Split (1)

train · 15k rows

record_id int64 1 6k	irrigation_id stringlengths 18 18	country stringclasses 10 values	year int64 2.02k 2.03k	farm_size_ha float64 0.2 23.6	farm_type stringclasses 3 values	has_irrigation bool 2 classes	annual_rainfall_mm float64 400 2k	rainfall_variability_pct float64 15 35	drought_frequency stringclasses 3 values	water_stress_months int64 2 7	irrigation_type stringclasses 7 values	water_source stringclasses 7 values	energy_source stringclasses 7 values	ownership stringclasses 6 values	area_irrigated_ha float64 0 10.1	rainfed_area_ha float64 0 23.6	irrigation_pct float64 0 99.9	irrigation_capacity_m3_day float64 0 444	system_age_years int64 0 19	system_condition stringclasses 5 values	installation_cost_usd float64 0 19.1k	annual_maintenance_usd float64 0 2.51k	subsidy_received bool 2 classes	subsidy_amount_usd float64 0 6.71k	financing_access bool 2 classes	water_applied_mm float64 0 800	crop_water_requirement_mm float64 400 700	application_efficiency_pct float64 0 95	effective_water_mm float64 0 757	water_productivity_kg_m3 float64 0 2.5	conveyance_efficiency_pct float64 0 95	distribution_uniformity_pct float64 0 95	irrigation_efficiency_index float64 0 84.8	energy_cost_usd_season float64 0 2.19k	labor_hours_season float64 0 441	irrigation_frequency stringclasses 5 values	scheduling_method stringclasses 5 values	primary_crop stringclasses 7 values	yield_increase_pct float64 0 60	cropping_intensity float64 1 2.5	seasons_irrigated int64 0 3	total_water_use_m3 float64 0 58.3k	water_withdrawal_m3_ha float64 0 8k	water_user_association bool 2 classes	permit_obtained bool 2 classes	water_conflicts bool 2 classes	groundwater_depth_m float64 0 79.9	pump_capacity_hp float64 0 25	maintenance_quality stringclasses 3 values	technology_level stringclasses 4 values	technical_support bool 2 classes	water_scarcity_impact bool 2 classes	expansion_potential bool 2 classes	investment_return_years float64 0 44.5	irrigation_category stringclasses 3 values	scenario stringclasses 3 values
1,001	IRR-KEN-2019-01001	Kenya	2,019	2.22	commercial	false	715	29.5	rare	6	none	none	none	none	0	2.22	0	0	0	na	0	0	false	0	false	0	666	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,002	IRR-TAN-2018-01002	Tanzania	2,018	1.15	subsistence	false	953	18.7	occasional	4	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	590	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,003	IRR-KEN-2025-01003	Kenya	2,025	1.02	commercial	false	1,151	26.2	frequent	2	none	none	none	none	0	1.02	0	0	0	na	0	0	false	0	false	0	643	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,004	IRR-MAL-2023-01004	Malawi	2,023	5.34	subsistence	false	579	25.8	frequent	2	none	none	none	none	0	5.34	0	0	0	na	0	0	false	0	false	0	620	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,005	IRR-ZAM-2020-01005	Zambia	2,020	2.67	semi-commercial	false	479	28.5	rare	2	none	none	none	none	0	2.67	0	0	0	na	0	0	false	0	false	0	648	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,006	IRR-BUR-2022-01006	Burkina Faso	2,022	1.12	subsistence	false	735	18.5	rare	2	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	488	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,007	IRR-GHA-2024-01007	Ghana	2,024	2.09	semi-commercial	false	941	19.3	occasional	4	none	none	none	none	0	2.09	0	0	0	na	0	0	false	0	false	0	521	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,008	IRR-BUR-2023-01008	Burkina Faso	2,023	4.37	subsistence	false	849	25.8	occasional	7	none	none	none	none	0	4.37	0	0	0	na	0	0	false	0	false	0	541	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,009	IRR-UGA-2021-01009	Uganda	2,021	1.26	semi-commercial	false	726	23.6	occasional	5	none	none	none	none	0	1.26	0	0	0	na	0	0	false	0	false	0	614	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,010	IRR-BUR-2023-01010	Burkina Faso	2,023	2.04	subsistence	true	1,077	18.6	occasional	7	flood	reservoir	solar	individual	1.13	0.91	55.4	34	10	fair	453	30	false	0	false	639	582	48.8	312	2.47	74.4	81.4	29.5	0	45	weekly	soil_moisture	vegetables	23.1	1.28	1	7,239	6,390	false	false	false	0	8.1	poor	low	true	false	false	1.9	traditional	high_burden
1,011	IRR-NIG-2025-01011	Nigeria	2,025	0.67	subsistence	false	850	26.7	occasional	6	none	none	none	none	0	0.67	0	0	0	na	0	0	false	0	false	0	487	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,012	IRR-NIG-2022-01012	Nigeria	2,022	1.09	subsistence	false	880	32.7	occasional	5	none	none	none	none	0	1.09	0	0	0	na	0	0	false	0	false	0	551	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,013	IRR-KEN-2021-01013	Kenya	2,021	0.24	semi-commercial	false	749	16.1	occasional	5	none	none	none	none	0	0.24	0	0	0	na	0	0	false	0	false	0	404	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,014	IRR-TAN-2021-01014	Tanzania	2,021	4.46	subsistence	false	1,502	24.6	occasional	2	none	none	none	none	0	4.46	0	0	0	na	0	0	false	0	false	0	574	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,015	IRR-BUR-2022-01015	Burkina Faso	2,022	1.32	semi-commercial	false	559	16.6	rare	7	none	none	none	none	0	1.32	0	0	0	na	0	0	false	0	false	0	443	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,016	IRR-KEN-2019-01016	Kenya	2,019	1.52	semi-commercial	false	883	16.5	occasional	5	none	none	none	none	0	1.52	0	0	0	na	0	0	false	0	false	0	570	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,017	IRR-MAL-2020-01017	Malawi	2,020	3.52	subsistence	false	1,015	17.3	occasional	2	none	none	none	none	0	3.52	0	0	0	na	0	0	false	0	false	0	462	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,018	IRR-KEN-2025-01018	Kenya	2,025	0.51	subsistence	false	846	34.1	occasional	6	none	none	none	none	0	0.51	0	0	0	na	0	0	false	0	false	0	428	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,019	IRR-MAL-2023-01019	Malawi	2,023	3.51	subsistence	false	830	17.4	rare	2	none	none	none	none	0	3.51	0	0	0	na	0	0	false	0	false	0	424	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,020	IRR-ZAM-2020-01020	Zambia	2,020	1.32	subsistence	false	763	26.1	frequent	2	none	none	none	none	0	1.32	0	0	0	na	0	0	false	0	false	0	424	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,021	IRR-BUR-2022-01021	Burkina Faso	2,022	0.47	semi-commercial	false	552	15.7	occasional	3	none	none	none	none	0	0.47	0	0	0	na	0	0	false	0	false	0	490	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,022	IRR-NIG-2025-01022	Nigeria	2,025	3.29	subsistence	false	625	30.1	rare	5	none	none	none	none	0	3.29	0	0	0	na	0	0	false	0	false	0	424	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,023	IRR-MAL-2025-01023	Malawi	2,025	2.81	subsistence	false	1,157	29.5	rare	6	none	none	none	none	0	2.81	0	0	0	na	0	0	false	0	false	0	689	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,024	IRR-BUR-2024-01024	Burkina Faso	2,024	1.38	semi-commercial	false	733	25.9	rare	5	none	none	none	none	0	1.38	0	0	0	na	0	0	false	0	false	0	694	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,025	IRR-GHA-2023-01025	Ghana	2,023	1.65	semi-commercial	true	940	20.2	frequent	5	flood	groundwater	solar	government	0.96	0.69	58.1	45	17	fair	384	35	false	0	false	791	633	44.2	350	1.02	74.3	76.5	25.1	0	38	biweekly	calendar	rice	36.1	2.39	1	7,586	7,907	false	false	false	10.1	11.7	poor	low	false	true	false	1.3	traditional	high_burden
1,026	IRR-GHA-2021-01026	Ghana	2,021	2.36	subsistence	false	797	17.2	occasional	2	none	none	none	none	0	2.36	0	0	0	na	0	0	false	0	false	0	507	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,027	IRR-ETH-2025-01027	Ethiopia	2,025	0.71	subsistence	true	935	23.5	rare	5	drip	lake	solar	individual	0.51	0.21	71	22	6	fair	1,265	66	true	409	false	409	477	91.4	374	2.12	81.7	80.5	60.1	0	8	biweekly	visual	vegetables	30	1.47	2	2,071	4,092	false	false	true	0	3.9	poor	high	true	false	false	11.8	modern	high_burden
1,028	IRR-TAN-2020-01028	Tanzania	2,020	3.85	subsistence	false	1,178	30.2	occasional	6	none	none	none	none	0	3.85	0	0	0	na	0	0	false	0	false	0	489	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,029	IRR-GHA-2018-01029	Ghana	2,018	1.02	semi-commercial	false	1,059	27.4	frequent	2	none	none	none	none	0	1.02	0	0	0	na	0	0	false	0	false	0	534	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,030	IRR-TAN-2018-01030	Tanzania	2,018	2.22	subsistence	false	869	25.1	occasional	7	none	none	none	none	0	2.22	0	0	0	na	0	0	false	0	false	0	652	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,031	IRR-TAN-2020-01031	Tanzania	2,020	0.89	semi-commercial	false	1,077	22.9	frequent	2	none	none	none	none	0	0.89	0	0	0	na	0	0	false	0	false	0	413	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,032	IRR-BUR-2019-01032	Burkina Faso	2,019	1.24	semi-commercial	false	1,019	32.3	frequent	6	none	none	none	none	0	1.24	0	0	0	na	0	0	false	0	false	0	529	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,033	IRR-ETH-2021-01033	Ethiopia	2,021	4.86	semi-commercial	false	916	33.1	frequent	7	none	none	none	none	0	4.86	0	0	0	na	0	0	false	0	false	0	613	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,034	IRR-MAL-2019-01034	Mali	2,019	3.03	semi-commercial	false	596	34	rare	3	none	none	none	none	0	3.03	0	0	0	na	0	0	false	0	false	0	621	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,035	IRR-ETH-2022-01035	Ethiopia	2,022	1.37	subsistence	true	1,443	20.5	frequent	2	flood	lake	electric	individual	0.56	0.81	41.1	22	5	excellent	225	33	false	0	false	424	624	41.6	176	0.99	71.9	89.4	26.7	51	22	daily	weather_based	horticulture	34.8	1.22	2	2,382	4,240	false	false	false	0	20.9	good	low	true	true	false	0.9	traditional	high_burden
1,036	IRR-MAL-2025-01036	Malawi	2,025	1.54	commercial	false	669	27.2	frequent	4	none	none	none	none	0	1.54	0	0	0	na	0	0	false	0	false	0	531	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,037	IRR-MAL-2020-01037	Mali	2,020	0.85	semi-commercial	false	1,003	22.9	occasional	6	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	477	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,038	IRR-UGA-2020-01038	Uganda	2,020	3.25	subsistence	false	758	22.5	rare	4	none	none	none	none	0	3.25	0	0	0	na	0	0	false	0	false	0	533	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,039	IRR-TAN-2019-01039	Tanzania	2,019	0.98	semi-commercial	false	961	27.5	rare	7	none	none	none	none	0	0.98	0	0	0	na	0	0	false	0	false	0	572	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,040	IRR-NIG-2019-01040	Nigeria	2,019	0.82	semi-commercial	false	627	29.8	rare	7	none	none	none	none	0	0.82	0	0	0	na	0	0	false	0	false	0	419	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,041	IRR-ETH-2019-01041	Ethiopia	2,019	1.11	semi-commercial	false	432	34.2	occasional	7	none	none	none	none	0	1.11	0	0	0	na	0	0	false	0	false	0	677	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,042	IRR-MAL-2020-01042	Mali	2,020	1.94	subsistence	false	757	32.1	occasional	3	none	none	none	none	0	1.94	0	0	0	na	0	0	false	0	false	0	507	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,043	IRR-BUR-2021-01043	Burkina Faso	2,021	3.55	subsistence	false	728	24.4	rare	2	none	none	none	none	0	3.55	0	0	0	na	0	0	false	0	false	0	667	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,044	IRR-GHA-2023-01044	Ghana	2,023	2.03	subsistence	false	1,122	29.4	occasional	7	none	none	none	none	0	2.03	0	0	0	na	0	0	false	0	false	0	427	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,045	IRR-ZAM-2019-01045	Zambia	2,019	1.67	subsistence	false	1,040	34.8	rare	7	none	none	none	none	0	1.67	0	0	0	na	0	0	false	0	false	0	504	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,046	IRR-ETH-2019-01046	Ethiopia	2,019	0.43	subsistence	false	782	17.8	rare	4	none	none	none	none	0	0.43	0	0	0	na	0	0	false	0	false	0	594	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,047	IRR-NIG-2019-01047	Nigeria	2,019	1.39	semi-commercial	false	608	30.9	occasional	2	none	none	none	none	0	1.39	0	0	0	na	0	0	false	0	false	0	644	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,048	IRR-KEN-2019-01048	Kenya	2,019	0.35	subsistence	true	778	24.7	rare	2	sprinkler	groundwater	gravity	private_company	0.2	0.15	56.9	10	17	good	300	41	true	160	false	660	445	81	535	1.25	74.9	89.6	54.3	0	4	as_needed	visual	fruits	37.8	1.58	3	1,320	6,602	true	true	false	25.8	0	good	medium	true	false	true	4.5	modern	high_burden
1,049	IRR-MAL-2023-01049	Malawi	2,023	0.72	subsistence	false	770	24.4	rare	4	none	none	none	none	0	0.72	0	0	0	na	0	0	false	0	false	0	529	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,050	IRR-BUR-2022-01050	Burkina Faso	2,022	1.25	semi-commercial	true	893	15.6	rare	3	surface	lake	diesel	individual	1.19	0.06	95.3	50	12	excellent	954	77	false	0	false	782	548	54.8	428	1.72	75.2	72.9	30	210	36	as_needed	calendar	rice	54.4	1.26	1	9,321	7,817	false	false	false	0	17.3	good	low	false	false	false	2.8	traditional	high_burden
1,051	IRR-UGA-2021-01051	Uganda	2,021	3.31	semi-commercial	false	1,389	30.2	occasional	6	none	none	none	none	0	3.31	0	0	0	na	0	0	false	0	false	0	527	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,052	IRR-MAL-2019-01052	Mali	2,019	0.61	subsistence	false	450	32.5	occasional	5	none	none	none	none	0	0.61	0	0	0	na	0	0	false	0	false	0	540	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,053	IRR-TAN-2021-01053	Tanzania	2,021	2.67	commercial	false	950	24	occasional	3	none	none	none	none	0	2.67	0	0	0	na	0	0	false	0	false	0	478	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,054	IRR-MAL-2019-01054	Mali	2,019	3	semi-commercial	false	978	25	rare	6	none	none	none	none	0	3	0	0	0	na	0	0	false	0	false	0	422	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,055	IRR-GHA-2020-01055	Ghana	2,020	1.76	commercial	false	694	21.3	occasional	3	none	none	none	none	0	1.76	0	0	0	na	0	0	false	0	false	0	513	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,056	IRR-KEN-2023-01056	Kenya	2,023	1.1	subsistence	false	866	27.7	occasional	7	none	none	none	none	0	1.1	0	0	0	na	0	0	false	0	false	0	436	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,057	IRR-GHA-2021-01057	Ghana	2,021	1.14	semi-commercial	true	1,020	34.6	rare	2	flood	groundwater	diesel	individual	0.65	0.49	56.7	30	16	good	259	37	false	0	false	565	674	44.5	251	1.47	82.9	73.4	27.1	74	26	weekly	soil_moisture	fruits	54.1	2.09	2	3,666	5,651	false	false	false	14.3	10.3	good	low	false	false	true	0.8	traditional	high_burden
1,058	IRR-ZAM-2019-01058	Zambia	2,019	3.78	subsistence	false	1,128	21.3	frequent	6	none	none	none	none	0	3.78	0	0	0	na	0	0	false	0	false	0	543	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,059	IRR-ETH-2021-01059	Ethiopia	2,021	1.16	subsistence	false	1,127	23.1	rare	7	none	none	none	none	0	1.16	0	0	0	na	0	0	false	0	false	0	611	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,060	IRR-UGA-2018-01060	Uganda	2,018	0.69	subsistence	false	740	26.3	occasional	7	none	none	none	none	0	0.69	0	0	0	na	0	0	false	0	false	0	481	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,061	IRR-NIG-2022-01061	Nigeria	2,022	2.28	subsistence	false	1,019	15.5	occasional	3	none	none	none	none	0	2.28	0	0	0	na	0	0	false	0	false	0	538	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,062	IRR-MAL-2019-01062	Mali	2,019	0.74	commercial	false	896	17.1	occasional	3	none	none	none	none	0	0.74	0	0	0	na	0	0	false	0	false	0	610	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,063	IRR-ETH-2025-01063	Ethiopia	2,025	0.67	subsistence	false	819	26.4	occasional	5	none	none	none	none	0	0.67	0	0	0	na	0	0	false	0	false	0	610	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,064	IRR-TAN-2020-01064	Tanzania	2,020	2.75	subsistence	false	725	18	occasional	6	none	none	none	none	0	2.75	0	0	0	na	0	0	false	0	false	0	465	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,065	IRR-BUR-2022-01065	Burkina Faso	2,022	0.68	subsistence	false	667	34.7	rare	4	none	none	none	none	0	0.68	0	0	0	na	0	0	false	0	false	0	630	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,066	IRR-NIG-2019-01066	Nigeria	2,019	0.27	subsistence	false	910	34.2	occasional	3	none	none	none	none	0	0.27	0	0	0	na	0	0	false	0	false	0	465	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,067	IRR-MAL-2019-01067	Malawi	2,019	0.57	subsistence	false	1,227	26.3	rare	3	none	none	none	none	0	0.57	0	0	0	na	0	0	false	0	false	0	505	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,068	IRR-ZAM-2024-01068	Zambia	2,024	0.66	subsistence	false	803	28.3	occasional	2	none	none	none	none	0	0.66	0	0	0	na	0	0	false	0	false	0	699	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,069	IRR-MAL-2024-01069	Malawi	2,024	0.85	subsistence	false	766	17	frequent	7	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	511	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,070	IRR-MAL-2025-01070	Malawi	2,025	1.15	semi-commercial	false	1,020	34.6	occasional	4	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	401	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,071	IRR-MAL-2024-01071	Mali	2,024	1.21	subsistence	false	948	31.5	occasional	6	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	669	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,072	IRR-NIG-2020-01072	Nigeria	2,020	1.69	subsistence	false	648	25.2	frequent	2	none	none	none	none	0	1.69	0	0	0	na	0	0	false	0	false	0	602	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,073	IRR-UGA-2025-01073	Uganda	2,025	0.56	subsistence	false	1,274	31.3	rare	4	none	none	none	none	0	0.56	0	0	0	na	0	0	false	0	false	0	569	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,074	IRR-UGA-2025-01074	Uganda	2,025	0.59	semi-commercial	false	726	21.2	frequent	2	none	none	none	none	0	0.59	0	0	0	na	0	0	false	0	false	0	635	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,075	IRR-MAL-2018-01075	Malawi	2,018	2.57	semi-commercial	false	450	31.5	rare	4	none	none	none	none	0	2.57	0	0	0	na	0	0	false	0	false	0	574	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,076	IRR-GHA-2024-01076	Ghana	2,024	1.55	subsistence	false	554	15.8	rare	3	none	none	none	none	0	1.55	0	0	0	na	0	0	false	0	false	0	438	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,077	IRR-UGA-2022-01077	Uganda	2,022	1.49	subsistence	false	1,159	25.8	rare	5	none	none	none	none	0	1.49	0	0	0	na	0	0	false	0	false	0	487	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,078	IRR-BUR-2024-01078	Burkina Faso	2,024	2.67	commercial	false	937	30.8	occasional	2	none	none	none	none	0	2.67	0	0	0	na	0	0	false	0	false	0	428	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,079	IRR-KEN-2024-01079	Kenya	2,024	0.42	commercial	false	925	28.2	occasional	6	none	none	none	none	0	0.42	0	0	0	na	0	0	false	0	false	0	444	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,080	IRR-ZAM-2022-01080	Zambia	2,022	1.66	subsistence	false	559	21.4	rare	5	none	none	none	none	0	1.66	0	0	0	na	0	0	false	0	false	0	652	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,081	IRR-ZAM-2018-01081	Zambia	2,018	1.2	semi-commercial	false	703	18.6	frequent	3	none	none	none	none	0	1.2	0	0	0	na	0	0	false	0	false	0	654	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,082	IRR-GHA-2018-01082	Ghana	2,018	1.24	subsistence	false	887	32.1	occasional	6	none	none	none	none	0	1.24	0	0	0	na	0	0	false	0	false	0	432	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,083	IRR-GHA-2023-01083	Ghana	2,023	2.06	subsistence	false	1,076	17.3	occasional	3	none	none	none	none	0	2.06	0	0	0	na	0	0	false	0	false	0	563	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,084	IRR-KEN-2019-01084	Kenya	2,019	0.61	semi-commercial	false	1,094	18.4	occasional	5	none	none	none	none	0	0.61	0	0	0	na	0	0	false	0	false	0	614	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,085	IRR-BUR-2024-01085	Burkina Faso	2,024	1.93	subsistence	false	1,314	21.4	frequent	5	none	none	none	none	0	1.93	0	0	0	na	0	0	false	0	false	0	558	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,086	IRR-UGA-2019-01086	Uganda	2,019	1.02	semi-commercial	false	812	30.9	occasional	7	none	none	none	none	0	1.02	0	0	0	na	0	0	false	0	false	0	462	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,087	IRR-UGA-2020-01087	Uganda	2,020	3.73	subsistence	false	1,000	29	rare	2	none	none	none	none	0	3.73	0	0	0	na	0	0	false	0	false	0	528	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,088	IRR-MAL-2020-01088	Mali	2,020	5.14	subsistence	true	1,068	22.5	rare	7	sprinkler	reservoir	gravity	individual	1.81	3.33	35.2	105	1	excellent	2,717	270	false	0	false	308	595	65.7	202	1.95	80.3	85.6	45.1	0	36	biweekly	calendar	rice	24	2.32	2	5,569	3,075	false	true	true	0	0	good	medium	false	false	true	4.4	modern	high_burden
1,089	IRR-BUR-2024-01089	Burkina Faso	2,024	0.79	subsistence	false	631	15.6	rare	6	none	none	none	none	0	0.79	0	0	0	na	0	0	false	0	false	0	485	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,090	IRR-NIG-2020-01090	Nigeria	2,020	0.75	subsistence	false	564	30.9	rare	6	none	none	none	none	0	0.75	0	0	0	na	0	0	false	0	false	0	694	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,091	IRR-ZAM-2023-01091	Zambia	2,023	0.38	semi-commercial	false	741	26	occasional	2	none	none	none	none	0	0.38	0	0	0	na	0	0	false	0	false	0	412	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,092	IRR-GHA-2020-01092	Ghana	2,020	1.21	subsistence	false	1,140	17.3	occasional	7	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	408	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,093	IRR-TAN-2024-01093	Tanzania	2,024	1.64	subsistence	false	1,266	16.3	occasional	6	none	none	none	none	0	1.64	0	0	0	na	0	0	false	0	false	0	429	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,094	IRR-ZAM-2023-01094	Zambia	2,023	3.74	subsistence	true	1,420	31.3	rare	2	drip	reservoir	electric	shared	2.2	1.54	58.8	67	17	good	5,496	778	false	0	false	734	542	92.9	682	1.96	77.7	87	62.8	285	33	weekly	calendar	vegetables	37	2.12	2	16,136	7,340	false	false	true	0	24.2	good	high	true	false	true	7.9	modern	high_burden
1,095	IRR-UGA-2020-01095	Uganda	2,020	0.38	subsistence	false	917	23.1	rare	3	none	none	none	none	0	0.38	0	0	0	na	0	0	false	0	false	0	597	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,096	IRR-TAN-2019-01096	Tanzania	2,019	5.77	semi-commercial	false	1,269	26.1	rare	3	none	none	none	none	0	5.77	0	0	0	na	0	0	false	0	false	0	608	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,097	IRR-ZAM-2023-01097	Zambia	2,023	0.88	semi-commercial	false	1,024	28.5	occasional	4	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	460	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,098	IRR-KEN-2024-01098	Kenya	2,024	1.18	subsistence	false	400	16.8	frequent	6	none	none	none	none	0	1.18	0	0	0	na	0	0	false	0	false	0	673	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
1,099	IRR-UGA-2024-01099	Uganda	2,024	1.68	subsistence	false	649	19.7	occasional	4	none	none	none	none	0	1.68	0	0	0	na	0	0	false	0	false	0	402	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
1,100	IRR-MAL-2023-01100	Mali	2,023	5	semi-commercial	true	496	33.2	occasional	3	surface	wetland	solar	shared	4.77	0.23	95.4	188	8	poor	3,819	305	false	0	false	441	607	52.9	233	0.87	73.6	77	30	0	143	weekly	calendar	rice	56.6	2	1	21,043	4,408	true	false	false	0	16.7	poor	low	false	false	false	2.7	traditional	high_burden

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