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
401	IRR-ZAM-2019-00401	Zambia	2,019	1.19	subsistence	false	545	31.1	rare	3	none	none	none	none	0	1.19	0	0	0	na	0	0	false	0	false	0	605	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
402	IRR-NIG-2021-00402	Nigeria	2,021	0.33	subsistence	false	1,104	21	occasional	4	none	none	none	none	0	0.33	0	0	0	na	0	0	false	0	false	0	672	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
403	IRR-UGA-2019-00403	Uganda	2,019	2.9	semi-commercial	false	787	30.9	frequent	2	none	none	none	none	0	2.9	0	0	0	na	0	0	false	0	false	0	690	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
404	IRR-ETH-2025-00404	Ethiopia	2,025	1.9	subsistence	false	643	20.3	occasional	7	none	none	none	none	0	1.9	0	0	0	na	0	0	false	0	false	0	441	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
405	IRR-NIG-2020-00405	Nigeria	2,020	1.63	subsistence	false	937	33.1	frequent	2	none	none	none	none	0	1.63	0	0	0	na	0	0	false	0	false	0	519	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
406	IRR-NIG-2022-00406	Nigeria	2,022	2.51	semi-commercial	false	679	15.2	rare	3	none	none	none	none	0	2.51	0	0	0	na	0	0	false	0	false	0	564	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
407	IRR-ZAM-2023-00407	Zambia	2,023	1.66	semi-commercial	false	707	31.6	occasional	6	none	none	none	none	0	1.66	0	0	0	na	0	0	false	0	false	0	656	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
408	IRR-TAN-2021-00408	Tanzania	2,021	1.96	semi-commercial	false	1,182	28.2	rare	4	none	none	none	none	0	1.96	0	0	0	na	0	0	false	0	false	0	598	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
409	IRR-UGA-2020-00409	Uganda	2,020	1.61	semi-commercial	true	1,103	33.6	occasional	4	sprinkler	reservoir	solar	individual	1.53	0.08	95.3	84	15	fair	2,302	178	true	704	false	559	422	79	442	2.06	85.4	78.2	52.8	0	31	weekly	weather_based	vegetables	59.1	1.23	2	8,582	5,592	false	false	false	0	15.5	poor	medium	false	false	false	4.8	modern	high_burden
410	IRR-ZAM-2021-00410	Zambia	2,021	0.84	subsistence	false	760	32.3	frequent	5	none	none	none	none	0	0.84	0	0	0	na	0	0	false	0	false	0	572	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
411	IRR-UGA-2018-00411	Uganda	2,018	2.38	subsistence	false	1,229	19.7	occasional	4	none	none	none	none	0	2.38	0	0	0	na	0	0	false	0	false	0	514	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
412	IRR-KEN-2024-00412	Kenya	2,024	2.21	subsistence	false	621	21.2	frequent	7	none	none	none	none	0	2.21	0	0	0	na	0	0	false	0	false	0	578	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
413	IRR-GHA-2022-00413	Ghana	2,022	0.86	commercial	true	1,168	28	frequent	2	sprinkler	wetland	solar	government	0.37	0.5	42.4	20	11	good	548	56	false	0	true	316	522	76.7	242	2.24	88.6	60.1	40.8	0	7	biweekly	calendar	sugarcane	31	2.38	1	1,153	3,156	false	false	true	0	15.4	good	medium	true	false	false	4.1	modern	high_burden
414	IRR-NIG-2025-00414	Nigeria	2,025	2.67	semi-commercial	false	555	27.2	occasional	2	none	none	none	none	0	2.67	0	0	0	na	0	0	false	0	false	0	483	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
415	IRR-BUR-2021-00415	Burkina Faso	2,021	1.26	semi-commercial	false	905	31.6	occasional	7	none	none	none	none	0	1.26	0	0	0	na	0	0	false	0	false	0	578	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
416	IRR-GHA-2022-00416	Ghana	2,022	2.58	semi-commercial	false	770	16.5	frequent	5	none	none	none	none	0	2.58	0	0	0	na	0	0	false	0	false	0	488	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
417	IRR-MAL-2024-00417	Malawi	2,024	1.15	semi-commercial	false	974	18.7	frequent	6	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	439	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
418	IRR-BUR-2022-00418	Burkina Faso	2,022	0.57	subsistence	false	1,114	24.7	occasional	2	none	none	none	none	0	0.57	0	0	0	na	0	0	false	0	false	0	506	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
419	IRR-GHA-2024-00419	Ghana	2,024	0.86	subsistence	false	701	17	rare	2	none	none	none	none	0	0.86	0	0	0	na	0	0	false	0	false	0	528	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
420	IRR-BUR-2025-00420	Burkina Faso	2,025	0.77	semi-commercial	false	747	24.8	frequent	4	none	none	none	none	0	0.77	0	0	0	na	0	0	false	0	false	0	420	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
421	IRR-UGA-2018-00421	Uganda	2,018	0.48	subsistence	false	757	32.1	occasional	7	none	none	none	none	0	0.48	0	0	0	na	0	0	false	0	false	0	588	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
422	IRR-ETH-2025-00422	Ethiopia	2,025	0.83	subsistence	true	1,101	27.5	occasional	6	surface	lake	gravity	individual	0.31	0.52	37.5	13	18	good	248	28	false	0	false	372	454	59.7	222	1.47	83.8	75.1	37.6	0	9	as_needed	calendar	fruits	43.1	1.82	1	1,153	3,722	true	false	false	0	0	good	low	true	false	false	1.4	traditional	high_burden
423	IRR-MAL-2021-00423	Mali	2,021	1.81	commercial	false	955	30.2	rare	4	none	none	none	none	0	1.81	0	0	0	na	0	0	false	0	false	0	489	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
424	IRR-ZAM-2023-00424	Zambia	2,023	0.45	semi-commercial	false	737	23.2	occasional	4	none	none	none	none	0	0.45	0	0	0	na	0	0	false	0	false	0	495	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
425	IRR-BUR-2020-00425	Burkina Faso	2,020	1.25	subsistence	true	1,252	33.9	rare	5	surface	groundwater	diesel	individual	0.98	0.27	78.4	51	15	good	787	41	false	0	false	660	671	48.4	319	1.46	90.5	80.1	35	294	30	biweekly	weather_based	vegetables	47.1	1.41	1	6,488	6,598	false	false	true	63.5	19.1	good	low	false	false	true	2.7	traditional	high_burden
426	IRR-ZAM-2022-00426	Zambia	2,022	4.81	commercial	true	1,228	16.6	occasional	2	sprinkler	groundwater	gravity	individual	2	2.82	41.5	66	6	fair	2,996	168	true	1,429	false	348	517	80.1	279	1.63	90.8	78.8	57.3	0	40	as_needed	visual	vegetables	34.9	1.92	2	6,956	3,483	true	false	false	79	0	poor	medium	false	false	false	3.6	modern	high_burden
427	IRR-ETH-2021-00427	Ethiopia	2,021	1.08	commercial	false	726	20.2	occasional	3	none	none	none	none	0	1.08	0	0	0	na	0	0	false	0	false	0	665	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
428	IRR-UGA-2021-00428	Uganda	2,021	1.42	semi-commercial	true	776	34.3	occasional	2	drip	rainwater_harvesting	gravity	individual	1.33	0.1	93.2	43	14	good	3,320	195	false	0	true	723	556	95	687	1.19	88.9	95	80.2	0	20	biweekly	calendar	rice	57.6	1.72	1	9,599	7,228	false	false	false	0	0	good	high	false	false	false	8.1	modern	high_burden
429	IRR-ETH-2019-00429	Ethiopia	2,019	0.5	subsistence	false	902	24.6	frequent	2	none	none	none	none	0	0.5	0	0	0	na	0	0	false	0	false	0	503	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
430	IRR-MAL-2019-00430	Malawi	2,019	2.97	subsistence	false	685	25.1	occasional	3	none	none	none	none	0	2.97	0	0	0	na	0	0	false	0	false	0	460	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
431	IRR-KEN-2023-00431	Kenya	2,023	0.6	semi-commercial	false	739	28.8	rare	5	none	none	none	none	0	0.6	0	0	0	na	0	0	false	0	false	0	606	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
432	IRR-GHA-2025-00432	Ghana	2,025	0.88	subsistence	false	853	20.2	rare	4	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	691	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
433	IRR-ZAM-2023-00433	Zambia	2,023	1.28	subsistence	false	1,370	24.8	rare	6	none	none	none	none	0	1.28	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	high_burden
434	IRR-MAL-2018-00434	Mali	2,018	1.56	semi-commercial	false	743	26.4	occasional	3	none	none	none	none	0	1.56	0	0	0	na	0	0	false	0	false	0	447	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
435	IRR-ZAM-2019-00435	Zambia	2,019	1.23	subsistence	false	781	34.8	occasional	6	none	none	none	none	0	1.23	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	false	false	0	none	high_burden
436	IRR-ETH-2023-00436	Ethiopia	2,023	2.64	subsistence	false	900	18.1	frequent	5	none	none	none	none	0	2.64	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	high_burden
437	IRR-GHA-2018-00437	Ghana	2,018	0.64	subsistence	false	1,340	20	frequent	4	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	479	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
438	IRR-ZAM-2024-00438	Zambia	2,024	1.05	subsistence	false	536	20.5	occasional	3	none	none	none	none	0	1.05	0	0	0	na	0	0	false	0	false	0	634	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
439	IRR-KEN-2019-00439	Kenya	2,019	1.29	semi-commercial	false	1,075	19.8	occasional	4	none	none	none	none	0	1.29	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	high_burden
440	IRR-TAN-2022-00440	Tanzania	2,022	3.13	subsistence	false	535	31.9	rare	5	none	none	none	none	0	3.13	0	0	0	na	0	0	false	0	false	0	604	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
441	IRR-MAL-2025-00441	Mali	2,025	1.84	subsistence	false	645	15.1	occasional	7	none	none	none	none	0	1.84	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	false	false	0	none	high_burden
442	IRR-KEN-2020-00442	Kenya	2,020	0.85	subsistence	false	1,099	34.1	frequent	5	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	410	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	high_burden
443	IRR-MAL-2025-00443	Malawi	2,025	2.07	commercial	false	802	16.9	rare	7	none	none	none	none	0	2.07	0	0	0	na	0	0	false	0	false	0	602	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
444	IRR-MAL-2025-00444	Mali	2,025	1.62	subsistence	true	1,102	28.9	occasional	5	flood	river	solar	individual	0.57	1.05	35.3	20	7	fair	229	30	true	71	false	381	517	39.9	152	1.89	92.9	82	30.4	0	23	weekly	visual	horticulture	22.6	1.3	1	2,179	3,811	false	false	false	0	7.7	poor	low	false	false	false	1.2	traditional	high_burden
445	IRR-GHA-2024-00445	Ghana	2,024	3.02	subsistence	false	661	30.5	occasional	2	none	none	none	none	0	3.02	0	0	0	na	0	0	false	0	false	0	498	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
446	IRR-BUR-2025-00446	Burkina Faso	2,025	1.27	semi-commercial	true	750	15.2	occasional	7	center_pivot	reservoir	diesel	shared	1.24	0.03	97.7	39	2	good	6,180	494	false	0	false	372	624	77.8	289	1.97	71.9	62.5	35	130	12	weekly	calendar	vegetables	55.7	2.23	1	4,593	3,716	true	false	false	0	6	good	high	true	false	true	17.5	traditional	high_burden
447	IRR-UGA-2020-00447	Uganda	2,020	1.3	commercial	true	599	32.3	rare	5	flood	river	wind	cooperative	0.89	0.41	68.7	31	16	fair	357	36	false	0	false	548	439	38.3	210	1.19	94.1	87.1	31.4	0	36	as_needed	visual	maize	52.4	2.11	1	4,889	5,476	false	false	true	0	0	poor	low	false	false	false	1	traditional	high_burden
448	IRR-KEN-2024-00448	Kenya	2,024	2.02	subsistence	false	1,157	22.3	rare	6	none	none	none	none	0	2.02	0	0	0	na	0	0	false	0	false	0	695	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
449	IRR-ETH-2025-00449	Ethiopia	2,025	1.12	subsistence	false	1,260	18.2	occasional	6	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	551	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
450	IRR-MAL-2020-00450	Malawi	2,020	0.99	semi-commercial	false	1,241	18.9	frequent	4	none	none	none	none	0	0.99	0	0	0	na	0	0	false	0	false	0	595	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
451	IRR-UGA-2022-00451	Uganda	2,022	1.33	subsistence	false	1,178	17.4	occasional	5	none	none	none	none	0	1.33	0	0	0	na	0	0	false	0	false	0	544	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
452	IRR-MAL-2020-00452	Mali	2,020	2.54	subsistence	false	1,142	15.1	frequent	5	none	none	none	none	0	2.54	0	0	0	na	0	0	false	0	false	0	454	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
453	IRR-ETH-2023-00453	Ethiopia	2,023	0.82	subsistence	false	1,148	25.9	frequent	2	none	none	none	none	0	0.82	0	0	0	na	0	0	false	0	false	0	526	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
454	IRR-MAL-2025-00454	Malawi	2,025	0.63	subsistence	false	1,469	33	occasional	2	none	none	none	none	0	0.63	0	0	0	na	0	0	false	0	false	0	601	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
455	IRR-ETH-2025-00455	Ethiopia	2,025	0.84	semi-commercial	false	1,141	21	frequent	5	none	none	none	none	0	0.84	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	true	false	0	none	high_burden
456	IRR-NIG-2018-00456	Nigeria	2,018	1.09	semi-commercial	false	757	25	occasional	2	none	none	none	none	0	1.09	0	0	0	na	0	0	false	0	false	0	415	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
457	IRR-NIG-2023-00457	Nigeria	2,023	0.85	semi-commercial	false	537	28.6	rare	2	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	616	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
458	IRR-ETH-2020-00458	Ethiopia	2,020	1.01	subsistence	false	1,220	16.9	rare	5	none	none	none	none	0	1.01	0	0	0	na	0	0	false	0	false	0	607	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
459	IRR-MAL-2024-00459	Mali	2,024	2.96	subsistence	false	912	26.8	frequent	3	none	none	none	none	0	2.96	0	0	0	na	0	0	false	0	false	0	609	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
460	IRR-ZAM-2024-00460	Zambia	2,024	0.4	subsistence	false	580	24.7	rare	7	none	none	none	none	0	0.4	0	0	0	na	0	0	false	0	false	0	492	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
461	IRR-BUR-2019-00461	Burkina Faso	2,019	0.54	semi-commercial	false	935	28.3	frequent	7	none	none	none	none	0	0.54	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	true	false	0	none	high_burden
462	IRR-ZAM-2025-00462	Zambia	2,025	2.16	subsistence	false	1,190	25	occasional	5	none	none	none	none	0	2.16	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	high_burden
463	IRR-GHA-2024-00463	Ghana	2,024	1.04	subsistence	false	1,171	34	occasional	6	none	none	none	none	0	1.04	0	0	0	na	0	0	false	0	false	0	457	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
464	IRR-MAL-2020-00464	Mali	2,020	1.82	commercial	true	777	19.5	rare	5	drip	groundwater	electric	individual	1.04	0.78	56.9	54	2	excellent	2,589	386	false	0	true	668	484	83.9	561	2.02	93	94.1	73.5	142	16	weekly	calendar	horticulture	36.7	2.04	1	6,918	6,680	false	false	false	6.2	21.6	good	high	false	false	true	7.7	modern	high_burden
465	IRR-MAL-2018-00465	Mali	2,018	1.48	subsistence	false	953	18	frequent	3	none	none	none	none	0	1.48	0	0	0	na	0	0	false	0	false	0	430	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
466	IRR-ZAM-2022-00466	Zambia	2,022	4.19	semi-commercial	false	742	15.8	occasional	4	none	none	none	none	0	4.19	0	0	0	na	0	0	false	0	false	0	475	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
467	IRR-ETH-2019-00467	Ethiopia	2,019	0.49	commercial	false	907	30.6	frequent	7	none	none	none	none	0	0.49	0	0	0	na	0	0	false	0	false	0	469	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
468	IRR-TAN-2019-00468	Tanzania	2,019	2.43	subsistence	true	713	18.4	occasional	5	surface	lake	gravity	cooperative	0.84	1.59	34.7	40	7	excellent	675	83	false	0	false	740	659	54.8	405	1.25	93.8	70.1	36	0	25	as_needed	visual	rice	54.9	2.47	3	6,247	7,402	true	false	false	0	0	good	low	false	false	false	1	traditional	high_burden
469	IRR-MAL-2020-00469	Malawi	2,020	1.5	subsistence	false	808	27.1	rare	4	none	none	none	none	0	1.5	0	0	0	na	0	0	false	0	false	0	638	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
470	IRR-KEN-2018-00470	Kenya	2,018	2.03	semi-commercial	false	1,025	25.6	occasional	5	none	none	none	none	0	2.03	0	0	0	na	0	0	false	0	false	0	622	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
471	IRR-NIG-2018-00471	Nigeria	2,018	1.41	subsistence	false	969	19.4	frequent	2	none	none	none	none	0	1.41	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	high_burden
472	IRR-ETH-2018-00472	Ethiopia	2,018	0.6	semi-commercial	false	712	26.8	rare	4	none	none	none	none	0	0.6	0	0	0	na	0	0	false	0	false	0	589	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
473	IRR-TAN-2021-00473	Tanzania	2,021	1.32	subsistence	false	916	28.2	occasional	5	none	none	none	none	0	1.32	0	0	0	na	0	0	false	0	false	0	469	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
474	IRR-NIG-2019-00474	Nigeria	2,019	2.13	subsistence	false	1,282	15.9	frequent	4	none	none	none	none	0	2.13	0	0	0	na	0	0	false	0	false	0	648	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
475	IRR-KEN-2025-00475	Kenya	2,025	1.04	semi-commercial	false	631	24.7	frequent	7	none	none	none	none	0	1.04	0	0	0	na	0	0	false	0	false	0	696	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
476	IRR-ETH-2021-00476	Ethiopia	2,021	4.96	semi-commercial	true	654	22.1	frequent	2	center_pivot	lake	diesel	individual	3.82	1.14	76.9	156	2	poor	19,081	2,125	false	0	false	598	492	75.1	449	1.7	90.2	81	54.9	596	38	weekly	calendar	horticulture	59.4	2.22	1	22,805	5,976	false	false	false	0	9.5	poor	high	false	true	false	13	traditional	high_burden
477	IRR-ZAM-2019-00477	Zambia	2,019	0.22	subsistence	false	577	30.3	frequent	3	none	none	none	none	0	0.22	0	0	0	na	0	0	false	0	false	0	672	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
478	IRR-GHA-2020-00478	Ghana	2,020	1.13	semi-commercial	false	932	31.1	frequent	5	none	none	none	none	0	1.13	0	0	0	na	0	0	false	0	false	0	621	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
479	IRR-GHA-2023-00479	Ghana	2,023	4.48	subsistence	false	569	28.5	occasional	2	none	none	none	none	0	4.48	0	0	0	na	0	0	false	0	false	0	510	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
480	IRR-ZAM-2018-00480	Zambia	2,018	1.37	semi-commercial	true	927	18.2	occasional	2	flood	groundwater	electric	individual	1.03	0.34	75.1	51	3	good	411	56	true	201	false	598	568	38.4	229	1.29	75.9	80.3	23.4	153	41	as_needed	visual	rice	21.1	1.76	2	6,136	5,978	false	false	false	45	22.1	good	low	false	false	true	2.8	traditional	high_burden
481	IRR-ETH-2024-00481	Ethiopia	2,024	0.74	subsistence	false	867	31.2	occasional	5	none	none	none	none	0	0.74	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
482	IRR-NIG-2023-00482	Nigeria	2,023	0.52	semi-commercial	false	818	21.9	frequent	3	none	none	none	none	0	0.52	0	0	0	na	0	0	false	0	false	0	691	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
483	IRR-ETH-2024-00483	Ethiopia	2,024	4.2	semi-commercial	false	1,021	24.1	frequent	5	none	none	none	none	0	4.2	0	0	0	na	0	0	false	0	false	0	655	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
484	IRR-ETH-2019-00484	Ethiopia	2,019	1.07	commercial	false	759	29.7	frequent	3	none	none	none	none	0	1.07	0	0	0	na	0	0	false	0	false	0	467	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
485	IRR-ETH-2019-00485	Ethiopia	2,019	2.04	subsistence	false	722	22.6	rare	4	none	none	none	none	0	2.04	0	0	0	na	0	0	false	0	false	0	691	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
486	IRR-GHA-2021-00486	Ghana	2,021	0.84	subsistence	false	1,129	21.4	occasional	7	none	none	none	none	0	0.84	0	0	0	na	0	0	false	0	false	0	596	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
487	IRR-UGA-2020-00487	Uganda	2,020	8.22	semi-commercial	false	1,140	22.5	occasional	4	none	none	none	none	0	8.22	0	0	0	na	0	0	false	0	false	0	642	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
488	IRR-MAL-2021-00488	Mali	2,021	1.88	subsistence	false	1,105	21.6	frequent	2	none	none	none	none	0	1.88	0	0	0	na	0	0	false	0	false	0	485	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
489	IRR-BUR-2019-00489	Burkina Faso	2,019	3.46	subsistence	false	785	29.3	rare	4	none	none	none	none	0	3.46	0	0	0	na	0	0	false	0	false	0	587	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
490	IRR-UGA-2018-00490	Uganda	2,018	3.11	commercial	false	1,152	31	rare	5	none	none	none	none	0	3.11	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	false	false	0	none	high_burden
491	IRR-ZAM-2018-00491	Zambia	2,018	1.12	subsistence	false	1,248	22.4	occasional	6	none	none	none	none	0	1.12	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
492	IRR-UGA-2025-00492	Uganda	2,025	1.14	subsistence	false	790	21.7	occasional	4	none	none	none	none	0	1.14	0	0	0	na	0	0	false	0	false	0	525	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
493	IRR-NIG-2019-00493	Nigeria	2,019	2.49	semi-commercial	false	928	23	frequent	5	none	none	none	none	0	2.49	0	0	0	na	0	0	false	0	false	0	648	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
494	IRR-UGA-2019-00494	Uganda	2,019	0.85	semi-commercial	false	529	28.8	occasional	3	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	460	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
495	IRR-BUR-2024-00495	Burkina Faso	2,024	2.94	subsistence	true	910	16.6	occasional	3	sprinkler	reservoir	solar	private_company	2.58	0.36	87.7	88	0	good	3,865	344	false	0	false	504	607	71	357	0.92	86.6	71.3	43.8	0	52	as_needed	calendar	vegetables	47.8	1.78	3	12,975	5,036	true	false	false	0	11.1	good	medium	true	false	true	5.5	modern	high_burden
496	IRR-ETH-2023-00496	Ethiopia	2,023	4.95	semi-commercial	true	973	32.8	rare	7	surface	wetland	diesel	shared	4.05	0.9	81.8	206	4	good	3,240	275	false	0	false	446	678	58.2	260	1.21	93.6	85.8	46.8	654	121	weekly	calendar	maize	21.3	2.22	1	18,067	4,462	false	false	true	0	20.6	good	low	false	false	false	6.1	traditional	high_burden
497	IRR-BUR-2020-00497	Burkina Faso	2,020	1.4	semi-commercial	false	1,164	22.7	rare	7	none	none	none	none	0	1.4	0	0	0	na	0	0	false	0	false	0	480	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
498	IRR-MAL-2025-00498	Mali	2,025	1.25	subsistence	false	1,261	33.2	frequent	2	none	none	none	none	0	1.25	0	0	0	na	0	0	false	0	false	0	649	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	high_burden
499	IRR-UGA-2023-00499	Uganda	2,023	1.85	subsistence	false	938	27.9	occasional	7	none	none	none	none	0	1.85	0	0	0	na	0	0	false	0	false	0	647	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
500	IRR-UGA-2019-00500	Uganda	2,019	2.73	semi-commercial	false	1,651	27.5	occasional	7	none	none	none	none	0	2.73	0	0	0	na	0	0	false	0	false	0	454	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

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