False,568.0,30.3,occasional,3,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4886,IRR-ZAM-2018-04886,Zambia,2018,0.86,subsistence,False,514.0,23.5,occasional,5,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4887,IRR-TAN-2024-04887,Tanzania,2024,2.3,subsistence,False,1102.0,24.3,frequent,7,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4888,IRR-ZAM-2021-04888,Zambia,2021,1.24,subsistence,True,400.0,23.4,rare,5,flood,river,solar,private_company,1.04,0.2,84.0,38.0,7,good,418.0,22.0,False,0.0,False,769.0,519.0,47.6,366.0,1.33,81.1,86.0,33.2,0.0,42.0,biweekly,visual,rice,50.3,1.68,2,8034.0,7689.0,True,False,True,0.0,5.0,good,low,True,False,False,1.3,traditional,moderate_burden
4889,IRR-KEN-2021-04889,Kenya,2021,1.14,semi-commercial,False,1026.0,32.8,rare,6,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4890,IRR-MAL-2024-04890,Mali,2024,0.32,semi-commercial,True,807.0,34.4,occasional,6,flood,river,gravity,cooperative,0.12,0.2,37.1,4.0,9,good,48.0,3.0,False,0.0,False,784.0,541.0,39.8,312.0,1.91,92.4,75.4,27.8,0.0,5.0,as_needed,visual,maize,26.2,1.62,3,939.0,7837.0,False,False,False,0.0,0.0,good,low,True,False,False,1.1,traditional,moderate_burden
4891,IRR-NIG-2025-04891,Nigeria,2025,1.53,commercial,False,910.0,20.4,rare,3,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4892,IRR-ZAM-2018-04892,Zambia,2018,2.69,subsistence,False,1366.0,28.0,occasional,3,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4893,IRR-KEN-2024-04893,Kenya,2024,4.17,subsistence,True,932.0,15.8,occasional,6,sprinkler,groundwater,electric,individual,1.42,2.75,34.1,79.0,1,poor,2137.0,278.0,False,0.0,False,473.0,545.0,75.4,357.0,2.2,74.4,63.5,35.6,186.0,28.0,as_needed,visual,maize,53.4,1.21,1,6746.0,4734.0,True,False,False,58.9,24.2,poor,medium,False,False,False,1.9,modern,moderate_burden
4894,IRR-MAL-2020-04894,Malawi,2020,0.82,subsistence,False,930.0,30.5,occasional,3,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4895,IRR-GHA-2022-04895,Ghana,2022,1.22,subsistence,False,885.0,17.7,frequent,6,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4896,IRR-TAN-2022-04896,Tanzania,2022,0.49,subsistence,False,1385.0,31.3,occasional,2,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4897,IRR-MAL-2019-04897,Mali,2019,1.57,semi-commercial,False,1225.0,29.6,occasional,6,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4898,IRR-KEN-2020-04898,Kenya,2020,1.42,semi-commercial,False,919.0,21.5,frequent,6,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4899,IRR-NIG-2021-04899,Nigeria,2021,0.98,commercial,False,666.0,15.4,occasional,3,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4900,IRR-UGA-2022-04900,Uganda,2022,0.79,commercial,False,747.0,18.4,frequent,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4901,IRR-MAL-2018-04901,Mali,2018,0.65,subsistence,False,1147.0,16.2,frequent,7,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4902,IRR-BUR-2018-04902,Burkina Faso,2018,2.21,commercial,False,923.0,21.6,rare,4,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4903,IRR-NIG-2020-04903,Nigeria,2020,1.1,subsistence,False,637.0,15.7,occasional,6,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4904,IRR-GHA-2022-04904,Ghana,2022,2.08,subsistence,True,923.0,28.9,rare,5,flood,rainwater_harvesting,diesel,shared,0.64,1.44,30.8,31.0,14,fair,256.0,26.0,False,0.0,False,618.0,612.0,43.3,268.0,1.49,72.9,66.7,21.1,149.0,26.0,weekly,calendar,sugarcane,29.3,1.66,1,3953.0,6182.0,True,False,False,0.0,20.4,poor,low,False,False,False,0.8,traditional,moderate_burden
4905,IRR-UGA-2025-04905,Uganda,2025,4.86,semi-commercial,False,1077.0,22.6,frequent,4,none,none,none,none,0.0,4.86,0.0,0.0,0,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,moderate_burden
4906,IRR-TAN-2023-04906,Tanzania,2023,1.32,semi-commercial,False,814.0,32.2,occasional,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4907,IRR-MAL-2020-04907,Malawi,2020,1.02,subsistence,False,1334.0,21.6,rare,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4908,IRR-ZAM-2023-04908,Zambia,2023,1.58,semi-commercial,False,1108.0,15.5,occasional,5,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4909,IRR-BUR-2021-04909,Burkina Faso,2021,3.45,subsistence,False,609.0,25.3,rare,4,none,none,none,none,0.0,3.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4910,IRR-MAL-2022-04910,Mali,2022,1.51,subsistence,False,855.0,19.2,occasional,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4911,IRR-NIG-2020-04911,Nigeria,2020,0.69,subsistence,True,400.0,27.0,occasional,5,sprinkler,lake,diesel,shared,0.62,0.07,89.8,36.0,19,poor,935.0,131.0,True,353.0,False,555.0,591.0,72.9,404.0,2.49,93.4,60.6,41.3,87.0,12.0,daily,soil_moisture,fruits,35.8,2.42,2,3458.0,5548.0,False,True,False,0.0,5.5,poor,medium,True,False,False,7.5,modern,moderate_burden
4912,IRR-MAL-2019-04912,Malawi,2019,0.48,subsistence,False,859.0,17.5,frequent,7,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4913,IRR-ZAM-2021-04913,Zambia,2021,3.76,subsistence,False,1190.0,33.8,occasional,7,none,none,none,none,0.0,3.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4914,IRR-UGA-2022-04914,Uganda,2022,1.05,semi-commercial,False,934.0,18.2,rare,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4915,IRR-MAL-2019-04915,Mali,2019,2.65,semi-commercial,False,1369.0,33.7,occasional,5,none,none,none,none,0.0,2.65,0.0,0.0,0,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,moderate_burden
4916,IRR-BUR-2023-04916,Burkina Faso,2023,3.14,subsistence,True,1183.0,23.9,rare,4,flood,river,electric,government,2.91,0.24,92.5,119.0,2,good,1163.0,152.0,True,494.0,False,646.0,677.0,48.8,315.0,2.08,79.7,65.1,25.4,302.0,116.0,weekly,calendar,maize,30.3,1.7,1,18769.0,6456.0,True,True,False,0.0,13.7,good,low,True,False,False,2.4,traditional,moderate_burden
4917,IRR-NIG-2025-04917,Nigeria,2025,2.04,subsistence,False,998.0,29.7,frequent,5,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4918,IRR-BUR-2020-04918,Burkina Faso,2020,1.49,subsistence,False,1073.0,33.0,frequent,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4919,IRR-ZAM-2024-04919,Zambia,2024,0.51,subsistence,True,949.0,34.9,occasional,7,flood,wetland,solar,individual,0.28,0.24,53.8,12.0,10,fair,110.0,6.0,False,0.0,False,598.0,523.0,44.5,266.0,1.58,80.0,70.4,25.0,0.0,11.0,weekly,weather_based,rice,29.9,1.84,2,1651.0,5981.0,False,True,False,0.0,5.9,poor,low,False,False,False,1.4,traditional,moderate_burden
4920,IRR-ZAM-2021-04920,Zambia,2021,0.54,semi-commercial,False,846.0,34.3,rare,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4921,IRR-ETH-2021-04921,Ethiopia,2021,1.57,subsistence,False,1339.0,28.5,occasional,6,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4922,IRR-TAN-2023-04922,Tanzania,2023,1.26,semi-commercial,False,542.0,34.5,frequent,4,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4923,IRR-MAL-2020-04923,Mali,2020,3.26,subsistence,False,1177.0,18.4,frequent,4,none,none,none,none,0.0,3.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4924,IRR-NIG-2021-04924,Nigeria,2021,0.8,semi-commercial,False,966.0,26.3,rare,5,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4925,IRR-KEN-2023-04925,Kenya,2023,1.0,subsistence,True,794.0,30.7,occasional,2,manual,lake,gravity,cooperative,0.33,0.67,33.2,18.0,3,good,66.0,6.0,False,0.0,True,750.0,424.0,51.8,388.0,2.28,90.2,63.9,29.8,0.0,26.0,as_needed,visual,cotton,29.9,1.48,1,2480.0,7499.0,False,False,False,0.0,0.0,good,low,False,False,False,0.4,traditional,moderate_burden
4926,IRR-TAN-2020-04926,Tanzania,2020,1.13,subsistence,False,1208.0,31.7,frequent,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4927,IRR-MAL-2025-04927,Malawi,2025,3.7,semi-commercial,False,1135.0,20.3,occasional,4,none,none,none,none,0.0,3.7,0.0,0.0,0,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,moderate_burden
4928,IRR-BUR-2025-04928,Burkina Faso,2025,1.29,commercial,False,732.0,15.1,rare,7,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4929,IRR-TAN-2022-04929,Tanzania,2022,1.74,subsistence,False,899.0,16.1,rare,4,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4930,IRR-ZAM-2019-04930,Zambia,2019,0.87,semi-commercial,False,618.0,17.0,rare,5,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4931,IRR-NIG-2023-04931,Nigeria,2023,2.57,semi-commercial,True,1474.0,32.7,frequent,3,flood,rainwater_harvesting,solar,shared,2.0,0.57,77.8,106.0,9,good,799.0,102.0,False,0.0,False,318.0,585.0,49.3,157.0,1.88,78.7,75.2,29.2,0.0,80.0,biweekly,visual,vegetables,34.2,1.89,1,6359.0,3182.0,False,False,False,0.0,15.7,good,low,False,True,False,1.8,traditional,moderate_burden
4932,IRR-ZAM-2023-04932,Zambia,2023,0.95,semi-commercial,False,1001.0,20.6,occasional,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4933,IRR-KEN-2021-04933,Kenya,2021,3.2,subsistence,False,1011.0,20.8,occasional,4,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4934,IRR-MAL-2019-04934,Mali,2019,2.03,subsistence,False,1107.0,29.0,rare,7,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4935,IRR-MAL-2021-04935,Mali,2021,2.3,semi-commercial,True,505.0,32.0,frequent,5,flood,reservoir,gravity,cooperative,1.55,0.75,67.3,86.0,1,poor,619.0,70.0,False,0.0,False,399.0,532.0,39.8,159.0,2.08,92.4,89.2,32.8,0.0,62.0,weekly,calendar,rice,37.0,2.33,2,6168.0,3986.0,False,True,False,0.0,0.0,poor,low,False,True,False,1.5,traditional,moderate_burden
4936,IRR-BUR-2022-04936,Burkina Faso,2022,2.22,semi-commercial,False,691.0,31.2,occasional,6,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4937,IRR-MAL-2019-04937,Malawi,2019,1.81,subsistence,False,1119.0,18.8,frequent,7,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4938,IRR-TAN-2022-04938,Tanzania,2022,1.15,subsistence,False,563.0,26.2,occasional,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4939,IRR-BUR-2025-04939,Burkina Faso,2025,0.33,subsistence,False,961.0,20.7,occasional,3,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4940,IRR-ZAM-2018-04940,Zambia,2018,1.32,semi-commercial,False,1153.0,17.7,rare,7,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4941,IRR-TAN-2024-04941,Tanzania,2024,3.5,subsistence,False,761.0,31.2,frequent,3,none,none,none,none,0.0,3.5,0.0,0.0,0,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,True,False,0.0,none,moderate_burden
4942,IRR-UGA-2025-04942,Uganda,2025,1.12,commercial,False,974.0,15.1,rare,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4943,IRR-ETH-2023-04943,Ethiopia,2023,2.19,semi-commercial,False,976.0,26.6,rare,2,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4944,IRR-MAL-2024-04944,Mali,2024,0.7,semi-commercial,False,1045.0,15.2,rare,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4945,IRR-GHA-2022-04945,Ghana,2022,0.5,semi-commercial,False,848.0,25.7,occasional,3,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4946,IRR-BUR-2025-04946,Burkina Faso,2025,1.34,semi-commercial,False,1110.0,16.6,occasional,3,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4947,IRR-TAN-2019-04947,Tanzania,2019,1.5,semi-commercial,False,962.0,34.6,occasional,4,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4948,IRR-ETH-2021-04948,Ethiopia,2021,0.64,commercial,False,1122.0,28.6,occasional,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4949,IRR-UGA-2022-04949,Uganda,2022,1.86,commercial,False,1133.0,31.1,occasional,7,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4950,IRR-NIG-2020-04950,Nigeria,2020,0.6,subsistence,False,799.0,27.7,rare,3,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4951,IRR-ETH-2018-04951,Ethiopia,2018,1.32,subsistence,False,686.0,33.0,rare,2,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4952,IRR-ETH-2022-04952,Ethiopia,2022,0.91,commercial,False,532.0,24.4,rare,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4953,IRR-TAN-2020-04953,Tanzania,2020,2.11,semi-commercial,False,620.0,26.1,occasional,3,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4954,IRR-MAL-2022-04954,Malawi,2022,0.83,commercial,False,1008.0,32.2,occasional,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4955,IRR-ETH-2022-04955,Ethiopia,2022,4.0,subsistence,False,1096.0,32.9,rare,2,none,none,none,none,0.0,4.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4956,IRR-GHA-2022-04956,Ghana,2022,0.2,semi-commercial,True,1066.0,33.6,occasional,7,drip,river,solar,shared,0.19,0.01,92.9,11.0,11,fair,465.0,27.0,False,0.0,False,553.0,504.0,93.8,518.0,2.0,70.4,90.5,59.7,0.0,3.0,weekly,visual,maize,33.5,1.83,1,1028.0,5528.0,False,False,False,0.0,11.9,poor,high,False,False,False,13.9,modern,moderate_burden
4957,IRR-ZAM-2024-04957,Zambia,2024,0.98,subsistence,False,830.0,22.4,occasional,2,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4958,IRR-BUR-2024-04958,Burkina Faso,2024,2.57,subsistence,False,945.0,31.3,rare,2,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4959,IRR-MAL-2020-04959,Malawi,2020,2.61,semi-commercial,False,931.0,31.4,rare,5,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4960,IRR-ZAM-2018-04960,Zambia,2018,3.68,subsistence,False,880.0,32.9,frequent,2,none,none,none,none,0.0,3.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4961,IRR-MAL-2024-04961,Mali,2024,1.53,subsistence,False,571.0,32.8,frequent,2,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4962,IRR-MAL-2022-04962,Malawi,2022,0.68,semi-commercial,False,804.0,30.4,occasional,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4963,IRR-BUR-2021-04963,Burkina Faso,2021,3.83,semi-commercial,False,686.0,33.7,rare,2,none,none,none,none,0.0,3.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4964,IRR-MAL-2024-04964,Mali,2024,3.47,semi-commercial,False,1202.0,32.2,occasional,5,none,none,none,none,0.0,3.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4965,IRR-GHA-2021-04965,Ghana,2021,1.44,semi-commercial,False,856.0,17.9,frequent,6,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4966,IRR-TAN-2018-04966,Tanzania,2018,0.63,subsistence,False,1239.0,27.0,frequent,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4967,IRR-BUR-2018-04967,Burkina Faso,2018,1.68,subsistence,False,1173.0,25.1,frequent,6,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4968,IRR-BUR-2020-04968,Burkina Faso,2020,1.34,semi-commercial,False,639.0,18.3,frequent,2,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4969,IRR-MAL-2022-04969,Mali,2022,6.05,subsistence,False,979.0,31.2,rare,7,none,none,none,none,0.0,6.05,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4970,IRR-MAL-2019-04970,Mali,2019,0.84,semi-commercial,False,996.0,33.1,occasional,2,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4971,IRR-MAL-2018-04971,Malawi,2018,1.5,subsistence,False,810.0,30.1,occasional,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4972,IRR-UGA-2024-04972,Uganda,2024,0.76,subsistence,False,966.0,19.6,rare,7,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4973,IRR-MAL-2025-04973,Malawi,2025,1.15,subsistence,True,821.0,27.8,occasional,7,drip,rainwater_harvesting,diesel,cooperative,0.81,0.34,70.8,34.0,16,good,2033.0,239.0,False,0.0,False,509.0,502.0,92.2,470.0,1.35,93.1,75.8,65.1,155.0,12.0,biweekly,visual,maize,27.1,1.27,2,4144.0,5095.0,True,False,False,0.0,3.6,good,high,False,False,False,13.1,modern,moderate_burden
4974,IRR-BUR-2019-04974,Burkina Faso,2019,3.53,commercial,False,1076.0,20.3,frequent,2,none,none,none,none,0.0,3.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4975,IRR-ZAM-2022-04975,Zambia,2022,0.88,semi-commercial,False,825.0,19.1,occasional,5,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4976,IRR-MAL-2018-04976,Mali,2018,0.48,subsistence,False,653.0,25.2,occasional,3,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4977,IRR-KEN-2023-04977,Kenya,2023,0.74,subsistence,False,1209.0,15.3,rare,7,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4978,IRR-MAL-2021-04978,Malawi,2021,0.66,subsistence,False,567.0,23.0,occasional,3,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4979,IRR-UGA-2023-04979,Uganda,2023,2.98,subsistence,False,1080.0,34.4,rare,7,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4980,IRR-BUR-2022-04980,Burkina Faso,2022,0.49,subsistence,False,988.0,31.7,rare,3,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4981,IRR-MAL-2018-04981,Malawi,2018,0.37,semi-commercial,False,1658.0,29.3,occasional,3,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4982,IRR-GHA-2023-04982,Ghana,2023,1.77,semi-commercial,False,467.0,21.4,occasional,6,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4983,IRR-MAL-2021-04983,Mali,2021,0.92,subsistence,False,654.0,16.9,occasional,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4984,IRR-MAL-2020-04984,Malawi,2020,3.23,subsistence,False,858.0,25.6,frequent,7,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4985,IRR-ZAM-2019-04985,Zambia,2019,0.69,semi-commercial,True,472.0,30.8,occasional,3,drip,lake,gravity,individual,0.67,0.02,97.2,23.0,3,fair,1677.0,201.0,True,572.0,False,445.0,467.0,93.0,413.0,2.36,71.8,86.3,57.6,0.0,10.0,daily,calendar,horticulture,41.0,1.29,2,2983.0,4446.0,False,False,False,0.0,0.0,poor,high,False,False,False,11.8,modern,moderate_burden
4986,IRR-MAL-2023-04986,Malawi,2023,0.42,subsistence,False,1218.0,32.8,frequent,7,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4987,IRR-ETH-2021-04987,Ethiopia,2021,1.39,subsistence,False,675.0,24.8,occasional,3,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4988,IRR-BUR-2022-04988,Burkina Faso,2022,1.04,subsistence,False,639.0,29.8,rare,7,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4989,IRR-TAN-2024-04989,Tanzania,2024,0.31,subsistence,False,1043.0,34.3,rare,4,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4990,IRR-KEN-2021-04990,Kenya,2021,0.66,subsistence,False,1055.0,15.1,occasional,6,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4991,IRR-ETH-2022-04991,Ethiopia,2022,2.0,subsistence,False,662.0,15.4,occasional,3,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4992,IRR-MAL-2023-04992,Mali,2023,1.23,subsistence,False,843.0,21.2,frequent,2,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4993,IRR-NIG-2018-04993,Nigeria,2018,1.78,commercial,False,759.0,28.3,occasional,3,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4994,IRR-BUR-2018-04994,Burkina Faso,2018,2.12,semi-commercial,False,927.0,18.0,frequent,2,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,moderate_burden
4995,IRR-MAL-2022-04995,Malawi,2022,1.43,subsistence,False,721.0,18.5,occasional,2,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4996,IRR-MAL-2022-04996,Mali,2022,0.59,subsistence,False,651.0,29.6,occasional,7,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,moderate_burden
4997,IRR-ETH-2022-04997,Ethiopia,2022,1.41,subsistence,False,949.0,16.7,occasional,7,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4998,IRR-NIG-2025-04998,Nigeria,2025,1.21,subsistence,False,940.0,31.6,rare,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
4999,IRR-MAL-2019-04999,Mali,2019,2.98,commercial,False,1169.0,30.7,occasional,4,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden
5000,IRR-ZAM-2021-05000,Zambia,2021,0.47,subsistence,False,941.0,31.4,rare,4,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,moderate_burden