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
601	IRR-UGA-2021-00601	Uganda	2,021	1.06	subsistence	false	943	21.8	frequent	5	none	none	none	none	0	1.06	0	0	0	na	0	0	false	0	false	0	638	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
602	IRR-MAL-2020-00602	Mali	2,020	0.72	subsistence	false	960	20.9	rare	4	none	none	none	none	0	0.72	0	0	0	na	0	0	false	0	false	0	506	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
603	IRR-ETH-2018-00603	Ethiopia	2,018	6.66	subsistence	false	503	28.1	occasional	3	none	none	none	none	0	6.66	0	0	0	na	0	0	false	0	false	0	651	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
604	IRR-KEN-2025-00604	Kenya	2,025	1.44	semi-commercial	false	1,202	30.2	frequent	2	none	none	none	none	0	1.44	0	0	0	na	0	0	false	0	false	0	669	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
605	IRR-TAN-2022-00605	Tanzania	2,022	1.97	semi-commercial	false	758	25.7	occasional	6	none	none	none	none	0	1.97	0	0	0	na	0	0	false	0	false	0	402	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
606	IRR-MAL-2021-00606	Malawi	2,021	0.39	subsistence	false	909	28.2	rare	4	none	none	none	none	0	0.39	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	false	false	0	none	high_burden
607	IRR-NIG-2019-00607	Nigeria	2,019	0.66	semi-commercial	false	1,342	27.2	rare	7	none	none	none	none	0	0.66	0	0	0	na	0	0	false	0	false	0	445	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
608	IRR-TAN-2018-00608	Tanzania	2,018	1.95	semi-commercial	false	804	21.3	rare	6	none	none	none	none	0	1.95	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	false	false	0	none	high_burden
609	IRR-NIG-2023-00609	Nigeria	2,023	3.21	semi-commercial	false	1,306	15.8	occasional	4	none	none	none	none	0	3.21	0	0	0	na	0	0	false	0	false	0	516	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
610	IRR-NIG-2023-00610	Nigeria	2,023	5.86	subsistence	false	1,552	34.4	occasional	5	none	none	none	none	0	5.86	0	0	0	na	0	0	false	0	false	0	585	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
611	IRR-ZAM-2019-00611	Zambia	2,019	1.49	semi-commercial	false	623	23.9	frequent	7	none	none	none	none	0	1.49	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
612	IRR-BUR-2018-00612	Burkina Faso	2,018	0.39	subsistence	false	1,091	33.2	frequent	4	none	none	none	none	0	0.39	0	0	0	na	0	0	false	0	false	0	674	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
613	IRR-MAL-2022-00613	Mali	2,022	1.66	semi-commercial	false	1,269	34.5	rare	3	none	none	none	none	0	1.66	0	0	0	na	0	0	false	0	false	0	613	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
614	IRR-ETH-2019-00614	Ethiopia	2,019	0.59	semi-commercial	false	1,081	21.1	occasional	2	none	none	none	none	0	0.59	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	high_burden
615	IRR-KEN-2020-00615	Kenya	2,020	1.38	semi-commercial	false	747	29.1	rare	4	none	none	none	none	0	1.38	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	high_burden
616	IRR-UGA-2020-00616	Uganda	2,020	2.57	semi-commercial	false	439	30.8	frequent	7	none	none	none	none	0	2.57	0	0	0	na	0	0	false	0	false	0	544	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
617	IRR-KEN-2018-00617	Kenya	2,018	1.84	semi-commercial	false	789	17.1	occasional	5	none	none	none	none	0	1.84	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	0	na	none	false	false	false	0	none	high_burden
618	IRR-TAN-2018-00618	Tanzania	2,018	1.93	subsistence	false	909	29.3	rare	5	none	none	none	none	0	1.93	0	0	0	na	0	0	false	0	false	0	572	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
619	IRR-BUR-2020-00619	Burkina Faso	2,020	2.44	semi-commercial	false	537	26.1	occasional	3	none	none	none	none	0	2.44	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	false	false	0	none	high_burden
620	IRR-KEN-2022-00620	Kenya	2,022	1.66	semi-commercial	true	1,240	21.9	occasional	6	sprinkler	reservoir	diesel	shared	1.44	0.22	86.8	61	0	fair	2,157	263	false	0	true	390	610	67.9	265	1.29	80.2	63.1	34.4	214	29	weekly	calendar	fruits	21.1	2.41	3	5,613	3,904	true	false	false	0	16.6	poor	medium	false	false	false	12.3	modern	high_burden
621	IRR-ZAM-2019-00621	Zambia	2,019	1.46	subsistence	false	738	29.6	rare	2	none	none	none	none	0	1.46	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
622	IRR-BUR-2022-00622	Burkina Faso	2,022	0.6	semi-commercial	false	898	15	rare	2	none	none	none	none	0	0.6	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
623	IRR-UGA-2023-00623	Uganda	2,023	2.31	semi-commercial	false	733	30.4	rare	6	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	0	na	none	false	false	false	0	none	high_burden
624	IRR-GHA-2023-00624	Ghana	2,023	1.49	commercial	false	614	26.8	frequent	5	none	none	none	none	0	1.49	0	0	0	na	0	0	false	0	false	0	654	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
625	IRR-NIG-2021-00625	Nigeria	2,021	0.75	subsistence	false	1,113	30.2	rare	4	none	none	none	none	0	0.75	0	0	0	na	0	0	false	0	false	0	630	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
626	IRR-MAL-2018-00626	Malawi	2,018	0.46	commercial	false	913	29.2	occasional	5	none	none	none	none	0	0.46	0	0	0	na	0	0	false	0	false	0	589	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
627	IRR-BUR-2019-00627	Burkina Faso	2,019	0.46	semi-commercial	false	1,023	20.3	rare	6	none	none	none	none	0	0.46	0	0	0	na	0	0	false	0	false	0	604	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
628	IRR-GHA-2025-00628	Ghana	2,025	2.18	semi-commercial	true	660	34	rare	7	sprinkler	river	solar	shared	1.99	0.19	91.2	61	14	good	2,986	434	true	1,478	false	529	629	75.3	399	2.29	94.7	75.9	54.1	0	40	daily	visual	fruits	54.1	1.89	1	10,529	5,290	false	false	false	0	21.9	good	medium	true	false	false	5.1	modern	high_burden
629	IRR-GHA-2022-00629	Ghana	2,022	1.17	subsistence	false	854	20.5	rare	4	none	none	none	none	0	1.17	0	0	0	na	0	0	false	0	false	0	516	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
630	IRR-GHA-2020-00630	Ghana	2,020	1.83	subsistence	false	1,030	34.4	occasional	5	none	none	none	none	0	1.83	0	0	0	na	0	0	false	0	false	0	561	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
631	IRR-TAN-2018-00631	Tanzania	2,018	1.12	subsistence	false	939	20.8	occasional	2	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	689	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
632	IRR-ETH-2023-00632	Ethiopia	2,023	0.7	semi-commercial	false	516	27.4	occasional	2	none	none	none	none	0	0.7	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	false	false	0	none	high_burden
633	IRR-NIG-2021-00633	Nigeria	2,021	1.97	commercial	false	1,083	21.3	frequent	2	none	none	none	none	0	1.97	0	0	0	na	0	0	false	0	false	0	601	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
634	IRR-KEN-2020-00634	Kenya	2,020	1.06	semi-commercial	false	734	21.4	rare	5	none	none	none	none	0	1.06	0	0	0	na	0	0	false	0	false	0	581	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
635	IRR-TAN-2024-00635	Tanzania	2,024	1.49	semi-commercial	false	1,179	29.1	occasional	3	none	none	none	none	0	1.49	0	0	0	na	0	0	false	0	false	0	670	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
636	IRR-MAL-2025-00636	Malawi	2,025	6.55	semi-commercial	false	1,178	34.5	occasional	2	none	none	none	none	0	6.55	0	0	0	na	0	0	false	0	false	0	596	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
637	IRR-TAN-2025-00637	Tanzania	2,025	1.12	semi-commercial	false	1,130	15.4	rare	3	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	444	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
638	IRR-KEN-2022-00638	Kenya	2,022	1.06	commercial	false	602	23.2	occasional	4	none	none	none	none	0	1.06	0	0	0	na	0	0	false	0	false	0	632	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
639	IRR-MAL-2024-00639	Mali	2,024	0.88	semi-commercial	false	523	23.8	rare	2	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	669	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
640	IRR-BUR-2024-00640	Burkina Faso	2,024	1.42	commercial	false	781	23.9	frequent	4	none	none	none	none	0	1.42	0	0	0	na	0	0	false	0	false	0	507	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
641	IRR-GHA-2020-00641	Ghana	2,020	1.79	semi-commercial	false	959	20.8	occasional	2	none	none	none	none	0	1.79	0	0	0	na	0	0	false	0	false	0	529	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
642	IRR-KEN-2025-00642	Kenya	2,025	4.33	semi-commercial	false	987	19.7	frequent	5	none	none	none	none	0	4.33	0	0	0	na	0	0	false	0	false	0	625	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
643	IRR-BUR-2018-00643	Burkina Faso	2,018	1.04	subsistence	false	939	19.1	occasional	4	none	none	none	none	0	1.04	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	false	false	0	none	high_burden
644	IRR-TAN-2025-00644	Tanzania	2,025	2.4	subsistence	false	1,004	17.2	rare	3	none	none	none	none	0	2.4	0	0	0	na	0	0	false	0	false	0	431	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
645	IRR-MAL-2023-00645	Malawi	2,023	0.25	semi-commercial	false	870	19.2	frequent	7	none	none	none	none	0	0.25	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	true	false	0	none	high_burden
646	IRR-KEN-2023-00646	Kenya	2,023	0.54	subsistence	false	1,009	34.3	rare	3	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	401	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
647	IRR-ZAM-2019-00647	Zambia	2,019	0.59	subsistence	false	709	21.4	frequent	3	none	none	none	none	0	0.59	0	0	0	na	0	0	false	0	false	0	432	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
648	IRR-TAN-2018-00648	Tanzania	2,018	0.52	commercial	false	946	26.2	occasional	3	none	none	none	none	0	0.52	0	0	0	na	0	0	false	0	false	0	557	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
649	IRR-ZAM-2021-00649	Zambia	2,021	3.34	semi-commercial	true	609	19.5	frequent	3	sprinkler	reservoir	manual	shared	2.82	0.52	84.5	161	1	excellent	4,227	261	false	0	false	488	541	65.3	319	1.63	79.6	63.8	33.1	0	56	daily	visual	maize	41.8	1.4	2	13,760	4,883	true	false	true	0	0	good	medium	true	false	true	6.1	modern	high_burden
650	IRR-MAL-2022-00650	Malawi	2,022	0.94	subsistence	false	831	18.3	rare	4	none	none	none	none	0	0.94	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	0	na	none	false	false	false	0	none	high_burden
651	IRR-ZAM-2023-00651	Zambia	2,023	1.7	semi-commercial	false	953	15.1	occasional	7	none	none	none	none	0	1.7	0	0	0	na	0	0	false	0	false	0	693	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
652	IRR-MAL-2025-00652	Malawi	2,025	1.14	subsistence	false	411	15.7	occasional	3	none	none	none	none	0	1.14	0	0	0	na	0	0	false	0	false	0	659	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
653	IRR-GHA-2023-00653	Ghana	2,023	1.05	subsistence	false	1,163	26.9	frequent	4	none	none	none	none	0	1.05	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	0	na	none	false	true	false	0	none	high_burden
654	IRR-ZAM-2025-00654	Zambia	2,025	1.07	semi-commercial	false	920	20	occasional	5	none	none	none	none	0	1.07	0	0	0	na	0	0	false	0	false	0	514	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
655	IRR-TAN-2021-00655	Tanzania	2,021	1.53	subsistence	true	997	28.7	rare	4	flood	groundwater	electric	individual	0.68	0.86	44.2	21	4	fair	271	28	false	0	true	634	473	46.8	297	1.44	75.4	81	28.6	76	27	weekly	visual	vegetables	55.9	1.46	2	4,295	6,344	false	true	false	39.8	5	poor	low	true	false	false	0.6	traditional	high_burden
656	IRR-UGA-2021-00656	Uganda	2,021	2.24	subsistence	false	531	25.5	frequent	6	none	none	none	none	0	2.24	0	0	0	na	0	0	false	0	false	0	508	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
657	IRR-BUR-2018-00657	Burkina Faso	2,018	1.75	semi-commercial	false	1,258	25.5	occasional	6	none	none	none	none	0	1.75	0	0	0	na	0	0	false	0	false	0	590	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
658	IRR-UGA-2021-00658	Uganda	2,021	3.16	subsistence	true	926	20.8	occasional	4	drip	river	diesel	shared	1.67	1.49	52.8	82	13	good	4,173	621	false	0	true	718	415	83.3	599	1.79	78.7	75.8	49.7	432	25	daily	weather_based	vegetables	53.8	1.27	1	11,992	7,185	false	true	true	0	12.9	good	high	true	false	false	4.9	modern	high_burden
659	IRR-ZAM-2023-00659	Zambia	2,023	3.65	subsistence	false	755	28	frequent	4	none	none	none	none	0	3.65	0	0	0	na	0	0	false	0	false	0	476	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
660	IRR-UGA-2019-00660	Uganda	2,019	1.35	commercial	false	1,085	28.5	occasional	2	none	none	none	none	0	1.35	0	0	0	na	0	0	false	0	false	0	654	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
661	IRR-UGA-2021-00661	Uganda	2,021	1.34	subsistence	false	547	29	rare	5	none	none	none	none	0	1.34	0	0	0	na	0	0	false	0	false	0	668	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
662	IRR-KEN-2025-00662	Kenya	2,025	1.52	subsistence	false	710	21.9	occasional	2	none	none	none	none	0	1.52	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	false	false	0	none	high_burden
663	IRR-ZAM-2025-00663	Zambia	2,025	0.95	subsistence	true	898	31.1	frequent	3	manual	river	gravity	individual	0.5	0.45	52.7	23	4	fair	100	7	true	59	true	762	557	52.2	398	1.75	78.7	71.7	29.5	0	40	weekly	weather_based	rice	55.3	1.27	1	3,795	7,618	true	true	false	0	0	poor	low	false	true	false	0.4	traditional	high_burden
664	IRR-ZAM-2019-00664	Zambia	2,019	2.58	subsistence	false	856	31.5	occasional	3	none	none	none	none	0	2.58	0	0	0	na	0	0	false	0	false	0	449	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
665	IRR-NIG-2018-00665	Nigeria	2,018	0.57	subsistence	false	962	31.4	occasional	4	none	none	none	none	0	0.57	0	0	0	na	0	0	false	0	false	0	611	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
666	IRR-GHA-2021-00666	Ghana	2,021	3.22	subsistence	false	1,023	29.5	rare	4	none	none	none	none	0	3.22	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	false	false	0	none	high_burden
667	IRR-ETH-2020-00667	Ethiopia	2,020	2.31	subsistence	false	684	32.2	frequent	3	none	none	none	none	0	2.31	0	0	0	na	0	0	false	0	false	0	468	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
668	IRR-NIG-2018-00668	Nigeria	2,018	1.59	subsistence	false	969	34.6	occasional	4	none	none	none	none	0	1.59	0	0	0	na	0	0	false	0	false	0	670	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
669	IRR-UGA-2024-00669	Uganda	2,024	1.1	subsistence	true	804	23.9	frequent	4	sprinkler	groundwater	solar	individual	0.96	0.14	87.4	30	11	fair	1,440	118	true	532	false	360	419	79.7	287	1.76	84.2	83.7	56.2	0	19	daily	calendar	maize	55.8	2.48	2	3,459	3,603	false	true	false	7.6	10.2	poor	medium	false	true	false	4.7	modern	high_burden
670	IRR-GHA-2023-00670	Ghana	2,023	0.45	subsistence	true	745	21.6	frequent	5	sprinkler	river	diesel	individual	0.22	0.23	49.6	12	12	excellent	333	20	false	0	false	704	509	63.9	450	1.23	92.7	77.4	45.8	24	4	as_needed	calendar	vegetables	29.1	2.37	3	1,561	7,038	true	false	false	0	17.8	good	medium	false	true	false	5.1	modern	high_burden
671	IRR-TAN-2023-00671	Tanzania	2,023	8.12	subsistence	false	400	19.8	rare	6	none	none	none	none	0	8.12	0	0	0	na	0	0	false	0	false	0	696	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
672	IRR-NIG-2020-00672	Nigeria	2,020	1.81	subsistence	false	955	32.1	frequent	5	none	none	none	none	0	1.81	0	0	0	na	0	0	false	0	false	0	699	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
673	IRR-MAL-2022-00673	Mali	2,022	1	semi-commercial	false	1,033	17.9	frequent	4	none	none	none	none	0	1	0	0	0	na	0	0	false	0	false	0	621	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
674	IRR-TAN-2022-00674	Tanzania	2,022	1.18	semi-commercial	false	598	15	frequent	7	none	none	none	none	0	1.18	0	0	0	na	0	0	false	0	false	0	661	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
675	IRR-MAL-2023-00675	Mali	2,023	1.42	semi-commercial	true	805	15.9	occasional	5	manual	groundwater	gravity	cooperative	0.47	0.95	33	25	18	good	94	9	false	0	true	730	613	60.3	441	1.58	86.4	70.9	36.9	0	38	as_needed	calendar	vegetables	53.6	1.71	1	3,433	7,305	true	false	true	62.9	0	good	low	true	false	true	0.2	traditional	high_burden
676	IRR-BUR-2020-00676	Burkina Faso	2,020	5.78	semi-commercial	false	723	26.5	frequent	2	none	none	none	none	0	5.78	0	0	0	na	0	0	false	0	false	0	584	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
677	IRR-GHA-2021-00677	Ghana	2,021	1.26	subsistence	false	649	33.5	frequent	7	none	none	none	none	0	1.26	0	0	0	na	0	0	false	0	false	0	527	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
678	IRR-GHA-2024-00678	Ghana	2,024	0.67	subsistence	false	978	25.7	occasional	3	none	none	none	none	0	0.67	0	0	0	na	0	0	false	0	false	0	559	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
679	IRR-BUR-2023-00679	Burkina Faso	2,023	1.43	semi-commercial	false	587	16.2	frequent	5	none	none	none	none	0	1.43	0	0	0	na	0	0	false	0	false	0	543	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
680	IRR-BUR-2018-00680	Burkina Faso	2,018	0.4	subsistence	false	950	16	rare	4	none	none	none	none	0	0.4	0	0	0	na	0	0	false	0	false	0	638	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
681	IRR-UGA-2020-00681	Uganda	2,020	0.68	subsistence	false	1,049	24.3	rare	5	none	none	none	none	0	0.68	0	0	0	na	0	0	false	0	false	0	404	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
682	IRR-TAN-2021-00682	Tanzania	2,021	3.44	semi-commercial	false	603	32.3	occasional	3	none	none	none	none	0	3.44	0	0	0	na	0	0	false	0	false	0	473	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
683	IRR-BUR-2018-00683	Burkina Faso	2,018	6.16	semi-commercial	false	974	28.6	rare	4	none	none	none	none	0	6.16	0	0	0	na	0	0	false	0	false	0	615	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
684	IRR-ZAM-2021-00684	Zambia	2,021	0.79	subsistence	false	1,021	21.6	occasional	6	none	none	none	none	0	0.79	0	0	0	na	0	0	false	0	false	0	568	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
685	IRR-KEN-2024-00685	Kenya	2,024	0.94	subsistence	false	745	29.1	occasional	2	none	none	none	none	0	0.94	0	0	0	na	0	0	false	0	false	0	524	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
686	IRR-BUR-2022-00686	Burkina Faso	2,022	3.9	semi-commercial	false	1,027	24.8	occasional	3	none	none	none	none	0	3.9	0	0	0	na	0	0	false	0	false	0	681	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
687	IRR-UGA-2018-00687	Uganda	2,018	0.53	subsistence	false	599	22.1	occasional	4	none	none	none	none	0	0.53	0	0	0	na	0	0	false	0	false	0	413	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
688	IRR-TAN-2022-00688	Tanzania	2,022	1.07	subsistence	false	713	15.1	rare	7	none	none	none	none	0	1.07	0	0	0	na	0	0	false	0	false	0	413	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
689	IRR-BUR-2020-00689	Burkina Faso	2,020	2.71	subsistence	false	1,395	28.4	rare	4	none	none	none	none	0	2.71	0	0	0	na	0	0	false	0	false	0	449	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
690	IRR-ETH-2018-00690	Ethiopia	2,018	1.38	semi-commercial	false	693	16.4	rare	6	none	none	none	none	0	1.38	0	0	0	na	0	0	false	0	false	0	651	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
691	IRR-GHA-2021-00691	Ghana	2,021	0.24	subsistence	false	1,046	20.4	frequent	6	none	none	none	none	0	0.24	0	0	0	na	0	0	false	0	false	0	669	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
692	IRR-BUR-2019-00692	Burkina Faso	2,019	1.15	subsistence	false	400	31.4	rare	4	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	526	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
693	IRR-NIG-2020-00693	Nigeria	2,020	5.4	subsistence	false	835	28.8	rare	2	none	none	none	none	0	5.4	0	0	0	na	0	0	false	0	false	0	424	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
694	IRR-KEN-2019-00694	Kenya	2,019	2.9	semi-commercial	false	1,032	34.2	occasional	7	none	none	none	none	0	2.9	0	0	0	na	0	0	false	0	false	0	465	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
695	IRR-UGA-2020-00695	Uganda	2,020	4.03	semi-commercial	false	1,028	22.6	frequent	6	none	none	none	none	0	4.03	0	0	0	na	0	0	false	0	false	0	645	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
696	IRR-BUR-2018-00696	Burkina Faso	2,018	0.52	subsistence	false	861	30.6	frequent	5	none	none	none	none	0	0.52	0	0	0	na	0	0	false	0	false	0	685	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
697	IRR-MAL-2023-00697	Malawi	2,023	1.59	semi-commercial	false	943	19.7	frequent	6	none	none	none	none	0	1.59	0	0	0	na	0	0	false	0	false	0	665	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
698	IRR-ZAM-2021-00698	Zambia	2,021	0.92	commercial	false	400	20.4	rare	5	none	none	none	none	0	0.92	0	0	0	na	0	0	false	0	false	0	566	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
699	IRR-ETH-2025-00699	Ethiopia	2,025	1.42	semi-commercial	false	1,480	29.1	occasional	6	none	none	none	none	0	1.42	0	0	0	na	0	0	false	0	false	0	675	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
700	IRR-MAL-2022-00700	Mali	2,022	0.53	semi-commercial	false	956	16.6	occasional	6	none	none	none	none	0	0.53	0	0	0	na	0	0	false	0	false	0	404	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

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