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
4,401	IRR-TAN-2022-04401	Tanzania	2,022	13.24	subsistence	false	673	26.1	frequent	5	none	none	none	none	0	13.24	0	0	0	na	0	0	false	0	false	0	685	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	moderate_burden
4,402	IRR-UGA-2021-04402	Uganda	2,021	0.56	subsistence	false	803	19.1	frequent	3	none	none	none	none	0	0.56	0	0	0	na	0	0	false	0	false	0	479	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	moderate_burden
4,403	IRR-MAL-2025-04403	Malawi	2,025	0.55	semi-commercial	false	601	23.1	frequent	3	none	none	none	none	0	0.55	0	0	0	na	0	0	false	0	false	0	507	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	moderate_burden
4,404	IRR-MAL-2020-04404	Malawi	2,020	0.51	semi-commercial	false	400	30.9	rare	7	none	none	none	none	0	0.51	0	0	0	na	0	0	false	0	false	0	406	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	moderate_burden
4,405	IRR-ETH-2021-04405	Ethiopia	2,021	0.54	semi-commercial	false	663	17.9	occasional	4	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	626	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	moderate_burden
4,406	IRR-BUR-2023-04406	Burkina Faso	2,023	1.02	subsistence	false	1,242	29.6	frequent	4	none	none	none	none	0	1.02	0	0	0	na	0	0	false	0	false	0	406	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	moderate_burden
4,407	IRR-BUR-2022-04407	Burkina Faso	2,022	1.41	subsistence	false	726	30.6	frequent	2	none	none	none	none	0	1.41	0	0	0	na	0	0	false	0	false	0	492	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	moderate_burden
4,408	IRR-ETH-2021-04408	Ethiopia	2,021	2.54	semi-commercial	false	1,028	26.5	occasional	3	none	none	none	none	0	2.54	0	0	0	na	0	0	false	0	false	0	616	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	moderate_burden
4,409	IRR-TAN-2021-04409	Tanzania	2,021	3.03	subsistence	false	1,103	34.3	occasional	6	none	none	none	none	0	3.03	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	na	none	false	false	false	0	none	moderate_burden
4,410	IRR-ETH-2025-04410	Ethiopia	2,025	0.29	semi-commercial	false	890	34.3	occasional	7	none	none	none	none	0	0.29	0	0	0	na	0	0	false	0	false	0	597	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,411	IRR-MAL-2025-04411	Malawi	2,025	1.17	semi-commercial	false	1,164	32.6	frequent	2	none	none	none	none	0	1.17	0	0	0	na	0	0	false	0	false	0	598	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	moderate_burden
4,412	IRR-UGA-2018-04412	Uganda	2,018	1.92	commercial	true	609	17	frequent	4	flood	wetland	electric	shared	0.85	1.07	44.3	27	8	good	341	23	true	116	false	434	406	43.6	189	2.39	92.1	88.5	35.5	97	34	daily	soil_moisture	cotton	43.6	1.56	1	3,703	4,343	false	false	false	6.6	good	low	false	true	false	0.8	traditional	moderate_burden
4,413	IRR-TAN-2020-04413	Tanzania	2,020	1.73	semi-commercial	false	1,309	22.2	rare	7	none	none	none	none	0	1.73	0	0	0	na	0	0	false	0	false	0	511	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	moderate_burden
4,414	IRR-NIG-2019-04414	Nigeria	2,019	1.82	semi-commercial	false	892	26.3	rare	3	none	none	none	none	0	1.82	0	0	0	na	0	0	false	0	false	0	664	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	moderate_burden
4,415	IRR-NIG-2022-04415	Nigeria	2,022	1.87	commercial	false	528	30.3	frequent	3	none	none	none	none	0	1.87	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	true	false	0	none	moderate_burden
4,416	IRR-UGA-2023-04416	Uganda	2,023	2.54	semi-commercial	false	1,255	24	occasional	7	none	none	none	none	0	2.54	0	0	0	na	0	0	false	0	false	0	463	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	moderate_burden
4,417	IRR-ETH-2023-04417	Ethiopia	2,023	1.39	semi-commercial	false	972	23.8	frequent	2	none	none	none	none	0	1.39	0	0	0	na	0	0	false	0	false	0	504	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	moderate_burden
4,418	IRR-MAL-2019-04418	Malawi	2,019	3.52	semi-commercial	false	645	15.5	occasional	4	none	none	none	none	0	3.52	0	0	0	na	0	0	false	0	false	0	678	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	moderate_burden
4,419	IRR-NIG-2019-04419	Nigeria	2,019	8.38	semi-commercial	false	677	29.5	occasional	6	none	none	none	none	0	8.38	0	0	0	na	0	0	false	0	false	0	678	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,420	IRR-BUR-2020-04420	Burkina Faso	2,020	0.84	subsistence	false	793	25.1	occasional	7	none	none	none	none	0	0.84	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	na	none	false	false	false	0	none	moderate_burden
4,421	IRR-TAN-2020-04421	Tanzania	2,020	1.01	commercial	false	885	22.8	occasional	2	none	none	none	none	0	1.01	0	0	0	na	0	0	false	0	false	0	442	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	moderate_burden
4,422	IRR-UGA-2018-04422	Uganda	2,018	2.67	subsistence	false	1,137	27.3	occasional	3	none	none	none	none	0	2.67	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	na	none	false	false	false	0	none	moderate_burden
4,423	IRR-NIG-2021-04423	Nigeria	2,021	4.66	subsistence	false	1,008	24.7	rare	3	none	none	none	none	0	4.66	0	0	0	na	0	0	false	0	false	0	536	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	moderate_burden
4,424	IRR-ZAM-2025-04424	Zambia	2,025	2.04	semi-commercial	false	903	22.2	frequent	2	none	none	none	none	0	2.04	0	0	0	na	0	0	false	0	false	0	421	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	moderate_burden
4,425	IRR-MAL-2021-04425	Malawi	2,021	0.47	semi-commercial	false	1,437	25.6	rare	5	none	none	none	none	0	0.47	0	0	0	na	0	0	false	0	false	0	499	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	moderate_burden
4,426	IRR-BUR-2019-04426	Burkina Faso	2,019	0.24	subsistence	false	1,023	19.7	occasional	7	none	none	none	none	0	0.24	0	0	0	na	0	0	false	0	false	0	649	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	moderate_burden
4,427	IRR-GHA-2019-04427	Ghana	2,019	1.74	subsistence	false	945	26.4	occasional	6	none	none	none	none	0	1.74	0	0	0	na	0	0	false	0	false	0	652	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	moderate_burden
4,428	IRR-TAN-2019-04428	Tanzania	2,019	0.47	commercial	false	604	29.1	occasional	7	none	none	none	none	0	0.47	0	0	0	na	0	0	false	0	false	0	660	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	moderate_burden
4,429	IRR-ETH-2024-04429	Ethiopia	2,024	2.05	subsistence	true	469	23.6	rare	3	surface	river	diesel	individual	2.02	0.03	98.6	82	10	excellent	1,617	103	false	0	true	628	553	52	327	1.81	79.5	81.2	33.6	468	61	biweekly	soil_moisture	vegetables	26.3	2.3	1	12,706	6,285	true	true	false	13.2	good	low	false	false	false	6	traditional	moderate_burden
4,430	IRR-TAN-2018-04430	Tanzania	2,018	3.06	semi-commercial	false	1,263	22.9	occasional	6	none	none	none	none	0	3.06	0	0	0	na	0	0	false	0	false	0	677	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	moderate_burden
4,431	IRR-TAN-2024-04431	Tanzania	2,024	0.32	subsistence	false	789	24.5	frequent	4	none	none	none	none	0	0.32	0	0	0	na	0	0	false	0	false	0	552	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	moderate_burden
4,432	IRR-GHA-2023-04432	Ghana	2,023	0.89	subsistence	false	690	31.5	occasional	6	none	none	none	none	0	0.89	0	0	0	na	0	0	false	0	false	0	672	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	moderate_burden
4,433	IRR-GHA-2018-04433	Ghana	2,018	1.21	subsistence	false	416	19	frequent	7	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	695	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	moderate_burden
4,434	IRR-MAL-2018-04434	Mali	2,018	1.79	semi-commercial	false	400	24.4	occasional	6	none	none	none	none	0	1.79	0	0	0	na	0	0	false	0	false	0	490	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	moderate_burden
4,435	IRR-NIG-2022-04435	Nigeria	2,022	1.68	semi-commercial	true	908	28	rare	5	flood	lake	diesel	individual	0.51	1.17	30.3	25	11	good	203	18	false	0	true	469	578	48.2	226	1.3	80	77.7	30	147	20	daily	visual	vegetables	21	1.21	1	2,383	4,686	true	true	false	19	good	low	true	false	false	1.2	traditional	moderate_burden
4,436	IRR-ETH-2021-04436	Ethiopia	2,021	1.57	commercial	false	1,186	17.9	occasional	4	none	none	none	none	0	1.57	0	0	0	na	0	0	false	0	false	0	691	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	moderate_burden
4,437	IRR-NIG-2022-04437	Nigeria	2,022	2.46	semi-commercial	false	834	25.3	occasional	7	none	none	none	none	0	2.46	0	0	0	na	0	0	false	0	false	0	479	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	moderate_burden
4,438	IRR-ETH-2025-04438	Ethiopia	2,025	1.95	subsistence	true	976	24.5	occasional	7	drip	river	diesel	individual	1.82	0.12	93.6	106	17	poor	4,551	377	false	0	false	602	569	95	572	0.95	91	81.3	70.3	448	27	weekly	calendar	maize	34.7	2.12	1	10,965	6,023	false	false	false	13.3	poor	high	false	false	false	13.5	modern	moderate_burden
4,439	IRR-MAL-2025-04439	Mali	2,025	1.28	commercial	false	869	27.5	occasional	3	none	none	none	none	0	1.28	0	0	0	na	0	0	false	0	false	0	457	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	moderate_burden
4,440	IRR-ETH-2022-04440	Ethiopia	2,022	0.69	commercial	false	708	19.9	rare	6	none	none	none	none	0	0.69	0	0	0	na	0	0	false	0	false	0	633	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	moderate_burden
4,441	IRR-UGA-2022-04441	Uganda	2,022	1.24	commercial	false	877	21.7	frequent	2	none	none	none	none	0	1.24	0	0	0	na	0	0	false	0	false	0	511	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	moderate_burden
4,442	IRR-NIG-2023-04442	Nigeria	2,023	3.02	subsistence	false	1,215	15.6	rare	6	none	none	none	none	0	3.02	0	0	0	na	0	0	false	0	false	0	447	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	moderate_burden
4,443	IRR-MAL-2022-04443	Malawi	2,022	1.73	subsistence	false	606	21.9	occasional	7	none	none	none	none	0	1.73	0	0	0	na	0	0	false	0	false	0	486	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	moderate_burden
4,444	IRR-ETH-2025-04444	Ethiopia	2,025	1.11	subsistence	false	1,302	17.5	rare	3	none	none	none	none	0	1.11	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	na	none	false	false	false	0	none	moderate_burden
4,445	IRR-TAN-2019-04445	Tanzania	2,019	0.63	subsistence	false	512	21.1	frequent	5	none	none	none	none	0	0.63	0	0	0	na	0	0	false	0	false	0	507	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	moderate_burden
4,446	IRR-NIG-2020-04446	Nigeria	2,020	0.67	subsistence	true	684	25.1	frequent	4	sprinkler	rainwater_harvesting	electric	shared	0.22	0.45	32.9	12	19	fair	331	22	false	0	true	445	547	72	320	1.3	87.7	83.8	52.9	24	4	biweekly	calendar	fruits	45.2	1.53	1	982	4,449	false	false	false	6.9	poor	medium	false	true	false	2.2	modern	moderate_burden
4,447	IRR-ETH-2024-04447	Ethiopia	2,024	0.2	commercial	false	1,313	31.1	rare	2	none	none	none	none	0	0.2	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	na	none	false	false	false	0	none	moderate_burden
4,448	IRR-MAL-2025-04448	Malawi	2,025	1.08	subsistence	false	1,038	24.3	frequent	3	none	none	none	none	0	1.08	0	0	0	na	0	0	false	0	false	0	673	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	moderate_burden
4,449	IRR-KEN-2021-04449	Kenya	2,021	3.3	semi-commercial	false	945	34.8	rare	7	none	none	none	none	0	3.3	0	0	0	na	0	0	false	0	false	0	602	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	moderate_burden
4,450	IRR-KEN-2021-04450	Kenya	2,021	0.56	commercial	false	1,000	33.7	occasional	3	none	none	none	none	0	0.56	0	0	0	na	0	0	false	0	false	0	658	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,451	IRR-TAN-2021-04451	Tanzania	2,021	1.17	semi-commercial	false	995	21.7	occasional	3	none	none	none	none	0	1.17	0	0	0	na	0	0	false	0	false	0	487	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	moderate_burden
4,452	IRR-ETH-2020-04452	Ethiopia	2,020	4.34	semi-commercial	false	975	24.9	rare	3	none	none	none	none	0	4.34	0	0	0	na	0	0	false	0	false	0	421	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,453	IRR-UGA-2019-04453	Uganda	2,019	1.34	semi-commercial	false	1,163	15.9	rare	3	none	none	none	none	0	1.34	0	0	0	na	0	0	false	0	false	0	567	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	moderate_burden
4,454	IRR-BUR-2024-04454	Burkina Faso	2,024	0.65	semi-commercial	false	887	25.4	frequent	2	none	none	none	none	0	0.65	0	0	0	na	0	0	false	0	false	0	663	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	moderate_burden
4,455	IRR-MAL-2023-04455	Malawi	2,023	0.6	semi-commercial	false	683	24.3	occasional	3	none	none	none	none	0	0.6	0	0	0	na	0	0	false	0	false	0	584	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	moderate_burden
4,456	IRR-BUR-2018-04456	Burkina Faso	2,018	2.87	semi-commercial	false	878	23.2	rare	6	none	none	none	none	0	2.87	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	na	none	false	false	false	0	none	moderate_burden
4,457	IRR-BUR-2021-04457	Burkina Faso	2,021	1.07	subsistence	false	1,236	32.5	occasional	4	none	none	none	none	0	1.07	0	0	0	na	0	0	false	0	false	0	497	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	moderate_burden
4,458	IRR-UGA-2025-04458	Uganda	2,025	2.02	semi-commercial	false	832	26.6	occasional	5	none	none	none	none	0	2.02	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	moderate_burden
4,459	IRR-MAL-2021-04459	Malawi	2,021	0.55	commercial	false	803	30.5	occasional	3	none	none	none	none	0	0.55	0	0	0	na	0	0	false	0	false	0	643	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	moderate_burden
4,460	IRR-ZAM-2018-04460	Zambia	2,018	0.68	semi-commercial	false	930	28.9	occasional	4	none	none	none	none	0	0.68	0	0	0	na	0	0	false	0	false	0	452	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	moderate_burden
4,461	IRR-TAN-2020-04461	Tanzania	2,020	0.68	semi-commercial	false	976	27.5	rare	6	none	none	none	none	0	0.68	0	0	0	na	0	0	false	0	false	0	601	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,462	IRR-MAL-2023-04462	Malawi	2,023	2.13	semi-commercial	false	570	16.2	rare	2	none	none	none	none	0	2.13	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	moderate_burden
4,463	IRR-NIG-2018-04463	Nigeria	2,018	1.09	subsistence	false	949	32.6	rare	6	none	none	none	none	0	1.09	0	0	0	na	0	0	false	0	false	0	601	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,464	IRR-ZAM-2021-04464	Zambia	2,021	0.94	semi-commercial	false	692	22.5	rare	3	none	none	none	none	0	0.94	0	0	0	na	0	0	false	0	false	0	473	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	moderate_burden
4,465	IRR-TAN-2019-04465	Tanzania	2,019	5.23	commercial	false	929	32.9	rare	5	none	none	none	none	0	5.23	0	0	0	na	0	0	false	0	false	0	643	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	moderate_burden
4,466	IRR-GHA-2023-04466	Ghana	2,023	0.56	semi-commercial	false	1,174	27.1	occasional	5	none	none	none	none	0	0.56	0	0	0	na	0	0	false	0	false	0	442	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	moderate_burden
4,467	IRR-MAL-2019-04467	Mali	2,019	1.79	semi-commercial	false	1,024	32.6	occasional	6	none	none	none	none	0	1.79	0	0	0	na	0	0	false	0	false	0	642	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	moderate_burden
4,468	IRR-ETH-2025-04468	Ethiopia	2,025	1.16	semi-commercial	false	959	16.8	occasional	5	none	none	none	none	0	1.16	0	0	0	na	0	0	false	0	false	0	493	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	moderate_burden
4,469	IRR-ETH-2023-04469	Ethiopia	2,023	1.89	commercial	false	400	26.9	occasional	3	none	none	none	none	0	1.89	0	0	0	na	0	0	false	0	false	0	548	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	moderate_burden
4,470	IRR-MAL-2022-04470	Malawi	2,022	0.42	semi-commercial	false	571	24.7	occasional	4	none	none	none	none	0	0.42	0	0	0	na	0	0	false	0	false	0	415	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	moderate_burden
4,471	IRR-TAN-2024-04471	Tanzania	2,024	0.58	subsistence	false	990	25.6	occasional	2	none	none	none	none	0	0.58	0	0	0	na	0	0	false	0	false	0	615	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	moderate_burden
4,472	IRR-BUR-2021-04472	Burkina Faso	2,021	0.74	subsistence	false	804	25.9	occasional	4	none	none	none	none	0	0.74	0	0	0	na	0	0	false	0	false	0	684	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	moderate_burden
4,473	IRR-NIG-2021-04473	Nigeria	2,021	0.95	semi-commercial	false	1,282	29.5	rare	6	none	none	none	none	0	0.95	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	na	none	false	false	false	0	none	moderate_burden
4,474	IRR-TAN-2025-04474	Tanzania	2,025	4.46	subsistence	false	1,590	34.7	rare	4	none	none	none	none	0	4.46	0	0	0	na	0	0	false	0	false	0	507	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	moderate_burden
4,475	IRR-NIG-2023-04475	Nigeria	2,023	0.91	semi-commercial	false	484	26.4	occasional	3	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	432	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	moderate_burden
4,476	IRR-MAL-2024-04476	Malawi	2,024	1.95	subsistence	false	734	22.3	occasional	4	none	none	none	none	0	1.95	0	0	0	na	0	0	false	0	false	0	633	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	moderate_burden
4,477	IRR-ZAM-2019-04477	Zambia	2,019	2.79	subsistence	false	400	17.1	rare	6	none	none	none	none	0	2.79	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	moderate_burden
4,478	IRR-NIG-2021-04478	Nigeria	2,021	2.91	semi-commercial	false	750	18	occasional	7	none	none	none	none	0	2.91	0	0	0	na	0	0	false	0	false	0	545	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	moderate_burden
4,479	IRR-KEN-2020-04479	Kenya	2,020	6.64	subsistence	false	1,424	26.8	frequent	3	none	none	none	none	0	6.64	0	0	0	na	0	0	false	0	false	0	482	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	moderate_burden
4,480	IRR-ZAM-2024-04480	Zambia	2,024	1.21	subsistence	false	1,593	33.5	rare	6	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	653	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	moderate_burden
4,481	IRR-MAL-2025-04481	Mali	2,025	1.02	subsistence	true	725	29.4	rare	3	drip	reservoir	solar	shared	0.62	0.39	61.3	34	15	good	1,561	102	false	0	true	514	421	91.9	472	2.25	93.1	73	62.5	0	9	as_needed	visual	vegetables	53	1.55	1	3,209	5,139	false	true	true	17.8	good	high	false	false	true	5.8	modern	moderate_burden
4,482	IRR-KEN-2024-04482	Kenya	2,024	1.92	commercial	false	1,123	20	occasional	7	none	none	none	none	0	1.92	0	0	0	na	0	0	false	0	false	0	625	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	moderate_burden
4,483	IRR-NIG-2024-04483	Nigeria	2,024	2.24	semi-commercial	false	1,067	28.5	occasional	2	none	none	none	none	0	2.24	0	0	0	na	0	0	false	0	false	0	543	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	moderate_burden
4,484	IRR-KEN-2020-04484	Kenya	2,020	1.38	subsistence	true	1,196	25.4	occasional	3	flood	river	diesel	individual	0.58	0.8	41.9	32	0	fair	232	28	false	0	false	598	467	42.9	257	0.99	76.4	69.9	22.9	119	23	daily	visual	cotton	32.7	1.48	2	3,466	5,983	false	false	false	11.9	poor	low	false	false	false	1	traditional	moderate_burden
4,485	IRR-TAN-2025-04485	Tanzania	2,025	2.94	semi-commercial	false	865	33.8	frequent	7	none	none	none	none	0	2.94	0	0	0	na	0	0	false	0	false	0	564	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	moderate_burden
4,486	IRR-TAN-2019-04486	Tanzania	2,019	4.45	semi-commercial	false	1,024	22.9	frequent	6	none	none	none	none	0	4.45	0	0	0	na	0	0	false	0	false	0	442	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	moderate_burden
4,487	IRR-ZAM-2021-04487	Zambia	2,021	0.53	subsistence	false	999	19	rare	5	none	none	none	none	0	0.53	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	na	none	false	false	false	0	none	moderate_burden
4,488	IRR-KEN-2024-04488	Kenya	2,024	1.03	semi-commercial	false	599	19.2	occasional	2	none	none	none	none	0	1.03	0	0	0	na	0	0	false	0	false	0	479	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	moderate_burden
4,489	IRR-UGA-2020-04489	Uganda	2,020	0.76	semi-commercial	false	1,289	24.7	frequent	3	none	none	none	none	0	0.76	0	0	0	na	0	0	false	0	false	0	564	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	moderate_burden
4,490	IRR-ETH-2022-04490	Ethiopia	2,022	0.81	semi-commercial	false	774	30.9	occasional	5	none	none	none	none	0	0.81	0	0	0	na	0	0	false	0	false	0	679	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	moderate_burden
4,491	IRR-TAN-2021-04491	Tanzania	2,021	1.29	subsistence	false	966	24.1	occasional	5	none	none	none	none	0	1.29	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	false	false	0	none	moderate_burden
4,492	IRR-TAN-2025-04492	Tanzania	2,025	0.44	semi-commercial	false	491	33.3	occasional	4	none	none	none	none	0	0.44	0	0	0	na	0	0	false	0	false	0	482	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	moderate_burden
4,493	IRR-TAN-2023-04493	Tanzania	2,023	0.37	semi-commercial	false	1,099	23.8	rare	5	none	none	none	none	0	0.37	0	0	0	na	0	0	false	0	false	0	612	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	moderate_burden
4,494	IRR-NIG-2025-04494	Nigeria	2,025	1.3	semi-commercial	true	873	20	occasional	3	sprinkler	reservoir	wind	cooperative	0.97	0.33	74.7	57	10	excellent	1,460	92	false	0	false	396	420	77.2	306	1.51	94.8	81.2	59.4	0	19	biweekly	soil_moisture	fruits	27.1	1.88	2	3,854	3,960	false	true	false	0	good	medium	false	false	true	8.3	modern	moderate_burden
4,495	IRR-MAL-2023-04495	Malawi	2,023	0.45	subsistence	false	999	27.2	occasional	7	none	none	none	none	0	0.45	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	false	false	0	none	moderate_burden
4,496	IRR-NIG-2024-04496	Nigeria	2,024	0.47	subsistence	false	1,063	28.1	occasional	4	none	none	none	none	0	0.47	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	na	none	false	false	false	0	none	moderate_burden
4,497	IRR-MAL-2021-04497	Malawi	2,021	1.47	semi-commercial	false	915	31.5	frequent	3	none	none	none	none	0	1.47	0	0	0	na	0	0	false	0	false	0	538	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	moderate_burden
4,498	IRR-GHA-2022-04498	Ghana	2,022	0.48	semi-commercial	false	730	26.5	occasional	6	none	none	none	none	0	0.48	0	0	0	na	0	0	false	0	false	0	494	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	moderate_burden
4,499	IRR-KEN-2022-04499	Kenya	2,022	2.71	semi-commercial	false	445	32.8	occasional	6	none	none	none	none	0	2.71	0	0	0	na	0	0	false	0	false	0	525	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	moderate_burden
4,500	IRR-TAN-2021-04500	Tanzania	2,021	1.59	semi-commercial	false	408	26.4	rare	7	none	none	none	none	0	1.59	0	0	0	na	0	0	false	0	false	0	613	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	moderate_burden

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