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
501	IRR-GHA-2019-00501	Ghana	2,019	1.81	semi-commercial	false	793	21.5	rare	2	none	none	none	none	0	1.81	0	0	0	na	0	0	false	0	false	0	548	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
502	IRR-BUR-2022-00502	Burkina Faso	2,022	1.4	subsistence	false	822	27.1	occasional	7	none	none	none	none	0	1.4	0	0	0	na	0	0	false	0	false	0	625	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
503	IRR-TAN-2025-00503	Tanzania	2,025	1.94	semi-commercial	false	1,093	24.1	rare	2	none	none	none	none	0	1.94	0	0	0	na	0	0	false	0	false	0	663	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
504	IRR-MAL-2021-00504	Mali	2,021	1.52	subsistence	false	885	17.8	frequent	2	none	none	none	none	0	1.52	0	0	0	na	0	0	false	0	false	0	557	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
505	IRR-UGA-2020-00505	Uganda	2,020	1.61	subsistence	false	1,201	30.5	frequent	2	none	none	none	none	0	1.61	0	0	0	na	0	0	false	0	false	0	640	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
506	IRR-ZAM-2023-00506	Zambia	2,023	1.92	semi-commercial	false	1,088	27	rare	5	none	none	none	none	0	1.92	0	0	0	na	0	0	false	0	false	0	474	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
507	IRR-MAL-2022-00507	Mali	2,022	1.79	subsistence	false	620	18.3	rare	2	none	none	none	none	0	1.79	0	0	0	na	0	0	false	0	false	0	459	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
508	IRR-UGA-2018-00508	Uganda	2,018	0.22	subsistence	false	764	21.2	occasional	2	none	none	none	none	0	0.22	0	0	0	na	0	0	false	0	false	0	642	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
509	IRR-KEN-2022-00509	Kenya	2,022	2.69	subsistence	false	815	21.3	rare	4	none	none	none	none	0	2.69	0	0	0	na	0	0	false	0	false	0	640	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
510	IRR-NIG-2025-00510	Nigeria	2,025	1.37	semi-commercial	false	973	16	occasional	3	none	none	none	none	0	1.37	0	0	0	na	0	0	false	0	false	0	597	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
511	IRR-TAN-2020-00511	Tanzania	2,020	2.27	semi-commercial	false	950	17.6	frequent	2	none	none	none	none	0	2.27	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	true	false	0	none	high_burden
512	IRR-GHA-2018-00512	Ghana	2,018	1.98	subsistence	false	821	16.1	rare	5	none	none	none	none	0	1.98	0	0	0	na	0	0	false	0	false	0	595	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
513	IRR-ZAM-2021-00513	Zambia	2,021	1.03	semi-commercial	false	1,367	29.2	frequent	4	none	none	none	none	0	1.03	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	high_burden
514	IRR-ZAM-2021-00514	Zambia	2,021	0.55	commercial	true	855	29.1	occasional	7	sprinkler	river	gravity	individual	0.41	0.14	74.6	22	2	good	617	37	false	0	false	609	489	81.2	495	1.32	82	70.6	47	0	8	as_needed	calendar	sugarcane	22.3	2.44	1	2,504	6,091	false	false	false	0	0	good	medium	false	false	false	10	modern	high_burden
515	IRR-UGA-2023-00515	Uganda	2,023	0.61	semi-commercial	false	777	32.8	frequent	3	none	none	none	none	0	0.61	0	0	0	na	0	0	false	0	false	0	599	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
516	IRR-MAL-2018-00516	Mali	2,018	0.75	semi-commercial	false	928	27.1	frequent	7	none	none	none	none	0	0.75	0	0	0	na	0	0	false	0	false	0	639	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
517	IRR-ZAM-2018-00517	Zambia	2,018	2.63	semi-commercial	false	1,024	29.6	occasional	2	none	none	none	none	0	2.63	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	high_burden
518	IRR-ETH-2019-00518	Ethiopia	2,019	0.93	subsistence	false	400	20.3	frequent	6	none	none	none	none	0	0.93	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	true	false	0	none	high_burden
519	IRR-KEN-2021-00519	Kenya	2,021	1.46	semi-commercial	false	945	28.6	rare	4	none	none	none	none	0	1.46	0	0	0	na	0	0	false	0	false	0	649	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
520	IRR-MAL-2023-00520	Mali	2,023	1.25	subsistence	true	1,092	20	occasional	6	surface	groundwater	solar	shared	1.04	0.21	83.1	41	2	fair	833	92	true	303	true	392	445	52.6	206	0.91	85.7	63.2	28.5	0	31	daily	weather_based	rice	30	1.28	1	4,080	3,918	false	true	false	62.8	13.4	poor	low	false	false	false	4.4	traditional	high_burden
521	IRR-NIG-2024-00521	Nigeria	2,024	3.11	subsistence	false	652	27.5	frequent	6	none	none	none	none	0	3.11	0	0	0	na	0	0	false	0	false	0	649	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
522	IRR-KEN-2021-00522	Kenya	2,021	1.76	subsistence	false	860	29.6	occasional	6	none	none	none	none	0	1.76	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	false	false	0	none	high_burden
523	IRR-UGA-2018-00523	Uganda	2,018	0.99	semi-commercial	false	1,185	23.3	occasional	5	none	none	none	none	0	0.99	0	0	0	na	0	0	false	0	false	0	464	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
524	IRR-GHA-2022-00524	Ghana	2,022	0.66	semi-commercial	false	1,001	28.3	occasional	5	none	none	none	none	0	0.66	0	0	0	na	0	0	false	0	false	0	575	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
525	IRR-MAL-2024-00525	Mali	2,024	0.83	semi-commercial	false	767	34	occasional	2	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	630	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
526	IRR-MAL-2021-00526	Mali	2,021	2.45	semi-commercial	false	430	28.3	rare	4	none	none	none	none	0	2.45	0	0	0	na	0	0	false	0	false	0	602	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
527	IRR-ZAM-2024-00527	Zambia	2,024	0.89	subsistence	false	1,125	16.1	occasional	2	none	none	none	none	0	0.89	0	0	0	na	0	0	false	0	false	0	445	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
528	IRR-GHA-2023-00528	Ghana	2,023	2.29	subsistence	true	1,120	24.9	occasional	5	manual	groundwater	gravity	individual	1.37	0.92	59.8	57	5	fair	274	17	false	0	false	418	581	59.3	248	1.59	90.8	73.8	39.7	0	110	weekly	visual	vegetables	21.8	1.51	2	5,726	4,181	false	false	true	74.5	0	poor	low	false	false	false	1.1	traditional	high_burden
529	IRR-ZAM-2025-00529	Zambia	2,025	0.98	subsistence	false	1,008	31.3	occasional	5	none	none	none	none	0	0.98	0	0	0	na	0	0	false	0	false	0	465	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
530	IRR-GHA-2019-00530	Ghana	2,019	1.59	subsistence	false	609	15.8	occasional	4	none	none	none	none	0	1.59	0	0	0	na	0	0	false	0	false	0	661	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
531	IRR-KEN-2025-00531	Kenya	2,025	0.77	subsistence	false	1,106	34.2	occasional	7	none	none	none	none	0	0.77	0	0	0	na	0	0	false	0	false	0	543	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
532	IRR-BUR-2022-00532	Burkina Faso	2,022	2.86	semi-commercial	true	723	17.3	occasional	7	drip	river	wind	shared	1.29	1.57	45.1	52	1	fair	3,226	449	false	0	false	316	609	84.2	266	0.9	88.1	89	66.1	0	19	weekly	visual	vegetables	27.5	1.22	1	4,079	3,161	false	false	true	0	0	poor	high	true	false	false	8.2	modern	high_burden
533	IRR-TAN-2020-00533	Tanzania	2,020	1.27	subsistence	false	630	31.1	frequent	5	none	none	none	none	0	1.27	0	0	0	na	0	0	false	0	false	0	587	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
534	IRR-GHA-2022-00534	Ghana	2,022	1.48	subsistence	false	777	26.3	rare	3	none	none	none	none	0	1.48	0	0	0	na	0	0	false	0	false	0	502	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
535	IRR-KEN-2023-00535	Kenya	2,023	1.21	semi-commercial	false	1,033	33.2	frequent	6	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	439	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
536	IRR-MAL-2024-00536	Malawi	2,024	3.18	semi-commercial	false	569	18.3	occasional	5	none	none	none	none	0	3.18	0	0	0	na	0	0	false	0	false	0	483	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
537	IRR-GHA-2019-00537	Ghana	2,019	0.48	subsistence	false	1,060	32.1	occasional	6	none	none	none	none	0	0.48	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	false	false	0	none	high_burden
538	IRR-TAN-2020-00538	Tanzania	2,020	1.57	commercial	false	788	27.8	occasional	2	none	none	none	none	0	1.57	0	0	0	na	0	0	false	0	false	0	510	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
539	IRR-GHA-2022-00539	Ghana	2,022	1.68	subsistence	false	780	19.3	occasional	3	none	none	none	none	0	1.68	0	0	0	na	0	0	false	0	false	0	420	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
540	IRR-KEN-2023-00540	Kenya	2,023	1.79	subsistence	false	933	17.2	frequent	5	none	none	none	none	0	1.79	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	true	false	0	none	high_burden
541	IRR-MAL-2020-00541	Mali	2,020	2.69	semi-commercial	false	1,092	29.8	occasional	2	none	none	none	none	0	2.69	0	0	0	na	0	0	false	0	false	0	486	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
542	IRR-TAN-2019-00542	Tanzania	2,019	1.03	semi-commercial	false	798	15.2	frequent	2	none	none	none	none	0	1.03	0	0	0	na	0	0	false	0	false	0	576	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
543	IRR-NIG-2021-00543	Nigeria	2,021	0.72	semi-commercial	true	825	28.3	rare	6	flood	groundwater	electric	shared	0.57	0.15	78.9	18	10	good	229	20	true	104	false	534	438	44.6	238	0.83	75.6	77	25.9	69	23	weekly	visual	horticulture	30.8	1.87	1	3,052	5,340	true	false	false	36.8	6.4	good	low	false	false	true	2	traditional	high_burden
544	IRR-UGA-2019-00544	Uganda	2,019	0.83	subsistence	false	1,018	34.7	occasional	6	none	none	none	none	0	0.83	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
545	IRR-MAL-2022-00545	Mali	2,022	0.96	subsistence	false	1,187	22.6	frequent	3	none	none	none	none	0	0.96	0	0	0	na	0	0	false	0	false	0	584	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
546	IRR-TAN-2019-00546	Tanzania	2,019	0.73	semi-commercial	false	714	19.1	occasional	6	none	none	none	none	0	0.73	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	high_burden
547	IRR-GHA-2025-00547	Ghana	2,025	1.24	subsistence	false	400	22.2	occasional	3	none	none	none	none	0	1.24	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	high_burden
548	IRR-NIG-2023-00548	Nigeria	2,023	5.53	semi-commercial	true	481	22.1	occasional	5	surface	reservoir	wind	individual	1.78	3.75	32.2	62	10	fair	1,426	113	false	0	false	677	598	57.3	388	1.66	92.9	76.2	40.5	0	53	weekly	weather_based	rice	38.9	1.69	1	12,071	6,773	false	false	false	0	0	poor	low	false	false	false	1.3	traditional	high_burden
549	IRR-UGA-2022-00549	Uganda	2,022	1.08	semi-commercial	false	849	16.9	rare	4	none	none	none	none	0	1.08	0	0	0	na	0	0	false	0	false	0	691	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
550	IRR-MAL-2018-00550	Mali	2,018	0.66	subsistence	false	973	20.3	rare	2	none	none	none	none	0	0.66	0	0	0	na	0	0	false	0	false	0	431	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
551	IRR-NIG-2025-00551	Nigeria	2,025	0.51	commercial	true	699	29.3	occasional	3	manual	lake	solar	government	0.26	0.25	50.4	11	17	fair	51	4	true	27	false	601	690	63.3	381	1	80	69.6	35.3	0	21	daily	soil_moisture	fruits	28.1	1.76	2	1,544	6,014	true	false	false	0	17.9	poor	low	false	false	false	0.7	traditional	high_burden
552	IRR-BUR-2021-00552	Burkina Faso	2,021	1.63	commercial	false	957	32.8	frequent	6	none	none	none	none	0	1.63	0	0	0	na	0	0	false	0	false	0	603	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
553	IRR-ETH-2025-00553	Ethiopia	2,025	0.78	subsistence	false	1,458	18.7	rare	7	none	none	none	none	0	0.78	0	0	0	na	0	0	false	0	false	0	499	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
554	IRR-NIG-2021-00554	Nigeria	2,021	6.71	subsistence	false	730	18.9	occasional	2	none	none	none	none	0	6.71	0	0	0	na	0	0	false	0	false	0	594	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
555	IRR-TAN-2024-00555	Tanzania	2,024	0.41	subsistence	false	1,122	18.9	rare	4	none	none	none	none	0	0.41	0	0	0	na	0	0	false	0	false	0	464	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
556	IRR-KEN-2025-00556	Kenya	2,025	2.53	semi-commercial	true	1,392	29.5	occasional	2	surface	river	solar	individual	1.15	1.38	45.5	58	0	good	919	126	false	0	true	634	631	54.2	344	2.41	89.7	84.8	41.2	0	34	biweekly	soil_moisture	fruits	45.7	1.3	1	7,282	6,338	false	false	false	0	17.3	good	low	false	false	false	1.6	traditional	high_burden
557	IRR-TAN-2024-00557	Tanzania	2,024	0.71	subsistence	false	1,156	32.7	rare	6	none	none	none	none	0	0.71	0	0	0	na	0	0	false	0	false	0	555	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
558	IRR-MAL-2023-00558	Malawi	2,023	2.98	subsistence	false	493	23.4	rare	7	none	none	none	none	0	2.98	0	0	0	na	0	0	false	0	false	0	671	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
559	IRR-BUR-2019-00559	Burkina Faso	2,019	0.49	semi-commercial	false	800	34.3	rare	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	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
560	IRR-BUR-2020-00560	Burkina Faso	2,020	0.93	subsistence	false	828	20.9	rare	2	none	none	none	none	0	0.93	0	0	0	na	0	0	false	0	false	0	500	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
561	IRR-BUR-2019-00561	Burkina Faso	2,019	0.83	semi-commercial	false	469	34.1	occasional	7	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	542	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
562	IRR-MAL-2022-00562	Malawi	2,022	1.74	commercial	false	1,022	23.7	occasional	2	none	none	none	none	0	1.74	0	0	0	na	0	0	false	0	false	0	564	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
563	IRR-UGA-2020-00563	Uganda	2,020	1.73	semi-commercial	false	498	27.5	occasional	7	none	none	none	none	0	1.73	0	0	0	na	0	0	false	0	false	0	456	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
564	IRR-GHA-2024-00564	Ghana	2,024	0.93	semi-commercial	false	657	24.1	occasional	6	none	none	none	none	0	0.93	0	0	0	na	0	0	false	0	false	0	465	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
565	IRR-MAL-2022-00565	Mali	2,022	1.38	subsistence	true	950	26.3	frequent	4	surface	reservoir	diesel	government	1.08	0.3	78.2	47	0	good	860	114	false	0	false	356	679	53.9	192	1.08	71.2	85.5	32.8	278	32	weekly	calendar	rice	50.3	1.43	3	3,823	3,556	true	false	false	0	15.9	good	low	false	true	true	2.5	traditional	high_burden
566	IRR-KEN-2021-00566	Kenya	2,021	3.94	semi-commercial	false	1,253	28.9	frequent	3	none	none	none	none	0	3.94	0	0	0	na	0	0	false	0	false	0	433	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
567	IRR-UGA-2025-00567	Uganda	2,025	3.45	subsistence	true	883	30.6	occasional	2	flood	rainwater_harvesting	manual	individual	1.64	1.81	47.5	54	4	poor	656	49	false	0	true	566	414	38.5	218	0.86	71.3	74	20.3	0	66	weekly	calendar	fruits	56.7	1.56	2	9,293	5,664	true	true	true	0	0	poor	low	false	false	false	0.7	traditional	high_burden
568	IRR-ETH-2020-00568	Ethiopia	2,020	1.05	subsistence	true	1,113	26.6	rare	2	flood	river	solar	government	0.96	0.09	91	54	2	fair	382	34	false	0	true	799	611	48.3	386	1.29	70.6	73.2	25	0	38	biweekly	calendar	rice	30.5	1.58	1	7,633	7,988	false	false	false	0	16.6	poor	low	true	false	false	2.4	traditional	high_burden
569	IRR-MAL-2022-00569	Malawi	2,022	3.98	semi-commercial	false	856	22.1	frequent	6	none	none	none	none	0	3.98	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
570	IRR-TAN-2025-00570	Tanzania	2,025	2.07	semi-commercial	false	945	18.5	frequent	3	none	none	none	none	0	2.07	0	0	0	na	0	0	false	0	false	0	555	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
571	IRR-GHA-2023-00571	Ghana	2,023	2.67	commercial	true	559	16.8	frequent	6	drip	reservoir	electric	individual	0.95	1.72	35.6	30	6	poor	2,373	186	false	0	false	392	618	95	373	0.95	78.1	89.8	66.7	138	14	weekly	calendar	vegetables	52.3	2.09	1	3,722	3,922	false	false	true	0	7.8	poor	high	true	false	false	3.4	modern	high_burden
572	IRR-TAN-2019-00572	Tanzania	2,019	1.23	semi-commercial	false	627	20.4	frequent	5	none	none	none	none	0	1.23	0	0	0	na	0	0	false	0	false	0	530	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
573	IRR-KEN-2022-00573	Kenya	2,022	6.23	commercial	false	782	34.1	rare	4	none	none	none	none	0	6.23	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
574	IRR-MAL-2020-00574	Malawi	2,020	2.07	semi-commercial	false	1,309	27.8	occasional	6	none	none	none	none	0	2.07	0	0	0	na	0	0	false	0	false	0	450	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
575	IRR-NIG-2022-00575	Nigeria	2,022	0.87	semi-commercial	false	950	20.8	occasional	4	none	none	none	none	0	0.87	0	0	0	na	0	0	false	0	false	0	559	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
576	IRR-NIG-2024-00576	Nigeria	2,024	1.36	subsistence	true	723	18	rare	5	flood	reservoir	gravity	individual	0.52	0.84	38.1	19	6	good	208	27	false	0	false	455	645	41.2	187	1.44	89.8	71.4	26.4	0	21	biweekly	visual	fruits	23.2	2.42	1	2,359	4,548	false	true	false	0	0	good	low	false	false	true	1.3	traditional	high_burden
577	IRR-GHA-2019-00577	Ghana	2,019	1.78	semi-commercial	false	1,124	32.9	frequent	2	none	none	none	none	0	1.78	0	0	0	na	0	0	false	0	false	0	483	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
578	IRR-UGA-2021-00578	Uganda	2,021	0.86	semi-commercial	true	845	15.6	rare	2	flood	reservoir	diesel	shared	0.38	0.47	44.8	17	13	fair	154	17	false	0	true	346	443	46.8	162	1.83	89.6	73.3	30.7	85	15	daily	calendar	maize	25	2.29	1	1,329	3,456	false	false	false	0	22.2	poor	low	true	false	false	1.4	traditional	high_burden
579	IRR-UGA-2023-00579	Uganda	2,023	1.57	subsistence	false	772	26.8	occasional	3	none	none	none	none	0	1.57	0	0	0	na	0	0	false	0	false	0	597	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
580	IRR-UGA-2022-00580	Uganda	2,022	1.45	subsistence	false	786	32	occasional	3	none	none	none	none	0	1.45	0	0	0	na	0	0	false	0	false	0	474	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
581	IRR-ETH-2025-00581	Ethiopia	2,025	0.78	subsistence	false	1,109	15.9	frequent	6	none	none	none	none	0	0.78	0	0	0	na	0	0	false	0	false	0	460	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
582	IRR-TAN-2021-00582	Tanzania	2,021	0.6	subsistence	false	920	33.6	frequent	5	none	none	none	none	0	0.6	0	0	0	na	0	0	false	0	false	0	564	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
583	IRR-UGA-2019-00583	Uganda	2,019	5.64	semi-commercial	false	1,357	32.5	frequent	5	none	none	none	none	0	5.64	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	true	false	0	none	high_burden
584	IRR-TAN-2018-00584	Tanzania	2,018	0.67	subsistence	false	899	29.4	frequent	5	none	none	none	none	0	0.67	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
585	IRR-NIG-2018-00585	Nigeria	2,018	1.88	subsistence	false	1,496	19	rare	4	none	none	none	none	0	1.88	0	0	0	na	0	0	false	0	false	0	433	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
586	IRR-ZAM-2018-00586	Zambia	2,018	0.51	subsistence	false	1,129	24.9	occasional	4	none	none	none	none	0	0.51	0	0	0	na	0	0	false	0	false	0	628	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
587	IRR-UGA-2022-00587	Uganda	2,022	0.79	subsistence	true	803	15.1	frequent	7	surface	river	solar	government	0.36	0.43	45.4	14	0	good	286	40	false	0	false	709	409	56	397	2.41	75.9	81.8	34.8	0	11	as_needed	visual	rice	57.1	1.46	1	2,533	7,086	false	false	false	0	4	good	low	true	true	false	1.3	traditional	high_burden
588	IRR-ZAM-2019-00588	Zambia	2,019	2.91	semi-commercial	false	779	16.3	occasional	7	none	none	none	none	0	2.91	0	0	0	na	0	0	false	0	false	0	606	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
589	IRR-ETH-2020-00589	Ethiopia	2,020	1.15	semi-commercial	false	1,241	17.9	occasional	4	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	425	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
590	IRR-GHA-2023-00590	Ghana	2,023	1.12	subsistence	false	748	28	rare	4	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	555	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
591	IRR-MAL-2018-00591	Malawi	2,018	1.97	subsistence	false	502	17.8	occasional	5	none	none	none	none	0	1.97	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
592	IRR-BUR-2021-00592	Burkina Faso	2,021	0.99	semi-commercial	false	932	30.5	occasional	6	none	none	none	none	0	0.99	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	high_burden
593	IRR-TAN-2024-00593	Tanzania	2,024	2.74	semi-commercial	false	1,037	20.7	occasional	4	none	none	none	none	0	2.74	0	0	0	na	0	0	false	0	false	0	471	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
594	IRR-TAN-2022-00594	Tanzania	2,022	0.31	commercial	false	1,012	19.3	rare	3	none	none	none	none	0	0.31	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	false	false	0	none	high_burden
595	IRR-NIG-2018-00595	Nigeria	2,018	0.93	subsistence	true	688	31.9	occasional	2	manual	river	solar	individual	0.6	0.33	64.7	33	7	poor	120	16	false	0	true	406	439	59.6	242	1.98	75.4	74.4	33.5	0	48	weekly	soil_moisture	rice	20.5	1.23	2	2,446	4,061	false	false	false	0	19.4	poor	low	false	false	false	1.3	traditional	high_burden
596	IRR-BUR-2021-00596	Burkina Faso	2,021	1.54	subsistence	false	858	29	occasional	4	none	none	none	none	0	1.54	0	0	0	na	0	0	false	0	false	0	451	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
597	IRR-UGA-2020-00597	Uganda	2,020	1.17	subsistence	false	983	35	occasional	2	none	none	none	none	0	1.17	0	0	0	na	0	0	false	0	false	0	585	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
598	IRR-ETH-2019-00598	Ethiopia	2,019	3.22	semi-commercial	false	805	17.8	frequent	2	none	none	none	none	0	3.22	0	0	0	na	0	0	false	0	false	0	434	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
599	IRR-MAL-2021-00599	Mali	2,021	1.26	subsistence	false	930	34.5	rare	4	none	none	none	none	0	1.26	0	0	0	na	0	0	false	0	false	0	464	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
600	IRR-ZAM-2024-00600	Zambia	2,024	0.95	subsistence	false	867	29.3	rare	7	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	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden

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