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	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
701	IRR-UGA-2019-00701	Uganda	2,019	0.72	commercial	false	803	20.4	occasional	7	none	none	none	none	0	0.72	0	0	0	na	0	0	false	0	false	0	685	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
702	IRR-GHA-2020-00702	Ghana	2,020	3.87	semi-commercial	false	980	26.1	rare	7	none	none	none	none	0	3.87	0	0	0	na	0	0	false	0	false	0	487	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
703	IRR-BUR-2025-00703	Burkina Faso	2,025	1.22	subsistence	false	790	33.7	rare	3	none	none	none	none	0	1.22	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	na	none	false	false	false	0	none	high_burden
704	IRR-ZAM-2021-00704	Zambia	2,021	1.39	semi-commercial	false	603	18.2	rare	6	none	none	none	none	0	1.39	0	0	0	na	0	0	false	0	false	0	699	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
705	IRR-ETH-2025-00705	Ethiopia	2,025	0.53	subsistence	true	841	18.3	frequent	5	flood	reservoir	solar	cooperative	0.37	0.16	69.4	18	16	fair	148	11	false	0	false	640	624	47.8	306	1.89	88	86.2	36.2	0	15	daily	calendar	cotton	21.9	1.79	2	2,362	6,398	false	false	false	23.3	poor	low	false	true	false	2.5	traditional	high_burden
706	IRR-NIG-2023-00706	Nigeria	2,023	1.09	semi-commercial	false	608	27.6	rare	6	none	none	none	none	0	1.09	0	0	0	na	0	0	false	0	false	0	458	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
707	IRR-ZAM-2022-00707	Zambia	2,022	0.8	subsistence	false	575	29.3	occasional	6	none	none	none	none	0	0.8	0	0	0	na	0	0	false	0	false	0	641	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
708	IRR-NIG-2021-00708	Nigeria	2,021	1.01	subsistence	false	1,061	18.4	occasional	7	none	none	none	none	0	1.01	0	0	0	na	0	0	false	0	false	0	544	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
709	IRR-GHA-2024-00709	Ghana	2,024	3.66	commercial	true	845	29.7	occasional	5	sprinkler	river	solar	individual	2.94	0.72	80.4	136	9	fair	4,417	230	false	0	false	771	693	65.7	506	1.33	85	88.6	49.5	0	59	as_needed	visual	maize	41.5	2.4	2	22,704	7,710	false	true	false	11	poor	medium	false	false	false	5.8	modern	high_burden
710	IRR-NIG-2020-00710	Nigeria	2,020	1.48	subsistence	false	1,161	19	rare	4	none	none	none	none	0	1.48	0	0	0	na	0	0	false	0	false	0	427	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
711	IRR-TAN-2018-00711	Tanzania	2,018	0.45	subsistence	false	827	29.8	frequent	6	none	none	none	none	0	0.45	0	0	0	na	0	0	false	0	false	0	459	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
712	IRR-UGA-2021-00712	Uganda	2,021	1.26	subsistence	false	497	22.1	occasional	2	none	none	none	none	0	1.26	0	0	0	na	0	0	false	0	false	0	658	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
713	IRR-ETH-2024-00713	Ethiopia	2,024	0.99	subsistence	true	954	23.4	frequent	2	flood	rainwater_harvesting	gravity	individual	0.94	0.06	94.3	52	14	good	375	51	true	171	true	451	658	43.7	197	1.83	75.2	62.3	20.4	0	38	as_needed	weather_based	fruits	32.5	1.71	2	4,233	4,515	false	true	true	0	good	low	false	false	false	2.3	traditional	high_burden
714	IRR-MAL-2023-00714	Mali	2,023	0.93	subsistence	true	577	15.4	occasional	5	flood	river	manual	individual	0.48	0.45	51.8	23	1	good	192	10	false	0	true	796	412	40.8	324	2.43	74.5	77.8	23.6	0	19	daily	visual	fruits	37.2	1.72	1	3,822	7,957	true	false	false	0	good	low	false	false	false	1.1	traditional	high_burden
715	IRR-TAN-2021-00715	Tanzania	2,021	0.74	subsistence	false	918	20	frequent	7	none	none	none	none	0	0.74	0	0	0	na	0	0	false	0	false	0	607	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
716	IRR-UGA-2018-00716	Uganda	2,018	1.91	subsistence	false	782	25.4	occasional	5	none	none	none	none	0	1.91	0	0	0	na	0	0	false	0	false	0	566	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
717	IRR-MAL-2018-00717	Malawi	2,018	1.76	subsistence	false	1,081	27.7	frequent	6	none	none	none	none	0	1.76	0	0	0	na	0	0	false	0	false	0	535	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
718	IRR-MAL-2020-00718	Malawi	2,020	2.55	semi-commercial	false	908	23.9	rare	7	none	none	none	none	0	2.55	0	0	0	na	0	0	false	0	false	0	648	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
719	IRR-ETH-2025-00719	Ethiopia	2,025	0.87	subsistence	true	1,242	32.8	occasional	3	surface	river	diesel	individual	0.81	0.05	93.8	32	7	fair	651	56	false	0	true	359	567	58.3	209	1.97	93.6	85.5	46.7	96	24	weekly	visual	sugarcane	27.4	2.24	1	2,918	3,587	false	false	false	19.8	poor	low	true	false	false	5.5	traditional	high_burden
720	IRR-ETH-2024-00720	Ethiopia	2,024	0.67	commercial	false	932	30.7	rare	7	none	none	none	none	0	0.67	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	na	none	false	false	false	0	none	high_burden
721	IRR-ZAM-2023-00721	Zambia	2,023	0.59	subsistence	false	421	25.5	frequent	5	none	none	none	none	0	0.59	0	0	0	na	0	0	false	0	false	0	437	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
722	IRR-ETH-2021-00722	Ethiopia	2,021	0.44	subsistence	true	1,197	28.9	frequent	2	manual	wetland	gravity	individual	0.35	0.09	80.4	16	2	poor	70	5	false	0	true	526	461	54.6	287	1.42	88.2	78	37.6	0	28	biweekly	soil_moisture	rice	46	2.15	2	1,849	5,258	false	false	false	0	poor	low	false	true	false	0.7	traditional	high_burden
723	IRR-GHA-2021-00723	Ghana	2,021	1.95	subsistence	false	630	28.4	occasional	3	none	none	none	none	0	1.95	0	0	0	na	0	0	false	0	false	0	602	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
724	IRR-TAN-2021-00724	Tanzania	2,021	2.14	semi-commercial	false	1,270	21.9	frequent	3	none	none	none	none	0	2.14	0	0	0	na	0	0	false	0	false	0	631	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
725	IRR-UGA-2023-00725	Uganda	2,023	0.51	subsistence	false	1,010	23.4	frequent	6	none	none	none	none	0	0.51	0	0	0	na	0	0	false	0	false	0	637	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
726	IRR-ZAM-2020-00726	Zambia	2,020	1.39	semi-commercial	false	1,118	34.7	frequent	7	none	none	none	none	0	1.39	0	0	0	na	0	0	false	0	false	0	469	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
727	IRR-ETH-2022-00727	Ethiopia	2,022	3.69	semi-commercial	false	752	27.8	occasional	3	none	none	none	none	0	3.69	0	0	0	na	0	0	false	0	false	0	489	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
728	IRR-ZAM-2022-00728	Zambia	2,022	2.31	subsistence	false	839	20.8	frequent	3	none	none	none	none	0	2.31	0	0	0	na	0	0	false	0	false	0	411	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
729	IRR-MAL-2024-00729	Mali	2,024	1.58	subsistence	false	902	18.3	occasional	4	none	none	none	none	0	1.58	0	0	0	na	0	0	false	0	false	0	517	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
730	IRR-GHA-2021-00730	Ghana	2,021	13.51	subsistence	false	769	22.9	frequent	3	none	none	none	none	0	13.51	0	0	0	na	0	0	false	0	false	0	448	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
731	IRR-BUR-2021-00731	Burkina Faso	2,021	1.01	semi-commercial	false	1,105	19.3	rare	4	none	none	none	none	0	1.01	0	0	0	na	0	0	false	0	false	0	541	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
732	IRR-ZAM-2024-00732	Zambia	2,024	1.07	subsistence	false	843	23	occasional	3	none	none	none	none	0	1.07	0	0	0	na	0	0	false	0	false	0	615	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
733	IRR-KEN-2023-00733	Kenya	2,023	1.42	semi-commercial	false	981	15.6	occasional	3	none	none	none	none	0	1.42	0	0	0	na	0	0	false	0	false	0	683	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
734	IRR-KEN-2023-00734	Kenya	2,023	1.41	semi-commercial	false	400	25.1	occasional	3	none	none	none	none	0	1.41	0	0	0	na	0	0	false	0	false	0	431	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
735	IRR-GHA-2019-00735	Ghana	2,019	1.46	subsistence	false	1,036	31	occasional	3	none	none	none	none	0	1.46	0	0	0	na	0	0	false	0	false	0	556	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
736	IRR-BUR-2023-00736	Burkina Faso	2,023	0.52	subsistence	false	913	18.3	rare	7	none	none	none	none	0	0.52	0	0	0	na	0	0	false	0	false	0	629	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
737	IRR-MAL-2022-00737	Mali	2,022	0.35	subsistence	false	1,185	32.6	occasional	3	none	none	none	none	0	0.35	0	0	0	na	0	0	false	0	false	0	611	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
738	IRR-MAL-2021-00738	Malawi	2,021	1.09	subsistence	true	744	18.2	frequent	2	sprinkler	reservoir	gravity	cooperative	0.38	0.71	35.1	23	3	good	574	72	false	0	false	698	605	64	447	1.29	87.7	74.7	41.9	0	8	weekly	soil_moisture	sugarcane	44.4	1.96	1	2,672	6,978	false	false	false	0	good	medium	true	true	true	2.4	modern	high_burden
739	IRR-MAL-2022-00739	Mali	2,022	0.84	semi-commercial	false	763	21.9	occasional	4	none	none	none	none	0	0.84	0	0	0	na	0	0	false	0	false	0	622	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
740	IRR-ETH-2021-00740	Ethiopia	2,021	0.64	semi-commercial	false	858	26.9	rare	3	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	560	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
741	IRR-MAL-2019-00741	Malawi	2,019	0.95	commercial	false	761	18.2	rare	2	none	none	none	none	0	0.95	0	0	0	na	0	0	false	0	false	0	403	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
742	IRR-MAL-2025-00742	Mali	2,025	1.02	subsistence	false	843	21.1	rare	5	none	none	none	none	0	1.02	0	0	0	na	0	0	false	0	false	0	553	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
743	IRR-UGA-2019-00743	Uganda	2,019	1.01	subsistence	false	1,104	18.9	rare	7	none	none	none	none	0	1.01	0	0	0	na	0	0	false	0	false	0	631	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
744	IRR-NIG-2024-00744	Nigeria	2,024	0.63	commercial	false	1,046	17.8	frequent	7	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	maize	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
745	IRR-GHA-2025-00745	Ghana	2,025	0.56	subsistence	false	604	15.3	occasional	3	none	none	none	none	0	0.56	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	na	none	false	false	false	0	none	high_burden
746	IRR-BUR-2023-00746	Burkina Faso	2,023	0.77	subsistence	false	400	23.1	rare	7	none	none	none	none	0	0.77	0	0	0	na	0	0	false	0	false	0	505	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
747	IRR-ETH-2019-00747	Ethiopia	2,019	0.51	subsistence	false	814	20.8	frequent	6	none	none	none	none	0	0.51	0	0	0	na	0	0	false	0	false	0	617	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
748	IRR-NIG-2020-00748	Nigeria	2,020	1.9	semi-commercial	false	1,248	23.7	occasional	4	none	none	none	none	0	1.9	0	0	0	na	0	0	false	0	false	0	682	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
749	IRR-ETH-2019-00749	Ethiopia	2,019	5.4	semi-commercial	false	1,270	29	occasional	7	none	none	none	none	0	5.4	0	0	0	na	0	0	false	0	false	0	627	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
750	IRR-BUR-2021-00750	Burkina Faso	2,021	2.47	semi-commercial	false	1,017	22	rare	5	none	none	none	none	0	2.47	0	0	0	na	0	0	false	0	false	0	428	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
751	IRR-KEN-2018-00751	Kenya	2,018	1.33	subsistence	false	979	22.8	rare	6	none	none	none	none	0	1.33	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	na	none	false	false	false	0	none	high_burden
752	IRR-GHA-2023-00752	Ghana	2,023	2.62	semi-commercial	false	696	23.8	occasional	5	none	none	none	none	0	2.62	0	0	0	na	0	0	false	0	false	0	540	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
753	IRR-BUR-2020-00753	Burkina Faso	2,020	1.02	subsistence	false	1,040	29.1	rare	6	none	none	none	none	0	1.02	0	0	0	na	0	0	false	0	false	0	501	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
754	IRR-NIG-2018-00754	Nigeria	2,018	0.85	semi-commercial	false	959	33.4	occasional	7	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	409	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
755	IRR-UGA-2018-00755	Uganda	2,018	0.52	subsistence	false	916	29.7	rare	3	none	none	none	none	0	0.52	0	0	0	na	0	0	false	0	false	0	633	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
756	IRR-GHA-2020-00756	Ghana	2,020	3.07	semi-commercial	false	960	22.1	occasional	7	none	none	none	none	0	3.07	0	0	0	na	0	0	false	0	false	0	405	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
757	IRR-GHA-2023-00757	Ghana	2,023	0.75	subsistence	false	978	16.9	frequent	2	none	none	none	none	0	0.75	0	0	0	na	0	0	false	0	false	0	636	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
758	IRR-ZAM-2022-00758	Zambia	2,022	0.85	semi-commercial	false	1,133	29.2	frequent	4	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	549	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
759	IRR-KEN-2023-00759	Kenya	2,023	1.38	semi-commercial	false	983	31.8	rare	7	none	none	none	none	0	1.38	0	0	0	na	0	0	false	0	false	0	484	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
760	IRR-KEN-2018-00760	Kenya	2,018	0.87	semi-commercial	false	867	16.2	occasional	2	none	none	none	none	0	0.87	0	0	0	na	0	0	false	0	false	0	517	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
761	IRR-ZAM-2023-00761	Zambia	2,023	1.78	subsistence	false	743	34.7	occasional	4	none	none	none	none	0	1.78	0	0	0	na	0	0	false	0	false	0	515	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
762	IRR-ZAM-2020-00762	Zambia	2,020	0.83	semi-commercial	false	400	15.8	frequent	3	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	688	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
763	IRR-UGA-2024-00763	Uganda	2,024	1.74	semi-commercial	false	638	16	frequent	3	none	none	none	none	0	1.74	0	0	0	na	0	0	false	0	false	0	488	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
764	IRR-MAL-2019-00764	Malawi	2,019	1.44	subsistence	false	874	31.5	occasional	4	none	none	none	none	0	1.44	0	0	0	na	0	0	false	0	false	0	441	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
765	IRR-ETH-2024-00765	Ethiopia	2,024	1.21	subsistence	false	638	32.6	occasional	5	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	686	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
766	IRR-BUR-2024-00766	Burkina Faso	2,024	0.83	subsistence	false	1,061	23.7	frequent	2	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	452	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
767	IRR-KEN-2021-00767	Kenya	2,021	0.84	semi-commercial	false	967	18.7	rare	6	none	none	none	none	0	0.84	0	0	0	na	0	0	false	0	false	0	408	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
768	IRR-KEN-2018-00768	Kenya	2,018	2	subsistence	false	689	23.3	rare	3	none	none	none	none	0	2	0	0	0	na	0	0	false	0	false	0	476	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
769	IRR-BUR-2023-00769	Burkina Faso	2,023	3.07	semi-commercial	true	623	17.7	occasional	6	drip	rainwater_harvesting	diesel	government	2.86	0.21	93.1	107	7	good	7,139	594	false	0	false	328	632	84.4	277	1.42	85.4	82.4	59.4	850	43	biweekly	visual	vegetables	37.2	1.28	1	9,356	3,276	true	false	false	13.2	good	high	true	false	false	12.5	modern	high_burden
770	IRR-MAL-2025-00770	Malawi	2,025	2.71	semi-commercial	false	957	24.4	occasional	3	none	none	none	none	0	2.71	0	0	0	na	0	0	false	0	false	0	622	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
771	IRR-ZAM-2020-00771	Zambia	2,020	0.61	subsistence	false	1,021	30.6	frequent	5	none	none	none	none	0	0.61	0	0	0	na	0	0	false	0	false	0	534	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
772	IRR-GHA-2018-00772	Ghana	2,018	0.54	subsistence	false	573	15.2	occasional	4	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	546	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
773	IRR-UGA-2020-00773	Uganda	2,020	0.91	subsistence	false	844	19.9	occasional	6	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	436	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
774	IRR-NIG-2025-00774	Nigeria	2,025	1.71	subsistence	false	809	24	rare	7	none	none	none	none	0	1.71	0	0	0	na	0	0	false	0	false	0	644	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
775	IRR-MAL-2025-00775	Mali	2,025	2.15	subsistence	false	845	15.2	rare	5	none	none	none	none	0	2.15	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	na	none	false	false	false	0	none	high_burden
776	IRR-MAL-2025-00776	Mali	2,025	1.52	commercial	false	735	25.5	frequent	4	none	none	none	none	0	1.52	0	0	0	na	0	0	false	0	false	0	694	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
777	IRR-NIG-2020-00777	Nigeria	2,020	3.37	semi-commercial	true	698	29.5	rare	5	drip	river	solar	individual	2.99	0.39	88.5	93	6	good	7,463	475	false	0	true	690	603	86.3	595	2.16	74.4	84.3	54.1	0	45	weekly	calendar	vegetables	58.7	1.82	1	20,588	6,897	false	false	false	13.4	good	high	true	false	false	7.5	modern	high_burden
778	IRR-TAN-2020-00778	Tanzania	2,020	1.01	subsistence	false	1,072	30.4	frequent	7	none	none	none	none	0	1.01	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	na	none	false	true	false	0	none	high_burden
779	IRR-MAL-2018-00779	Mali	2,018	1.66	commercial	false	1,173	30.5	occasional	6	none	none	none	none	0	1.66	0	0	0	na	0	0	false	0	false	0	472	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
780	IRR-GHA-2018-00780	Ghana	2,018	3.42	semi-commercial	false	845	22	occasional	3	none	none	none	none	0	3.42	0	0	0	na	0	0	false	0	false	0	439	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
781	IRR-ETH-2022-00781	Ethiopia	2,022	0.2	subsistence	true	892	22.2	rare	7	manual	reservoir	gravity	individual	0.06	0.14	30.7	4	2	fair	12	1	false	0	true	759	559	61.7	468	0.89	91	79.4	44.5	0	5	weekly	visual	horticulture	40.7	1.67	1	466	7,587	true	false	false	0	poor	low	true	false	false	0.3	traditional	high_burden
782	IRR-NIG-2023-00782	Nigeria	2,023	2.5	semi-commercial	false	834	20.5	occasional	7	none	none	none	none	0	2.5	0	0	0	na	0	0	false	0	false	0	671	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
783	IRR-GHA-2023-00783	Ghana	2,023	1.73	commercial	false	873	19.5	frequent	5	none	none	none	none	0	1.73	0	0	0	na	0	0	false	0	false	0	549	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
784	IRR-ETH-2019-00784	Ethiopia	2,019	9.71	semi-commercial	false	631	30.9	occasional	7	none	none	none	none	0	9.71	0	0	0	na	0	0	false	0	false	0	489	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
785	IRR-ZAM-2022-00785	Zambia	2,022	0.72	subsistence	false	924	15.2	occasional	5	none	none	none	none	0	0.72	0	0	0	na	0	0	false	0	false	0	674	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
786	IRR-MAL-2020-00786	Malawi	2,020	0.36	subsistence	false	731	28.9	frequent	7	none	none	none	none	0	0.36	0	0	0	na	0	0	false	0	false	0	416	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
787	IRR-BUR-2024-00787	Burkina Faso	2,024	0.58	subsistence	false	809	31	occasional	4	none	none	none	none	0	0.58	0	0	0	na	0	0	false	0	false	0	630	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
788	IRR-UGA-2021-00788	Uganda	2,021	1.42	semi-commercial	false	821	28.7	frequent	2	none	none	none	none	0	1.42	0	0	0	na	0	0	false	0	false	0	475	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
789	IRR-TAN-2023-00789	Tanzania	2,023	2.27	subsistence	false	600	28	rare	6	none	none	none	none	0	2.27	0	0	0	na	0	0	false	0	false	0	694	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
790	IRR-MAL-2025-00790	Malawi	2,025	0.37	semi-commercial	false	1,049	24.5	frequent	5	none	none	none	none	0	0.37	0	0	0	na	0	0	false	0	false	0	600	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
791	IRR-KEN-2022-00791	Kenya	2,022	1.1	semi-commercial	false	930	23.9	frequent	3	none	none	none	none	0	1.1	0	0	0	na	0	0	false	0	false	0	687	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
792	IRR-MAL-2022-00792	Malawi	2,022	3.68	semi-commercial	false	1,284	17.4	frequent	7	none	none	none	none	0	3.68	0	0	0	na	0	0	false	0	false	0	650	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
793	IRR-UGA-2022-00793	Uganda	2,022	0.6	subsistence	false	1,031	19.4	occasional	2	none	none	none	none	0	0.6	0	0	0	na	0	0	false	0	false	0	524	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
794	IRR-UGA-2022-00794	Uganda	2,022	0.83	subsistence	false	848	29.3	rare	6	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	680	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
795	IRR-TAN-2019-00795	Tanzania	2,019	1.09	semi-commercial	false	1,040	17.6	occasional	7	none	none	none	none	0	1.09	0	0	0	na	0	0	false	0	false	0	413	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
796	IRR-GHA-2020-00796	Ghana	2,020	1.07	commercial	false	1,081	25.8	frequent	2	none	none	none	none	0	1.07	0	0	0	na	0	0	false	0	false	0	583	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	high_burden
797	IRR-ZAM-2019-00797	Zambia	2,019	0.64	subsistence	false	896	23.5	occasional	2	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	641	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
798	IRR-TAN-2025-00798	Tanzania	2,025	3.19	subsistence	false	965	16.8	rare	3	none	none	none	none	0	3.19	0	0	0	na	0	0	false	0	false	0	607	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	high_burden
799	IRR-NIG-2022-00799	Nigeria	2,022	1.12	semi-commercial	true	886	30.6	occasional	6	drip	rainwater_harvesting	gravity	individual	0.83	0.3	73.6	37	19	good	2,067	253	false	0	false	754	495	90.4	682	1.07	87.4	80	63.2	0	12	weekly	calendar	sugarcane	20.7	2.32	1	6,235	7,540	false	true	true	0	good	high	true	false	false	17.8	modern	high_burden
800	IRR-ZAM-2023-00800	Zambia	2,023	0.26	semi-commercial	true	682	20.9	occasional	3	flood	reservoir	gravity	shared	0.26	0	99.7	9	8	fair	103	11	true	33	false	403	642	45.1	182	1.77	89.3	77.3	31.1	0	10	daily	calendar	maize	49	1.8	2	1,043	4,033	false	true	false	0	poor	low	false	false	false	1.6	traditional	high_burden

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