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
4,201	IRR-GHA-2021-04201	Ghana	2,021	3.38	subsistence	false	1,000	33.8	rare	7	none	none	none	none	0	3.38	0	0	0	na	0	0	false	0	false	0	529	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
4,202	IRR-ZAM-2020-04202	Zambia	2,020	0.41	semi-commercial	false	1,173	30.2	frequent	3	none	none	none	none	0	0.41	0	0	0	na	0	0	false	0	false	0	523	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
4,203	IRR-MAL-2020-04203	Mali	2,020	0.72	subsistence	false	1,339	18.4	occasional	4	none	none	none	none	0	0.72	0	0	0	na	0	0	false	0	false	0	560	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
4,204	IRR-ZAM-2024-04204	Zambia	2,024	5.51	subsistence	true	1,327	28.6	occasional	6	surface	groundwater	electric	individual	5.03	0.49	91.2	190	9	good	4,021	254	false	0	false	741	472	50.7	376	2.37	85.5	79.5	34.5	478	151	daily	visual	rice	53.4	1.54	2	37,242	7,410	false	false	true	46.7	23.9	good	low	false	false	true	2.7	traditional	moderate_burden
4,205	IRR-ZAM-2022-04205	Zambia	2,022	2.15	commercial	false	862	18.8	occasional	5	none	none	none	none	0	2.15	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
4,206	IRR-GHA-2025-04206	Ghana	2,025	1.93	subsistence	false	1,003	17.7	rare	4	none	none	none	none	0	1.93	0	0	0	na	0	0	false	0	false	0	497	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
4,207	IRR-BUR-2020-04207	Burkina Faso	2,020	4.28	subsistence	false	400	24.7	rare	6	none	none	none	none	0	4.28	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
4,208	IRR-ETH-2024-04208	Ethiopia	2,024	1.72	subsistence	false	1,035	32.7	frequent	6	none	none	none	none	0	1.72	0	0	0	na	0	0	false	0	false	0	470	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
4,209	IRR-UGA-2021-04209	Uganda	2,021	7.37	subsistence	false	971	24.8	occasional	2	none	none	none	none	0	7.37	0	0	0	na	0	0	false	0	false	0	465	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
4,210	IRR-BUR-2020-04210	Burkina Faso	2,020	0.7	subsistence	false	1,190	34.4	rare	3	none	none	none	none	0	0.7	0	0	0	na	0	0	false	0	false	0	483	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
4,211	IRR-MAL-2023-04211	Malawi	2,023	3.56	subsistence	false	936	26.8	frequent	4	none	none	none	none	0	3.56	0	0	0	na	0	0	false	0	false	0	598	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
4,212	IRR-TAN-2025-04212	Tanzania	2,025	1.22	subsistence	false	876	28.4	rare	4	none	none	none	none	0	1.22	0	0	0	na	0	0	false	0	false	0	575	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
4,213	IRR-ETH-2018-04213	Ethiopia	2,018	1.52	subsistence	false	1,031	24.8	occasional	6	none	none	none	none	0	1.52	0	0	0	na	0	0	false	0	false	0	517	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
4,214	IRR-ZAM-2021-04214	Zambia	2,021	2.28	subsistence	true	876	20.1	rare	7	center_pivot	groundwater	diesel	shared	1.29	0.98	56.8	70	17	fair	6,470	335	false	0	false	639	572	72.2	461	1.91	82.6	88.5	52.8	311	13	weekly	visual	cotton	34.7	1.31	1	8,272	6,393	false	true	true	57.7	11.6	poor	high	false	false	false	16.4	traditional	moderate_burden
4,215	IRR-GHA-2020-04215	Ghana	2,020	1.3	subsistence	false	1,498	27.7	occasional	7	none	none	none	none	0	1.3	0	0	0	na	0	0	false	0	false	0	659	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
4,216	IRR-GHA-2021-04216	Ghana	2,021	0.66	semi-commercial	false	723	17.1	frequent	5	none	none	none	none	0	0.66	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	true	false	0	none	moderate_burden
4,217	IRR-ZAM-2019-04217	Zambia	2,019	5.13	subsistence	false	635	17.7	occasional	2	none	none	none	none	0	5.13	0	0	0	na	0	0	false	0	false	0	498	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
4,218	IRR-KEN-2021-04218	Kenya	2,021	1.17	semi-commercial	false	1,273	17	frequent	3	none	none	none	none	0	1.17	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	true	false	0	none	moderate_burden
4,219	IRR-MAL-2018-04219	Mali	2,018	1.53	semi-commercial	false	659	18.2	rare	5	none	none	none	none	0	1.53	0	0	0	na	0	0	false	0	false	0	541	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
4,220	IRR-GHA-2020-04220	Ghana	2,020	1.11	semi-commercial	false	576	22.4	occasional	4	none	none	none	none	0	1.11	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
4,221	IRR-ZAM-2024-04221	Zambia	2,024	3.61	subsistence	false	1,133	31.9	frequent	7	none	none	none	none	0	3.61	0	0	0	na	0	0	false	0	false	0	426	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
4,222	IRR-MAL-2025-04222	Mali	2,025	1.65	semi-commercial	true	631	19.2	occasional	3	drip	reservoir	diesel	individual	0.71	0.94	43.1	38	12	good	1,777	107	false	0	false	527	667	90.1	474	1.18	86.1	93.6	72.6	136	11	weekly	visual	vegetables	32.9	1.65	1	3,742	5,266	false	false	false	0	14.2	good	high	false	false	true	6.5	modern	moderate_burden
4,223	IRR-MAL-2024-04223	Mali	2,024	0.69	semi-commercial	false	745	33	occasional	5	none	none	none	none	0	0.69	0	0	0	na	0	0	false	0	false	0	597	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
4,224	IRR-MAL-2021-04224	Mali	2,021	3.97	subsistence	false	1,132	31.9	rare	6	none	none	none	none	0	3.97	0	0	0	na	0	0	false	0	false	0	466	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
4,225	IRR-NIG-2023-04225	Nigeria	2,023	1.49	semi-commercial	true	1,207	25.4	rare	3	surface	rainwater_harvesting	manual	individual	1.25	0.25	83.4	52	6	excellent	996	109	false	0	false	503	628	56.5	285	2.31	80.4	70.4	32	0	37	weekly	calendar	rice	52.2	2.2	2	6,269	5,034	false	false	false	0	0	good	low	false	false	false	2.6	traditional	moderate_burden
4,226	IRR-MAL-2025-04226	Malawi	2,025	0.56	commercial	false	1,031	27.8	occasional	7	none	none	none	none	0	0.56	0	0	0	na	0	0	false	0	false	0	697	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
4,227	IRR-ZAM-2021-04227	Zambia	2,021	1.87	subsistence	false	772	29.2	occasional	3	none	none	none	none	0	1.87	0	0	0	na	0	0	false	0	false	0	582	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
4,228	IRR-NIG-2022-04228	Nigeria	2,022	0.37	subsistence	false	1,032	33	occasional	2	none	none	none	none	0	0.37	0	0	0	na	0	0	false	0	false	0	603	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
4,229	IRR-GHA-2023-04229	Ghana	2,023	1.21	commercial	false	1,394	30.2	rare	2	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	434	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
4,230	IRR-ZAM-2024-04230	Zambia	2,024	1.39	subsistence	false	729	31	rare	3	none	none	none	none	0	1.39	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	moderate_burden
4,231	IRR-TAN-2024-04231	Tanzania	2,024	2.13	subsistence	false	1,255	33.4	occasional	3	none	none	none	none	0	2.13	0	0	0	na	0	0	false	0	false	0	672	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
4,232	IRR-NIG-2024-04232	Nigeria	2,024	1.56	semi-commercial	false	1,206	18.7	occasional	3	none	none	none	none	0	1.56	0	0	0	na	0	0	false	0	false	0	624	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
4,233	IRR-UGA-2024-04233	Uganda	2,024	0.4	semi-commercial	false	946	34	occasional	2	none	none	none	none	0	0.4	0	0	0	na	0	0	false	0	false	0	477	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
4,234	IRR-MAL-2021-04234	Malawi	2,021	1.33	subsistence	false	656	19.9	frequent	5	none	none	none	none	0	1.33	0	0	0	na	0	0	false	0	false	0	580	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
4,235	IRR-ZAM-2025-04235	Zambia	2,025	1.13	subsistence	false	1,166	15.5	occasional	2	none	none	none	none	0	1.13	0	0	0	na	0	0	false	0	false	0	451	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
4,236	IRR-NIG-2022-04236	Nigeria	2,022	1.88	subsistence	false	1,179	27.8	frequent	3	none	none	none	none	0	1.88	0	0	0	na	0	0	false	0	false	0	565	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
4,237	IRR-ZAM-2018-04237	Zambia	2,018	1.29	semi-commercial	true	670	28.9	rare	7	surface	river	solar	private_company	0.61	0.67	47.7	21	8	fair	492	29	true	156	true	340	521	49.2	168	2	72	61.3	21.7	0	18	weekly	calendar	fruits	42.4	2.18	3	2,091	3,403	false	false	false	0	5.7	poor	low	false	false	false	1.8	traditional	moderate_burden
4,238	IRR-KEN-2019-04238	Kenya	2,019	1.54	semi-commercial	false	710	30.8	occasional	3	none	none	none	none	0	1.54	0	0	0	na	0	0	false	0	false	0	409	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
4,239	IRR-MAL-2024-04239	Mali	2,024	0.73	semi-commercial	false	914	17.8	occasional	4	none	none	none	none	0	0.73	0	0	0	na	0	0	false	0	false	0	620	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
4,240	IRR-BUR-2025-04240	Burkina Faso	2,025	0.45	commercial	true	808	18.8	occasional	4	center_pivot	groundwater	gravity	individual	0.42	0.03	93.5	19	5	fair	2,123	220	false	0	true	501	578	70.5	353	0.87	89.3	70.4	44.3	0	4	biweekly	visual	vegetables	38.8	1.79	1	2,127	5,010	true	false	false	9.1	0	poor	high	false	false	false	24.1	traditional	moderate_burden
4,241	IRR-TAN-2019-04241	Tanzania	2,019	1	semi-commercial	false	1,070	23.3	frequent	6	none	none	none	none	0	1	0	0	0	na	0	0	false	0	false	0	594	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
4,242	IRR-ETH-2023-04242	Ethiopia	2,023	0.73	commercial	false	602	28.2	occasional	2	none	none	none	none	0	0.73	0	0	0	na	0	0	false	0	false	0	536	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
4,243	IRR-TAN-2020-04243	Tanzania	2,020	0.88	semi-commercial	false	777	18.5	rare	7	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	564	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
4,244	IRR-ETH-2018-04244	Ethiopia	2,018	2.05	semi-commercial	false	898	23.2	occasional	3	none	none	none	none	0	2.05	0	0	0	na	0	0	false	0	false	0	697	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
4,245	IRR-ETH-2025-04245	Ethiopia	2,025	3.17	semi-commercial	false	1,223	20.3	occasional	7	none	none	none	none	0	3.17	0	0	0	na	0	0	false	0	false	0	643	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
4,246	IRR-TAN-2019-04246	Tanzania	2,019	0.2	subsistence	false	1,262	23.8	frequent	7	none	none	none	none	0	0.2	0	0	0	na	0	0	false	0	false	0	421	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
4,247	IRR-MAL-2023-04247	Mali	2,023	0.63	subsistence	false	834	16.3	occasional	7	none	none	none	none	0	0.63	0	0	0	na	0	0	false	0	false	0	585	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
4,248	IRR-ZAM-2018-04248	Zambia	2,018	1.27	semi-commercial	false	1,025	25.1	rare	5	none	none	none	none	0	1.27	0	0	0	na	0	0	false	0	false	0	542	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
4,249	IRR-KEN-2025-04249	Kenya	2,025	0.97	semi-commercial	false	1,077	25.5	rare	4	none	none	none	none	0	0.97	0	0	0	na	0	0	false	0	false	0	609	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
4,250	IRR-MAL-2024-04250	Malawi	2,024	1.17	subsistence	false	569	22.1	occasional	6	none	none	none	none	0	1.17	0	0	0	na	0	0	false	0	false	0	501	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
4,251	IRR-NIG-2018-04251	Nigeria	2,018	1.02	semi-commercial	false	715	24.8	frequent	4	none	none	none	none	0	1.02	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	true	false	0	none	moderate_burden
4,252	IRR-MAL-2023-04252	Malawi	2,023	1.18	subsistence	true	1,138	28.9	rare	6	sprinkler	lake	solar	individual	1.14	0.04	96.6	62	13	fair	1,712	169	false	0	false	393	604	81.4	320	0.83	79	73.3	47.1	0	23	biweekly	visual	cotton	34.9	2.18	1	4,485	3,930	false	false	true	0	15.9	poor	medium	true	false	false	8.3	modern	moderate_burden
4,253	IRR-BUR-2024-04253	Burkina Faso	2,024	3.1	subsistence	false	956	22.9	frequent	3	none	none	none	none	0	3.1	0	0	0	na	0	0	false	0	false	0	648	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
4,254	IRR-MAL-2022-04254	Mali	2,022	0.58	semi-commercial	false	423	21.7	rare	3	none	none	none	none	0	0.58	0	0	0	na	0	0	false	0	false	0	629	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
4,255	IRR-UGA-2018-04255	Uganda	2,018	1.3	subsistence	false	810	26.4	frequent	2	none	none	none	none	0	1.3	0	0	0	na	0	0	false	0	false	0	600	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
4,256	IRR-KEN-2023-04256	Kenya	2,023	0.54	subsistence	false	1,062	33.1	occasional	4	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	612	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
4,257	IRR-MAL-2021-04257	Mali	2,021	0.95	commercial	true	449	24.3	occasional	6	flood	wetland	diesel	government	0.87	0.08	91.8	30	11	excellent	348	48	false	0	false	430	510	41.6	179	1.55	94.9	61.3	24.2	120	35	daily	calendar	sugarcane	28.3	2.22	1	3,740	4,299	false	false	false	0	20.9	good	low	true	false	false	2.6	traditional	moderate_burden
4,258	IRR-ZAM-2021-04258	Zambia	2,021	0.43	subsistence	false	853	30.8	rare	5	none	none	none	none	0	0.43	0	0	0	na	0	0	false	0	false	0	534	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
4,259	IRR-MAL-2021-04259	Mali	2,021	1.12	subsistence	false	673	30.3	rare	6	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	679	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
4,260	IRR-TAN-2020-04260	Tanzania	2,020	3.1	subsistence	false	801	30.3	frequent	3	none	none	none	none	0	3.1	0	0	0	na	0	0	false	0	false	0	545	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
4,261	IRR-BUR-2020-04261	Burkina Faso	2,020	1.34	semi-commercial	false	964	29.7	rare	3	none	none	none	none	0	1.34	0	0	0	na	0	0	false	0	false	0	493	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
4,262	IRR-ETH-2018-04262	Ethiopia	2,018	0.31	semi-commercial	false	858	20.3	occasional	3	none	none	none	none	0	0.31	0	0	0	na	0	0	false	0	false	0	655	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
4,263	IRR-MAL-2021-04263	Malawi	2,021	1.18	semi-commercial	false	633	29.8	rare	4	none	none	none	none	0	1.18	0	0	0	na	0	0	false	0	false	0	670	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
4,264	IRR-MAL-2019-04264	Malawi	2,019	0.84	commercial	false	873	20.1	occasional	5	none	none	none	none	0	0.84	0	0	0	na	0	0	false	0	false	0	579	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
4,265	IRR-BUR-2025-04265	Burkina Faso	2,025	2.12	subsistence	false	1,133	17.4	frequent	5	none	none	none	none	0	2.12	0	0	0	na	0	0	false	0	false	0	600	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
4,266	IRR-TAN-2018-04266	Tanzania	2,018	1.86	subsistence	false	851	28.9	occasional	4	none	none	none	none	0	1.86	0	0	0	na	0	0	false	0	false	0	523	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
4,267	IRR-GHA-2024-04267	Ghana	2,024	2.29	subsistence	false	1,280	25.7	frequent	7	none	none	none	none	0	2.29	0	0	0	na	0	0	false	0	false	0	485	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
4,268	IRR-BUR-2021-04268	Burkina Faso	2,021	0.54	commercial	false	686	27.4	frequent	4	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	461	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
4,269	IRR-MAL-2018-04269	Mali	2,018	1.37	subsistence	false	559	26.9	occasional	6	none	none	none	none	0	1.37	0	0	0	na	0	0	false	0	false	0	461	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
4,270	IRR-GHA-2018-04270	Ghana	2,018	0.22	subsistence	false	1,164	19.8	rare	2	none	none	none	none	0	0.22	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	false	false	0	none	moderate_burden
4,271	IRR-NIG-2025-04271	Nigeria	2,025	0.67	semi-commercial	false	605	22.4	occasional	4	none	none	none	none	0	0.67	0	0	0	na	0	0	false	0	false	0	658	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
4,272	IRR-BUR-2025-04272	Burkina Faso	2,025	0.48	subsistence	false	400	27.2	frequent	3	none	none	none	none	0	0.48	0	0	0	na	0	0	false	0	false	0	637	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
4,273	IRR-ZAM-2025-04273	Zambia	2,025	2.21	semi-commercial	true	1,021	19.7	occasional	4	surface	groundwater	diesel	individual	0.95	1.26	43.1	48	13	good	763	84	false	0	false	422	671	54.6	230	2.1	91.4	79.7	39.8	145	29	daily	visual	maize	59.6	1.73	2	4,020	4,216	false	false	true	60.4	2.3	good	low	true	false	true	1.2	traditional	moderate_burden
4,274	IRR-MAL-2024-04274	Malawi	2,024	0.47	subsistence	false	1,053	20.6	frequent	6	none	none	none	none	0	0.47	0	0	0	na	0	0	false	0	false	0	669	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
4,275	IRR-MAL-2024-04275	Malawi	2,024	6.15	semi-commercial	false	812	18	rare	5	none	none	none	none	0	6.15	0	0	0	na	0	0	false	0	false	0	413	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
4,276	IRR-UGA-2018-04276	Uganda	2,018	0.55	subsistence	false	1,064	25.7	occasional	7	none	none	none	none	0	0.55	0	0	0	na	0	0	false	0	false	0	502	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
4,277	IRR-ETH-2025-04277	Ethiopia	2,025	4.07	semi-commercial	false	1,048	23.8	frequent	4	none	none	none	none	0	4.07	0	0	0	na	0	0	false	0	false	0	530	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,278	IRR-TAN-2018-04278	Tanzania	2,018	1.35	subsistence	false	1,038	25.3	frequent	2	none	none	none	none	0	1.35	0	0	0	na	0	0	false	0	false	0	547	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,279	IRR-BUR-2020-04279	Burkina Faso	2,020	0.62	semi-commercial	false	851	26.7	occasional	3	none	none	none	none	0	0.62	0	0	0	na	0	0	false	0	false	0	614	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
4,280	IRR-ETH-2019-04280	Ethiopia	2,019	0.98	subsistence	false	680	24.4	occasional	5	none	none	none	none	0	0.98	0	0	0	na	0	0	false	0	false	0	672	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
4,281	IRR-NIG-2022-04281	Nigeria	2,022	0.54	subsistence	false	639	23.9	rare	4	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	589	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
4,282	IRR-ETH-2021-04282	Ethiopia	2,021	1.06	semi-commercial	false	696	28.5	rare	3	none	none	none	none	0	1.06	0	0	0	na	0	0	false	0	false	0	689	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
4,283	IRR-MAL-2020-04283	Mali	2,020	1.59	subsistence	false	678	34	occasional	4	none	none	none	none	0	1.59	0	0	0	na	0	0	false	0	false	0	601	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
4,284	IRR-MAL-2021-04284	Mali	2,021	1.95	semi-commercial	false	712	21.5	rare	5	none	none	none	none	0	1.95	0	0	0	na	0	0	false	0	false	0	494	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
4,285	IRR-NIG-2025-04285	Nigeria	2,025	1.68	subsistence	false	972	30.6	rare	5	none	none	none	none	0	1.68	0	0	0	na	0	0	false	0	false	0	429	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
4,286	IRR-KEN-2023-04286	Kenya	2,023	2.16	subsistence	false	1,036	25.8	rare	4	none	none	none	none	0	2.16	0	0	0	na	0	0	false	0	false	0	532	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
4,287	IRR-MAL-2019-04287	Mali	2,019	0.74	commercial	false	640	15.1	rare	3	none	none	none	none	0	0.74	0	0	0	na	0	0	false	0	false	0	430	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
4,288	IRR-TAN-2020-04288	Tanzania	2,020	1.05	semi-commercial	false	840	21	occasional	3	none	none	none	none	0	1.05	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	moderate_burden
4,289	IRR-ZAM-2024-04289	Zambia	2,024	3.05	subsistence	false	843	31.4	rare	6	none	none	none	none	0	3.05	0	0	0	na	0	0	false	0	false	0	688	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
4,290	IRR-MAL-2022-04290	Malawi	2,022	0.91	subsistence	false	581	22.4	rare	2	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	678	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
4,291	IRR-UGA-2018-04291	Uganda	2,018	2.49	semi-commercial	false	1,376	23	frequent	2	none	none	none	none	0	2.49	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	true	false	0	none	moderate_burden
4,292	IRR-NIG-2023-04292	Nigeria	2,023	2.42	semi-commercial	false	923	27.2	occasional	5	none	none	none	none	0	2.42	0	0	0	na	0	0	false	0	false	0	622	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
4,293	IRR-ETH-2024-04293	Ethiopia	2,024	0.73	subsistence	false	849	22.9	occasional	4	none	none	none	none	0	0.73	0	0	0	na	0	0	false	0	false	0	531	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
4,294	IRR-ETH-2025-04294	Ethiopia	2,025	0.69	subsistence	false	760	19.1	rare	2	none	none	none	none	0	0.69	0	0	0	na	0	0	false	0	false	0	645	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
4,295	IRR-BUR-2022-04295	Burkina Faso	2,022	0.67	semi-commercial	false	570	22.4	occasional	5	none	none	none	none	0	0.67	0	0	0	na	0	0	false	0	false	0	542	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
4,296	IRR-TAN-2023-04296	Tanzania	2,023	3.34	subsistence	false	845	32.9	frequent	5	none	none	none	none	0	3.34	0	0	0	na	0	0	false	0	false	0	430	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
4,297	IRR-ZAM-2021-04297	Zambia	2,021	0.94	subsistence	false	868	16.6	rare	2	none	none	none	none	0	0.94	0	0	0	na	0	0	false	0	false	0	658	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
4,298	IRR-BUR-2025-04298	Burkina Faso	2,025	2.6	semi-commercial	true	1,179	34.3	rare	3	manual	rainwater_harvesting	solar	individual	1.7	0.9	65.4	90	5	poor	339	46	true	136	false	756	452	53.4	404	1.84	87.5	89.8	41.9	0	136	daily	calendar	fruits	56.5	1.49	3	12,828	7,558	true	true	false	0	14.5	poor	low	false	false	false	0.5	traditional	moderate_burden
4,299	IRR-NIG-2022-04299	Nigeria	2,022	1.09	subsistence	false	748	20.3	rare	3	none	none	none	none	0	1.09	0	0	0	na	0	0	false	0	false	0	653	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
4,300	IRR-NIG-2022-04300	Nigeria	2,022	4.05	subsistence	false	739	21	rare	4	none	none	none	none	0	4.05	0	0	0	na	0	0	false	0	false	0	556	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

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