Split (1)

train · 15k rows

record_id int64 1 6k	irrigation_id stringlengths 18 18	country stringclasses 10 values	year int64 2.02k 2.03k	farm_size_ha float64 0.2 23.6	farm_type stringclasses 3 values	has_irrigation bool 2 classes	annual_rainfall_mm float64 400 2k	rainfall_variability_pct float64 15 35	drought_frequency stringclasses 3 values	water_stress_months int64 2 7	irrigation_type stringclasses 7 values	water_source stringclasses 7 values	energy_source stringclasses 7 values	ownership stringclasses 6 values	area_irrigated_ha float64 0 10.1	rainfed_area_ha float64 0 23.6	irrigation_pct float64 0 99.9	irrigation_capacity_m3_day float64 0 444	system_age_years int64 0 19	system_condition stringclasses 5 values	installation_cost_usd float64 0 19.1k	annual_maintenance_usd float64 0 2.51k	subsidy_received bool 2 classes	subsidy_amount_usd float64 0 6.71k	financing_access bool 2 classes	water_applied_mm float64 0 800	crop_water_requirement_mm float64 400 700	application_efficiency_pct float64 0 95	effective_water_mm float64 0 757	water_productivity_kg_m3 float64 0 2.5	conveyance_efficiency_pct float64 0 95	distribution_uniformity_pct float64 0 95	irrigation_efficiency_index float64 0 84.8	energy_cost_usd_season float64 0 2.19k	labor_hours_season float64 0 441	irrigation_frequency stringclasses 5 values	scheduling_method stringclasses 5 values	primary_crop stringclasses 7 values	yield_increase_pct float64 0 60	cropping_intensity float64 1 2.5	seasons_irrigated int64 0 3	total_water_use_m3 float64 0 58.3k	water_withdrawal_m3_ha float64 0 8k	water_user_association bool 2 classes	permit_obtained bool 2 classes	water_conflicts bool 2 classes	groundwater_depth_m float64 0 79.9	pump_capacity_hp float64 0 25	maintenance_quality stringclasses 3 values	technology_level stringclasses 4 values	technical_support bool 2 classes	water_scarcity_impact bool 2 classes	expansion_potential bool 2 classes	investment_return_years float64 0 44.5	irrigation_category stringclasses 3 values	scenario stringclasses 3 values
4,301	IRR-BUR-2018-04301	Burkina Faso	2,018	2.08	semi-commercial	false	1,147	30.1	occasional	4	none	none	none	none	0	2.08	0	0	0	na	0	0	false	0	false	0	407	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,302	IRR-MAL-2024-04302	Mali	2,024	1.39	semi-commercial	true	431	15.9	frequent	3	surface	groundwater	solar	shared	0.45	0.94	32.6	26	14	fair	363	25	false	0	false	576	457	50.2	289	1.06	85.1	73.4	31.3	0	14	weekly	soil_moisture	maize	34	1.27	1	2,614	5,763	false	false	false	55.3	18.5	poor	low	false	true	false	1.5	traditional	moderate_burden
4,303	IRR-TAN-2023-04303	Tanzania	2,023	0.22	subsistence	false	1,637	19.4	occasional	7	none	none	none	none	0	0.22	0	0	0	na	0	0	false	0	false	0	655	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,304	IRR-BUR-2024-04304	Burkina Faso	2,024	1.5	subsistence	false	1,080	22.6	frequent	4	none	none	none	none	0	1.5	0	0	0	na	0	0	false	0	false	0	412	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,305	IRR-UGA-2023-04305	Uganda	2,023	1.92	subsistence	false	1,701	23.7	frequent	7	none	none	none	none	0	1.92	0	0	0	na	0	0	false	0	false	0	559	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,306	IRR-MAL-2023-04306	Mali	2,023	1.42	semi-commercial	false	953	16.1	occasional	2	none	none	none	none	0	1.42	0	0	0	na	0	0	false	0	false	0	652	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,307	IRR-GHA-2021-04307	Ghana	2,021	2.65	semi-commercial	false	702	17.1	rare	5	none	none	none	none	0	2.65	0	0	0	na	0	0	false	0	false	0	517	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,308	IRR-MAL-2019-04308	Mali	2,019	0.95	semi-commercial	false	717	23.3	rare	5	none	none	none	none	0	0.95	0	0	0	na	0	0	false	0	false	0	405	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,309	IRR-MAL-2018-04309	Mali	2,018	1.21	subsistence	false	1,648	15.1	occasional	7	none	none	none	none	0	1.21	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	moderate_burden
4,310	IRR-TAN-2019-04310	Tanzania	2,019	1.37	semi-commercial	true	409	19.3	rare	6	surface	rainwater_harvesting	diesel	cooperative	1.06	0.31	77.4	42	6	good	851	85	false	0	false	608	404	54.6	332	2.34	89	73.9	35.9	166	32	biweekly	calendar	fruits	53.5	2.38	1	6,459	6,075	false	true	false	0	19.7	good	low	false	false	false	2.3	traditional	moderate_burden
4,311	IRR-ZAM-2024-04311	Zambia	2,024	1.06	semi-commercial	false	581	33.6	rare	5	none	none	none	none	0	1.06	0	0	0	na	0	0	false	0	false	0	563	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,312	IRR-GHA-2018-04312	Ghana	2,018	2.76	subsistence	false	1,131	27.2	frequent	2	none	none	none	none	0	2.76	0	0	0	na	0	0	false	0	false	0	573	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,313	IRR-MAL-2021-04313	Malawi	2,021	0.51	commercial	true	1,152	30.6	occasional	3	center_pivot	reservoir	wind	individual	0.31	0.2	60.9	11	15	good	1,544	205	false	0	false	451	504	84.4	380	2.45	73.2	69.2	42.7	0	3	weekly	calendar	horticulture	41.4	1.92	1	1,391	4,507	false	false	false	0	0	good	high	false	false	true	14.7	traditional	moderate_burden
4,314	IRR-NIG-2022-04314	Nigeria	2,022	1	subsistence	false	712	20.6	frequent	5	none	none	none	none	0	1	0	0	0	na	0	0	false	0	false	0	513	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,315	IRR-MAL-2022-04315	Malawi	2,022	2.71	semi-commercial	false	708	18.4	occasional	4	none	none	none	none	0	2.71	0	0	0	na	0	0	false	0	false	0	662	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,316	IRR-ETH-2025-04316	Ethiopia	2,025	2.03	semi-commercial	false	1,228	23.2	frequent	5	none	none	none	none	0	2.03	0	0	0	na	0	0	false	0	false	0	645	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,317	IRR-TAN-2022-04317	Tanzania	2,022	3.04	semi-commercial	true	721	28.1	rare	6	drip	river	diesel	shared	1.04	2	34.2	47	5	poor	2,599	202	false	0	true	695	523	95	660	0.85	71.6	78.8	53.6	194	16	as_needed	visual	vegetables	54.9	1.36	2	7,224	6,949	false	false	false	0	3.1	poor	high	false	false	false	3.1	modern	moderate_burden
4,318	IRR-ZAM-2020-04318	Zambia	2,020	1.1	subsistence	false	766	30.4	rare	3	none	none	none	none	0	1.1	0	0	0	na	0	0	false	0	false	0	534	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,319	IRR-MAL-2021-04319	Malawi	2,021	0.49	semi-commercial	false	848	29.5	occasional	7	none	none	none	none	0	0.49	0	0	0	na	0	0	false	0	false	0	694	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,320	IRR-NIG-2019-04320	Nigeria	2,019	1.12	subsistence	false	1,343	26.8	frequent	5	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	632	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,321	IRR-BUR-2021-04321	Burkina Faso	2,021	1.43	subsistence	false	939	25.3	rare	5	none	none	none	none	0	1.43	0	0	0	na	0	0	false	0	false	0	689	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,322	IRR-NIG-2019-04322	Nigeria	2,019	1.5	semi-commercial	false	1,124	33.4	frequent	2	none	none	none	none	0	1.5	0	0	0	na	0	0	false	0	false	0	531	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,323	IRR-NIG-2025-04323	Nigeria	2,025	0.91	subsistence	false	1,036	28.6	rare	6	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	600	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,324	IRR-TAN-2021-04324	Tanzania	2,021	0.58	subsistence	false	1,126	32.4	rare	2	none	none	none	none	0	0.58	0	0	0	na	0	0	false	0	false	0	520	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,325	IRR-ZAM-2024-04325	Zambia	2,024	1.07	commercial	false	1,151	23.3	occasional	6	none	none	none	none	0	1.07	0	0	0	na	0	0	false	0	false	0	469	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,326	IRR-KEN-2020-04326	Kenya	2,020	1.09	subsistence	false	1,135	21.6	frequent	4	none	none	none	none	0	1.09	0	0	0	na	0	0	false	0	false	0	403	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,327	IRR-ETH-2022-04327	Ethiopia	2,022	0.91	semi-commercial	false	1,305	20.1	occasional	5	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	514	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,328	IRR-BUR-2021-04328	Burkina Faso	2,021	0.58	subsistence	false	1,124	15.6	rare	7	none	none	none	none	0	0.58	0	0	0	na	0	0	false	0	false	0	439	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,329	IRR-GHA-2018-04329	Ghana	2,018	3.64	subsistence	false	1,126	30.9	occasional	4	none	none	none	none	0	3.64	0	0	0	na	0	0	false	0	false	0	508	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,330	IRR-BUR-2023-04330	Burkina Faso	2,023	1.14	commercial	true	805	16.2	occasional	7	flood	reservoir	solar	individual	0.42	0.71	37.4	14	17	good	170	14	true	82	false	392	609	39.2	154	1.06	70.8	81.1	22.5	0	17	as_needed	visual	fruits	34.4	1.79	2	1,667	3,925	false	false	false	0	15.2	good	low	true	false	true	0.9	traditional	moderate_burden
4,331	IRR-NIG-2021-04331	Nigeria	2,021	2.39	subsistence	false	1,184	21	rare	5	none	none	none	none	0	2.39	0	0	0	na	0	0	false	0	false	0	674	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,332	IRR-MAL-2019-04332	Malawi	2,019	2.67	semi-commercial	false	1,014	24.7	occasional	2	none	none	none	none	0	2.67	0	0	0	na	0	0	false	0	false	0	518	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,333	IRR-KEN-2019-04333	Kenya	2,019	2.27	subsistence	false	1,244	26.2	occasional	7	none	none	none	none	0	2.27	0	0	0	na	0	0	false	0	false	0	462	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,334	IRR-NIG-2023-04334	Nigeria	2,023	0.74	semi-commercial	false	915	24.9	occasional	7	none	none	none	none	0	0.74	0	0	0	na	0	0	false	0	false	0	448	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,335	IRR-NIG-2023-04335	Nigeria	2,023	0.95	subsistence	false	567	20.8	occasional	6	none	none	none	none	0	0.95	0	0	0	na	0	0	false	0	false	0	656	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,336	IRR-MAL-2021-04336	Malawi	2,021	1.39	subsistence	false	878	27	rare	3	none	none	none	none	0	1.39	0	0	0	na	0	0	false	0	false	0	494	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,337	IRR-ETH-2018-04337	Ethiopia	2,018	1.29	subsistence	false	868	27.4	rare	2	none	none	none	none	0	1.29	0	0	0	na	0	0	false	0	false	0	689	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,338	IRR-UGA-2025-04338	Uganda	2,025	1.08	semi-commercial	true	1,037	15.3	occasional	3	sprinkler	groundwater	electric	cooperative	1.01	0.07	93.5	38	11	poor	1,510	122	false	0	true	502	412	76.7	385	1.22	83	84.9	54.1	63	20	daily	visual	vegetables	54.7	1.7	2	5,053	5,020	false	false	false	17	18.5	poor	medium	false	false	false	5.1	modern	moderate_burden
4,339	IRR-NIG-2023-04339	Nigeria	2,023	1.41	semi-commercial	false	1,296	16.2	rare	5	none	none	none	none	0	1.41	0	0	0	na	0	0	false	0	false	0	591	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,340	IRR-ZAM-2021-04340	Zambia	2,021	0.86	semi-commercial	true	1,236	20.8	occasional	2	drip	river	solar	government	0.85	0.01	99	37	17	good	2,127	193	false	0	true	729	438	94.3	687	1.85	72.8	92.9	63.8	0	13	as_needed	calendar	cotton	32.2	2.28	1	6,203	7,291	false	false	false	0	3.1	good	high	false	false	false	15.4	modern	moderate_burden
4,341	IRR-UGA-2020-04341	Uganda	2,020	1.78	semi-commercial	false	849	17.2	occasional	2	none	none	none	none	0	1.78	0	0	0	na	0	0	false	0	false	0	528	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,342	IRR-GHA-2024-04342	Ghana	2,024	0.83	semi-commercial	false	1,039	17.1	occasional	4	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	637	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,343	IRR-ZAM-2018-04343	Zambia	2,018	1.15	subsistence	false	682	17.8	occasional	6	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	684	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,344	IRR-KEN-2019-04344	Kenya	2,019	0.69	semi-commercial	false	1,053	20.9	rare	7	none	none	none	none	0	0.69	0	0	0	na	0	0	false	0	false	0	520	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,345	IRR-TAN-2022-04345	Tanzania	2,022	0.69	subsistence	false	587	15.5	occasional	4	none	none	none	none	0	0.69	0	0	0	na	0	0	false	0	false	0	530	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,346	IRR-ZAM-2021-04346	Zambia	2,021	1.03	semi-commercial	false	805	15.4	occasional	5	none	none	none	none	0	1.03	0	0	0	na	0	0	false	0	false	0	581	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,347	IRR-MAL-2025-04347	Malawi	2,025	0.59	subsistence	false	628	32.3	occasional	2	none	none	none	none	0	0.59	0	0	0	na	0	0	false	0	false	0	569	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,348	IRR-ETH-2025-04348	Ethiopia	2,025	1.43	semi-commercial	false	976	30	rare	6	none	none	none	none	0	1.43	0	0	0	na	0	0	false	0	false	0	408	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,349	IRR-NIG-2019-04349	Nigeria	2,019	1.03	commercial	false	775	20.6	frequent	6	none	none	none	none	0	1.03	0	0	0	na	0	0	false	0	false	0	406	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,350	IRR-MAL-2024-04350	Malawi	2,024	2.2	subsistence	false	839	28.9	occasional	4	none	none	none	none	0	2.2	0	0	0	na	0	0	false	0	false	0	422	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,351	IRR-UGA-2025-04351	Uganda	2,025	1.17	subsistence	false	940	24.8	frequent	5	none	none	none	none	0	1.17	0	0	0	na	0	0	false	0	false	0	590	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,352	IRR-ETH-2022-04352	Ethiopia	2,022	2.95	semi-commercial	true	1,000	17.1	rare	4	flood	river	solar	shared	2.24	0.71	76	89	1	fair	896	106	false	0	true	776	458	45.4	352	1.27	76.2	89.7	31	0	90	weekly	visual	fruits	35.3	1.37	1	17,369	7,755	false	true	true	0	22.9	poor	low	false	false	false	1.7	traditional	moderate_burden
4,353	IRR-GHA-2019-04353	Ghana	2,019	0.55	subsistence	false	527	31	rare	7	none	none	none	none	0	0.55	0	0	0	na	0	0	false	0	false	0	524	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,354	IRR-UGA-2020-04354	Uganda	2,020	0.59	semi-commercial	false	1,007	23.8	rare	6	none	none	none	none	0	0.59	0	0	0	na	0	0	false	0	false	0	590	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,355	IRR-KEN-2023-04355	Kenya	2,023	1.27	subsistence	false	450	24.8	frequent	4	none	none	none	none	0	1.27	0	0	0	na	0	0	false	0	false	0	688	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,356	IRR-ZAM-2020-04356	Zambia	2,020	1.37	commercial	false	1,390	28.9	occasional	3	none	none	none	none	0	1.37	0	0	0	na	0	0	false	0	false	0	509	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,357	IRR-KEN-2023-04357	Kenya	2,023	1.02	commercial	false	920	18.8	occasional	7	none	none	none	none	0	1.02	0	0	0	na	0	0	false	0	false	0	617	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,358	IRR-KEN-2025-04358	Kenya	2,025	1.28	commercial	false	794	19.9	occasional	2	none	none	none	none	0	1.28	0	0	0	na	0	0	false	0	false	0	652	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,359	IRR-MAL-2020-04359	Mali	2,020	2.25	subsistence	false	816	28.4	frequent	5	none	none	none	none	0	2.25	0	0	0	na	0	0	false	0	false	0	431	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,360	IRR-UGA-2021-04360	Uganda	2,021	0.37	subsistence	false	1,272	22.3	occasional	2	none	none	none	none	0	0.37	0	0	0	na	0	0	false	0	false	0	602	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,361	IRR-BUR-2020-04361	Burkina Faso	2,020	0.57	semi-commercial	false	1,070	17.6	occasional	5	none	none	none	none	0	0.57	0	0	0	na	0	0	false	0	false	0	666	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,362	IRR-NIG-2022-04362	Nigeria	2,022	0.63	semi-commercial	false	882	16.9	frequent	2	none	none	none	none	0	0.63	0	0	0	na	0	0	false	0	false	0	557	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,363	IRR-UGA-2018-04363	Uganda	2,018	2.39	subsistence	false	948	34.4	occasional	2	none	none	none	none	0	2.39	0	0	0	na	0	0	false	0	false	0	689	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,364	IRR-UGA-2024-04364	Uganda	2,024	2.7	semi-commercial	false	688	16.3	rare	5	none	none	none	none	0	2.7	0	0	0	na	0	0	false	0	false	0	667	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,365	IRR-NIG-2019-04365	Nigeria	2,019	1.06	subsistence	false	1,235	20.2	frequent	6	none	none	none	none	0	1.06	0	0	0	na	0	0	false	0	false	0	438	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,366	IRR-MAL-2025-04366	Mali	2,025	1.97	subsistence	false	1,444	32.7	frequent	4	none	none	none	none	0	1.97	0	0	0	na	0	0	false	0	false	0	567	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,367	IRR-BUR-2019-04367	Burkina Faso	2,019	1.37	subsistence	false	1,211	23.2	occasional	2	none	none	none	none	0	1.37	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	moderate_burden
4,368	IRR-NIG-2024-04368	Nigeria	2,024	0.88	semi-commercial	false	807	33	frequent	4	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	684	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,369	IRR-BUR-2023-04369	Burkina Faso	2,023	0.61	commercial	false	732	22.8	occasional	5	none	none	none	none	0	0.61	0	0	0	na	0	0	false	0	false	0	525	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,370	IRR-NIG-2018-04370	Nigeria	2,018	1.97	semi-commercial	false	1,071	28.9	frequent	5	none	none	none	none	0	1.97	0	0	0	na	0	0	false	0	false	0	426	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,371	IRR-UGA-2022-04371	Uganda	2,022	3.24	subsistence	false	882	23.4	rare	7	none	none	none	none	0	3.24	0	0	0	na	0	0	false	0	false	0	461	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,372	IRR-ZAM-2025-04372	Zambia	2,025	1.08	subsistence	false	1,210	22.9	occasional	5	none	none	none	none	0	1.08	0	0	0	na	0	0	false	0	false	0	430	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,373	IRR-TAN-2022-04373	Tanzania	2,022	1.54	subsistence	false	963	28.8	rare	7	none	none	none	none	0	1.54	0	0	0	na	0	0	false	0	false	0	654	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,374	IRR-BUR-2025-04374	Burkina Faso	2,025	14.47	subsistence	false	687	28.5	occasional	7	none	none	none	none	0	14.47	0	0	0	na	0	0	false	0	false	0	610	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,375	IRR-TAN-2019-04375	Tanzania	2,019	1.6	subsistence	false	936	25.6	rare	3	none	none	none	none	0	1.6	0	0	0	na	0	0	false	0	false	0	416	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,376	IRR-NIG-2019-04376	Nigeria	2,019	0.68	subsistence	false	1,211	30.8	rare	2	none	none	none	none	0	0.68	0	0	0	na	0	0	false	0	false	0	676	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,377	IRR-BUR-2019-04377	Burkina Faso	2,019	1.48	subsistence	false	936	32.3	rare	4	none	none	none	none	0	1.48	0	0	0	na	0	0	false	0	false	0	674	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,378	IRR-ETH-2021-04378	Ethiopia	2,021	5.09	subsistence	false	739	33.6	frequent	7	none	none	none	none	0	5.09	0	0	0	na	0	0	false	0	false	0	659	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,379	IRR-KEN-2024-04379	Kenya	2,024	0.82	subsistence	false	1,259	25.8	frequent	5	none	none	none	none	0	0.82	0	0	0	na	0	0	false	0	false	0	596	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,380	IRR-ZAM-2021-04380	Zambia	2,021	1.18	subsistence	false	826	24.7	frequent	3	none	none	none	none	0	1.18	0	0	0	na	0	0	false	0	false	0	578	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,381	IRR-ZAM-2023-04381	Zambia	2,023	1.25	subsistence	false	1,513	31.9	occasional	6	none	none	none	none	0	1.25	0	0	0	na	0	0	false	0	false	0	598	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,382	IRR-MAL-2021-04382	Malawi	2,021	0.95	subsistence	false	1,308	21	frequent	2	none	none	none	none	0	0.95	0	0	0	na	0	0	false	0	false	0	574	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,383	IRR-GHA-2021-04383	Ghana	2,021	1.52	semi-commercial	false	750	19	rare	3	none	none	none	none	0	1.52	0	0	0	na	0	0	false	0	false	0	608	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,384	IRR-MAL-2020-04384	Mali	2,020	0.83	subsistence	false	712	31.4	occasional	5	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	507	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,385	IRR-BUR-2023-04385	Burkina Faso	2,023	0.66	subsistence	false	1,442	15.9	rare	7	none	none	none	none	0	0.66	0	0	0	na	0	0	false	0	false	0	445	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,386	IRR-MAL-2020-04386	Mali	2,020	2.16	semi-commercial	false	1,070	20.2	rare	7	none	none	none	none	0	2.16	0	0	0	na	0	0	false	0	false	0	579	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,387	IRR-KEN-2024-04387	Kenya	2,024	0.88	commercial	false	1,192	22.8	frequent	2	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	596	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,388	IRR-NIG-2018-04388	Nigeria	2,018	0.49	commercial	false	400	25.8	rare	7	none	none	none	none	0	0.49	0	0	0	na	0	0	false	0	false	0	505	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,389	IRR-UGA-2018-04389	Uganda	2,018	1.33	subsistence	false	1,338	31.7	occasional	4	none	none	none	none	0	1.33	0	0	0	na	0	0	false	0	false	0	472	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,390	IRR-NIG-2024-04390	Nigeria	2,024	0.57	subsistence	false	608	16.7	rare	6	none	none	none	none	0	0.57	0	0	0	na	0	0	false	0	false	0	522	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,391	IRR-TAN-2020-04391	Tanzania	2,020	2.41	semi-commercial	false	941	24.5	occasional	6	none	none	none	none	0	2.41	0	0	0	na	0	0	false	0	false	0	473	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,392	IRR-BUR-2018-04392	Burkina Faso	2,018	2.21	commercial	false	718	30.1	frequent	4	none	none	none	none	0	2.21	0	0	0	na	0	0	false	0	false	0	528	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,393	IRR-ZAM-2023-04393	Zambia	2,023	5.51	semi-commercial	true	563	31.3	occasional	5	sprinkler	lake	gravity	government	3.47	2.04	63	191	5	excellent	5,207	660	true	1,715	false	457	402	67.6	309	1.63	86.4	65.3	38.2	0	69	daily	visual	fruits	41.7	1.29	1	15,854	4,567	false	false	false	0	0	good	medium	true	false	false	4.5	modern	moderate_burden
4,394	IRR-ETH-2020-04394	Ethiopia	2,020	2.17	commercial	false	1,108	15.7	rare	2	none	none	none	none	0	2.17	0	0	0	na	0	0	false	0	false	0	567	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,395	IRR-ZAM-2021-04395	Zambia	2,021	1.04	semi-commercial	true	1,075	30.3	rare	6	surface	groundwater	electric	individual	0.73	0.31	70	37	7	poor	582	29	false	0	true	586	495	48.1	282	2.22	70.3	64.3	21.8	75	22	weekly	calendar	rice	36.4	2.28	2	4,265	5,859	false	false	false	24.6	13.3	poor	low	true	false	false	3.1	traditional	moderate_burden
4,396	IRR-GHA-2023-04396	Ghana	2,023	2.21	semi-commercial	false	1,143	29.8	frequent	5	none	none	none	none	0	2.21	0	0	0	na	0	0	false	0	false	0	606	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,397	IRR-GHA-2021-04397	Ghana	2,021	0.91	semi-commercial	false	1,022	34.5	occasional	4	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	530	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,398	IRR-UGA-2025-04398	Uganda	2,025	1.4	commercial	false	1,243	23.3	occasional	3	none	none	none	none	0	1.4	0	0	0	na	0	0	false	0	false	0	477	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,399	IRR-MAL-2019-04399	Malawi	2,019	2.28	subsistence	false	1,280	21.1	rare	3	none	none	none	none	0	2.28	0	0	0	na	0	0	false	0	false	0	478	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,400	IRR-ETH-2023-04400	Ethiopia	2,023	1.5	semi-commercial	false	658	21.2	occasional	7	none	none	none	none	0	1.5	0	0	0	na	0	0	false	0	false	0	412	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden

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