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
301	IRR-KEN-2021-00301	Kenya	2,021	2.26	commercial	false	885	27.7	rare	3	none	none	none	none	0	2.26	0	0	0	na	0	0	false	0	false	0	498	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
302	IRR-ZAM-2024-00302	Zambia	2,024	0.86	commercial	false	1,056	18.7	occasional	7	none	none	none	none	0	0.86	0	0	0	na	0	0	false	0	false	0	678	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
303	IRR-BUR-2018-00303	Burkina Faso	2,018	0.91	subsistence	false	1,089	20.4	rare	2	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	587	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
304	IRR-ZAM-2024-00304	Zambia	2,024	0.64	semi-commercial	false	853	23.6	occasional	2	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	604	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
305	IRR-NIG-2018-00305	Nigeria	2,018	1.18	semi-commercial	false	532	34.3	frequent	4	none	none	none	none	0	1.18	0	0	0	na	0	0	false	0	false	0	475	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
306	IRR-GHA-2020-00306	Ghana	2,020	1.59	subsistence	true	730	16.5	occasional	7	surface	groundwater	diesel	shared	1.51	0.08	95.1	57	11	good	1,206	123	false	0	false	664	486	52.7	350	2.35	72.4	76.5	29.2	159	45	as_needed	visual	vegetables	57.5	2.34	2	10,014	6,641	false	false	false	13.3	10.9	good	low	false	false	true	2.6	traditional	high_burden
307	IRR-GHA-2023-00307	Ghana	2,023	0.77	semi-commercial	true	715	24.7	frequent	3	surface	rainwater_harvesting	gravity	cooperative	0.63	0.14	82.3	31	11	good	505	44	false	0	false	378	450	57.6	218	2.34	84.6	65.2	31.8	0	19	daily	weather_based	fruits	40.8	2.45	3	2,386	3,778	true	true	true	0	0	good	low	false	false	false	3.2	traditional	high_burden
308	IRR-GHA-2020-00308	Ghana	2,020	0.47	semi-commercial	false	1,027	18.4	occasional	5	none	none	none	none	0	0.47	0	0	0	na	0	0	false	0	false	0	559	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
309	IRR-NIG-2022-00309	Nigeria	2,022	0.45	commercial	false	1,550	25.6	frequent	4	none	none	none	none	0	0.45	0	0	0	na	0	0	false	0	false	0	700	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
310	IRR-GHA-2018-00310	Ghana	2,018	0.45	semi-commercial	false	912	30.7	occasional	7	none	none	none	none	0	0.45	0	0	0	na	0	0	false	0	false	0	682	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
311	IRR-GHA-2019-00311	Ghana	2,019	0.84	semi-commercial	false	546	23	rare	6	none	none	none	none	0	0.84	0	0	0	na	0	0	false	0	false	0	681	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
312	IRR-GHA-2019-00312	Ghana	2,019	1.87	semi-commercial	false	400	17	occasional	3	none	none	none	none	0	1.87	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
313	IRR-KEN-2021-00313	Kenya	2,021	3	semi-commercial	false	726	34.4	rare	2	none	none	none	none	0	3	0	0	0	na	0	0	false	0	false	0	410	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
314	IRR-ETH-2019-00314	Ethiopia	2,019	3.45	subsistence	false	1,062	17.7	rare	2	none	none	none	none	0	3.45	0	0	0	na	0	0	false	0	false	0	618	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
315	IRR-UGA-2019-00315	Uganda	2,019	0.8	semi-commercial	false	1,390	24.4	occasional	7	none	none	none	none	0	0.8	0	0	0	na	0	0	false	0	false	0	402	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
316	IRR-UGA-2023-00316	Uganda	2,023	0.27	subsistence	false	1,064	29.4	occasional	2	none	none	none	none	0	0.27	0	0	0	na	0	0	false	0	false	0	591	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
317	IRR-NIG-2023-00317	Nigeria	2,023	0.81	semi-commercial	false	1,002	27.1	frequent	5	none	none	none	none	0	0.81	0	0	0	na	0	0	false	0	false	0	638	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
318	IRR-GHA-2018-00318	Ghana	2,018	0.56	subsistence	false	1,266	25.3	occasional	3	none	none	none	none	0	0.56	0	0	0	na	0	0	false	0	false	0	415	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
319	IRR-MAL-2022-00319	Malawi	2,022	0.55	subsistence	false	436	21.5	frequent	7	none	none	none	none	0	0.55	0	0	0	na	0	0	false	0	false	0	605	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
320	IRR-NIG-2023-00320	Nigeria	2,023	3.57	subsistence	false	1,239	24.8	frequent	5	none	none	none	none	0	3.57	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	0	na	none	false	true	false	0	none	high_burden
321	IRR-ZAM-2023-00321	Zambia	2,023	1.58	subsistence	false	894	28.9	occasional	4	none	none	none	none	0	1.58	0	0	0	na	0	0	false	0	false	0	411	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
322	IRR-TAN-2022-00322	Tanzania	2,022	0.81	subsistence	false	977	23.1	occasional	6	none	none	none	none	0	0.81	0	0	0	na	0	0	false	0	false	0	524	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
323	IRR-BUR-2025-00323	Burkina Faso	2,025	0.7	subsistence	false	952	27.2	rare	4	none	none	none	none	0	0.7	0	0	0	na	0	0	false	0	false	0	596	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
324	IRR-BUR-2019-00324	Burkina Faso	2,019	2.02	semi-commercial	false	846	24.7	rare	6	none	none	none	none	0	2.02	0	0	0	na	0	0	false	0	false	0	413	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
325	IRR-TAN-2020-00325	Tanzania	2,020	1.09	subsistence	false	850	32.1	frequent	4	none	none	none	none	0	1.09	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	0	na	none	false	true	false	0	none	high_burden
326	IRR-GHA-2024-00326	Ghana	2,024	0.39	semi-commercial	true	758	26.1	occasional	3	surface	rainwater_harvesting	diesel	government	0.2	0.18	52.7	6	6	good	164	21	false	0	false	586	694	59.2	347	2.22	81.6	64.9	31.3	30	6	biweekly	visual	sugarcane	34.5	2.4	2	1,198	5,861	false	false	true	0	10.8	good	low	false	false	false	2.4	traditional	high_burden
327	IRR-NIG-2024-00327	Nigeria	2,024	0.62	semi-commercial	false	1,118	19.2	frequent	3	none	none	none	none	0	0.62	0	0	0	na	0	0	false	0	false	0	696	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
328	IRR-NIG-2023-00328	Nigeria	2,023	0.59	subsistence	false	1,220	30.9	occasional	6	none	none	none	none	0	0.59	0	0	0	na	0	0	false	0	false	0	551	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
329	IRR-GHA-2020-00329	Ghana	2,020	2.6	subsistence	true	680	24.8	frequent	4	flood	wetland	solar	private_company	1.24	1.35	47.9	44	13	good	498	64	false	0	true	586	532	42.6	250	1.46	73.5	81.7	25.6	0	50	weekly	weather_based	fruits	29.3	2.06	1	7,290	5,860	false	false	false	0	15.1	good	low	false	true	false	1.3	traditional	high_burden
330	IRR-KEN-2024-00330	Kenya	2,024	2.8	subsistence	false	943	34.3	occasional	2	none	none	none	none	0	2.8	0	0	0	na	0	0	false	0	false	0	459	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
331	IRR-TAN-2021-00331	Tanzania	2,021	0.58	semi-commercial	false	856	18	frequent	5	none	none	none	none	0	0.58	0	0	0	na	0	0	false	0	false	0	644	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
332	IRR-MAL-2022-00332	Mali	2,022	0.58	semi-commercial	false	1,128	15	occasional	5	none	none	none	none	0	0.58	0	0	0	na	0	0	false	0	false	0	622	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
333	IRR-ETH-2023-00333	Ethiopia	2,023	2.94	commercial	false	919	15.1	frequent	5	none	none	none	none	0	2.94	0	0	0	na	0	0	false	0	false	0	689	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
334	IRR-TAN-2020-00334	Tanzania	2,020	6.26	subsistence	false	774	33.3	rare	2	none	none	none	none	0	6.26	0	0	0	na	0	0	false	0	false	0	488	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
335	IRR-NIG-2024-00335	Nigeria	2,024	1.32	commercial	true	853	16.8	occasional	7	sprinkler	reservoir	solar	shared	0.88	0.45	66.1	47	11	good	1,313	176	false	0	true	442	579	71.3	315	2.09	91.1	89.5	58.1	0	18	biweekly	visual	horticulture	24.7	1.55	3	3,865	4,415	true	false	false	0	12.9	good	medium	false	false	true	8	modern	high_burden
336	IRR-MAL-2018-00336	Malawi	2,018	0.67	semi-commercial	false	722	26.2	rare	5	none	none	none	none	0	0.67	0	0	0	na	0	0	false	0	false	0	604	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
337	IRR-MAL-2019-00337	Mali	2,019	2.16	commercial	false	822	22	occasional	3	none	none	none	none	0	2.16	0	0	0	na	0	0	false	0	false	0	676	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
338	IRR-MAL-2023-00338	Malawi	2,023	2.95	commercial	false	904	16.3	frequent	6	none	none	none	none	0	2.95	0	0	0	na	0	0	false	0	false	0	478	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
339	IRR-MAL-2021-00339	Malawi	2,021	1.35	subsistence	false	1,263	31.8	frequent	7	none	none	none	none	0	1.35	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	0	na	none	false	true	false	0	none	high_burden
340	IRR-MAL-2023-00340	Malawi	2,023	2.47	semi-commercial	false	741	20.3	frequent	3	none	none	none	none	0	2.47	0	0	0	na	0	0	false	0	false	0	696	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
341	IRR-ETH-2022-00341	Ethiopia	2,022	1.18	semi-commercial	false	1,006	31.1	occasional	6	none	none	none	none	0	1.18	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
342	IRR-GHA-2019-00342	Ghana	2,019	1.87	subsistence	false	1,044	20.7	rare	2	none	none	none	none	0	1.87	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	0	na	none	false	false	false	0	none	high_burden
343	IRR-NIG-2024-00343	Nigeria	2,024	0.84	semi-commercial	true	963	26.6	frequent	5	drip	reservoir	diesel	individual	0.69	0.15	82.2	27	10	good	1,728	231	false	0	false	665	463	76.9	511	1.91	76.8	95	56.1	182	10	biweekly	visual	vegetables	37.9	1.95	1	4,593	6,645	false	true	false	0	20.5	good	high	false	true	true	10.9	modern	high_burden
344	IRR-MAL-2021-00344	Mali	2,021	2.05	commercial	false	659	19	occasional	6	none	none	none	none	0	2.05	0	0	0	na	0	0	false	0	false	0	472	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
345	IRR-ZAM-2025-00345	Zambia	2,025	4.31	semi-commercial	false	607	28.9	occasional	5	none	none	none	none	0	4.31	0	0	0	na	0	0	false	0	false	0	578	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
346	IRR-MAL-2024-00346	Malawi	2,024	0.77	subsistence	false	1,074	18.2	frequent	6	none	none	none	none	0	0.77	0	0	0	na	0	0	false	0	false	0	401	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
347	IRR-MAL-2025-00347	Malawi	2,025	0.89	semi-commercial	false	567	30.5	rare	2	none	none	none	none	0	0.89	0	0	0	na	0	0	false	0	false	0	606	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
348	IRR-ZAM-2025-00348	Zambia	2,025	2.23	commercial	false	498	33.7	frequent	7	none	none	none	none	0	2.23	0	0	0	na	0	0	false	0	false	0	670	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
349	IRR-KEN-2021-00349	Kenya	2,021	1.35	semi-commercial	false	1,326	24.4	occasional	2	none	none	none	none	0	1.35	0	0	0	na	0	0	false	0	false	0	544	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
350	IRR-TAN-2024-00350	Tanzania	2,024	0.87	semi-commercial	false	842	30.1	occasional	4	none	none	none	none	0	0.87	0	0	0	na	0	0	false	0	false	0	575	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
351	IRR-ETH-2021-00351	Ethiopia	2,021	2.72	semi-commercial	false	901	20.2	frequent	4	none	none	none	none	0	2.72	0	0	0	na	0	0	false	0	false	0	545	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
352	IRR-NIG-2018-00352	Nigeria	2,018	3	subsistence	false	595	31.2	occasional	2	none	none	none	none	0	3	0	0	0	na	0	0	false	0	false	0	522	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
353	IRR-ZAM-2020-00353	Zambia	2,020	2.46	subsistence	false	941	26.7	frequent	3	none	none	none	none	0	2.46	0	0	0	na	0	0	false	0	false	0	502	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
354	IRR-BUR-2024-00354	Burkina Faso	2,024	2.66	semi-commercial	true	1,150	24.9	occasional	2	sprinkler	wetland	manual	individual	1.94	0.72	73	101	13	fair	2,910	379	false	0	false	689	651	73.4	505	1.08	94.9	87.1	60.6	0	39	biweekly	visual	vegetables	42	1.69	1	13,361	6,888	false	true	false	0	0	poor	medium	false	false	false	5.2	modern	high_burden
355	IRR-TAN-2021-00355	Tanzania	2,021	1.15	subsistence	false	948	23.8	occasional	3	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	405	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
356	IRR-ETH-2019-00356	Ethiopia	2,019	1.03	subsistence	false	947	19.5	frequent	4	none	none	none	none	0	1.03	0	0	0	na	0	0	false	0	false	0	564	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
357	IRR-ZAM-2020-00357	Zambia	2,020	0.68	subsistence	true	913	30.8	occasional	2	sprinkler	groundwater	electric	shared	0.33	0.35	48.7	11	0	poor	496	34	true	174	false	327	520	79.7	260	1.32	86.8	77.9	53.9	43	7	biweekly	visual	maize	24.8	1.77	3	1,079	3,266	true	true	false	23.2	15.5	poor	medium	true	false	false	5.9	modern	high_burden
358	IRR-NIG-2025-00358	Nigeria	2,025	0.69	subsistence	false	869	27.8	occasional	5	none	none	none	none	0	0.69	0	0	0	na	0	0	false	0	false	0	682	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
359	IRR-GHA-2018-00359	Ghana	2,018	1.03	semi-commercial	false	995	15.7	occasional	7	none	none	none	none	0	1.03	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
360	IRR-ZAM-2019-00360	Zambia	2,019	1.53	subsistence	false	823	27	rare	4	none	none	none	none	0	1.53	0	0	0	na	0	0	false	0	false	0	550	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
361	IRR-ETH-2020-00361	Ethiopia	2,020	1.91	semi-commercial	false	610	26.5	occasional	4	none	none	none	none	0	1.91	0	0	0	na	0	0	false	0	false	0	557	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
362	IRR-GHA-2021-00362	Ghana	2,021	0.91	semi-commercial	false	954	19.8	occasional	4	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	654	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
363	IRR-KEN-2020-00363	Kenya	2,020	0.72	semi-commercial	false	1,045	30.6	occasional	3	none	none	none	none	0	0.72	0	0	0	na	0	0	false	0	false	0	459	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
364	IRR-MAL-2020-00364	Malawi	2,020	0.78	semi-commercial	false	1,062	34.3	occasional	4	none	none	none	none	0	0.78	0	0	0	na	0	0	false	0	false	0	646	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
365	IRR-MAL-2024-00365	Mali	2,024	0.72	subsistence	false	629	18	rare	7	none	none	none	none	0	0.72	0	0	0	na	0	0	false	0	false	0	454	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
366	IRR-MAL-2023-00366	Malawi	2,023	1.1	commercial	false	1,027	26	frequent	6	none	none	none	none	0	1.1	0	0	0	na	0	0	false	0	false	0	506	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
367	IRR-UGA-2022-00367	Uganda	2,022	0.42	subsistence	false	1,110	30.6	occasional	4	none	none	none	none	0	0.42	0	0	0	na	0	0	false	0	false	0	428	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
368	IRR-TAN-2021-00368	Tanzania	2,021	3.26	subsistence	true	682	33.2	occasional	2	center_pivot	river	solar	private_company	1.56	1.7	47.8	53	6	fair	7,785	1,034	true	4,250	false	496	652	73.8	366	1.51	93.7	80.5	55.7	0	16	weekly	weather_based	vegetables	41.6	1.39	2	7,719	4,958	false	false	false	0	16.6	poor	high	false	false	false	11.5	traditional	high_burden
369	IRR-ETH-2023-00369	Ethiopia	2,023	2.76	subsistence	true	1,323	25.5	frequent	3	drip	groundwater	solar	shared	2.65	0.11	96	137	2	good	6,630	788	false	0	false	680	662	95	646	1.17	89.5	84.9	72.1	0	40	daily	calendar	maize	43.9	1.44	2	18,039	6,802	false	false	false	52.3	2.4	good	high	true	true	true	10.9	modern	high_burden
370	IRR-ZAM-2025-00370	Zambia	2,025	1.75	subsistence	false	1,209	27.3	rare	3	none	none	none	none	0	1.75	0	0	0	na	0	0	false	0	false	0	440	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
371	IRR-TAN-2024-00371	Tanzania	2,024	1.86	semi-commercial	false	1,243	31.2	occasional	2	none	none	none	none	0	1.86	0	0	0	na	0	0	false	0	false	0	471	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
372	IRR-GHA-2021-00372	Ghana	2,021	0.54	commercial	false	878	34.3	rare	6	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	404	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
373	IRR-NIG-2020-00373	Nigeria	2,020	2.68	commercial	false	890	22.9	occasional	6	none	none	none	none	0	2.68	0	0	0	na	0	0	false	0	false	0	565	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
374	IRR-UGA-2019-00374	Uganda	2,019	0.6	semi-commercial	false	907	16.4	occasional	7	none	none	none	none	0	0.6	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	0	na	none	false	false	false	0	none	high_burden
375	IRR-MAL-2019-00375	Malawi	2,019	0.77	semi-commercial	false	1,259	32.7	frequent	3	none	none	none	none	0	0.77	0	0	0	na	0	0	false	0	false	0	540	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
376	IRR-NIG-2023-00376	Nigeria	2,023	1.81	commercial	false	1,106	17.6	rare	3	none	none	none	none	0	1.81	0	0	0	na	0	0	false	0	false	0	676	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
377	IRR-ETH-2025-00377	Ethiopia	2,025	2.74	subsistence	false	1,006	27.9	occasional	5	none	none	none	none	0	2.74	0	0	0	na	0	0	false	0	false	0	482	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
378	IRR-BUR-2019-00378	Burkina Faso	2,019	3.39	subsistence	false	1,168	21.5	frequent	6	none	none	none	none	0	3.39	0	0	0	na	0	0	false	0	false	0	692	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
379	IRR-KEN-2019-00379	Kenya	2,019	1.58	semi-commercial	false	853	30.8	frequent	4	none	none	none	none	0	1.58	0	0	0	na	0	0	false	0	false	0	620	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
380	IRR-MAL-2022-00380	Malawi	2,022	5.59	commercial	false	466	19.9	occasional	2	none	none	none	none	0	5.59	0	0	0	na	0	0	false	0	false	0	526	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
381	IRR-ETH-2023-00381	Ethiopia	2,023	0.88	subsistence	false	1,345	26.3	occasional	7	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	698	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
382	IRR-MAL-2022-00382	Malawi	2,022	3.56	subsistence	true	743	27	rare	5	surface	river	gravity	shared	1.66	1.9	46.6	66	10	good	1,325	133	false	0	false	541	684	50	270	1.23	85.3	86.2	36.7	0	50	weekly	weather_based	sugarcane	35.2	1.29	1	8,965	5,411	false	false	false	0	0	good	low	true	false	false	2.1	traditional	high_burden
383	IRR-NIG-2021-00383	Nigeria	2,021	1.36	commercial	false	899	34.3	occasional	7	none	none	none	none	0	1.36	0	0	0	na	0	0	false	0	false	0	440	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
384	IRR-BUR-2022-00384	Burkina Faso	2,022	2.13	commercial	false	963	21.1	frequent	4	none	none	none	none	0	2.13	0	0	0	na	0	0	false	0	false	0	471	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
385	IRR-KEN-2023-00385	Kenya	2,023	1.43	subsistence	false	821	27.9	frequent	6	none	none	none	none	0	1.43	0	0	0	na	0	0	false	0	false	0	587	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
386	IRR-BUR-2022-00386	Burkina Faso	2,022	1.45	semi-commercial	true	822	28.5	occasional	6	drip	reservoir	solar	individual	0.59	0.87	40.3	33	4	good	1,467	187	true	737	false	534	426	95	507	1.3	75.9	71	51.2	0	9	as_needed	soil_moisture	sugarcane	26.7	2.18	2	3,130	5,336	false	false	false	0	19.3	good	high	false	false	true	7.5	modern	high_burden
387	IRR-KEN-2022-00387	Kenya	2,022	2.44	subsistence	false	816	25.5	occasional	4	none	none	none	none	0	2.44	0	0	0	na	0	0	false	0	false	0	467	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
388	IRR-GHA-2018-00388	Ghana	2,018	1.41	subsistence	false	771	25.9	frequent	2	none	none	none	none	0	1.41	0	0	0	na	0	0	false	0	false	0	665	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
389	IRR-ZAM-2025-00389	Zambia	2,025	3.13	subsistence	false	782	33.2	frequent	3	none	none	none	none	0	3.13	0	0	0	na	0	0	false	0	false	0	613	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
390	IRR-GHA-2019-00390	Ghana	2,019	2.5	semi-commercial	false	1,273	35	rare	3	none	none	none	none	0	2.5	0	0	0	na	0	0	false	0	false	0	547	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
391	IRR-MAL-2020-00391	Malawi	2,020	5.31	semi-commercial	false	1,032	26.8	occasional	4	none	none	none	none	0	5.31	0	0	0	na	0	0	false	0	false	0	455	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
392	IRR-MAL-2023-00392	Malawi	2,023	1.6	semi-commercial	false	1,241	33.2	rare	6	none	none	none	none	0	1.6	0	0	0	na	0	0	false	0	false	0	478	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
393	IRR-BUR-2018-00393	Burkina Faso	2,018	1.14	commercial	false	1,354	19.6	frequent	2	none	none	none	none	0	1.14	0	0	0	na	0	0	false	0	false	0	439	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
394	IRR-MAL-2025-00394	Mali	2,025	0.54	commercial	false	540	27.3	frequent	7	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	629	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
395	IRR-UGA-2019-00395	Uganda	2,019	1.72	subsistence	false	835	25	occasional	3	none	none	none	none	0	1.72	0	0	0	na	0	0	false	0	false	0	632	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
396	IRR-TAN-2020-00396	Tanzania	2,020	1.38	subsistence	false	535	26.9	rare	6	none	none	none	none	0	1.38	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	false	false	0	none	high_burden
397	IRR-KEN-2025-00397	Kenya	2,025	2.38	commercial	true	749	24.5	occasional	7	manual	groundwater	gravity	individual	1.11	1.28	46.4	34	1	poor	221	26	true	105	false	349	564	54.5	190	2.49	75.6	74.3	30.6	0	88	weekly	weather_based	vegetables	28.1	1.5	1	3,853	3,485	false	true	false	50	0	poor	low	false	false	false	0.7	traditional	high_burden
398	IRR-UGA-2019-00398	Uganda	2,019	3.09	semi-commercial	false	735	24.9	frequent	6	none	none	none	none	0	3.09	0	0	0	na	0	0	false	0	false	0	573	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
399	IRR-MAL-2020-00399	Mali	2,020	1.65	subsistence	false	1,009	17	rare	4	none	none	none	none	0	1.65	0	0	0	na	0	0	false	0	false	0	585	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
400	IRR-ZAM-2025-00400	Zambia	2,025	0.64	commercial	true	1,062	24.4	occasional	7	surface	groundwater	manual	individual	0.25	0.39	38.8	14	7	excellent	198	20	false	0	false	543	627	52.7	286	1.01	81.9	70.1	30.3	0	7	biweekly	calendar	fruits	35.5	2.38	1	1,344	5,426	true	false	false	6.5	0	good	low	false	false	true	1.7	traditional	high_burden

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