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
101	IRR-GHA-2022-00101	Ghana	2,022	3.15	semi-commercial	true	871	33.5	occasional	3	drip	rainwater_harvesting	electric	cooperative	1.47	1.68	46.7	65	11	good	3,686	468	false	0	true	427	608	86.8	371	1.35	72.5	89	56	140	22	daily	visual	maize	31	1.77	1	6,301	4,273	false	false	false	0	20.7	good	high	true	false	false	7.5	modern	high_burden
102	IRR-BUR-2023-00102	Burkina Faso	2,023	1.22	subsistence	false	1,104	30	frequent	5	none	none	none	none	0	1.22	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	0	na	none	false	true	false	0	none	high_burden
103	IRR-ETH-2019-00103	Ethiopia	2,019	1.33	subsistence	false	1,094	21.1	frequent	3	none	none	none	none	0	1.33	0	0	0	na	0	0	false	0	false	0	562	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
104	IRR-BUR-2024-00104	Burkina Faso	2,024	0.94	subsistence	false	757	34.9	occasional	5	none	none	none	none	0	0.94	0	0	0	na	0	0	false	0	false	0	423	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
105	IRR-NIG-2024-00105	Nigeria	2,024	0.54	subsistence	false	681	33	frequent	5	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	640	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
106	IRR-ZAM-2023-00106	Zambia	2,023	2.45	semi-commercial	false	1,146	34.4	frequent	5	none	none	none	none	0	2.45	0	0	0	na	0	0	false	0	false	0	466	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
107	IRR-ETH-2020-00107	Ethiopia	2,020	1.07	semi-commercial	false	865	26.8	frequent	6	none	none	none	none	0	1.07	0	0	0	na	0	0	false	0	false	0	445	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
108	IRR-KEN-2022-00108	Kenya	2,022	1.55	semi-commercial	false	528	26	frequent	5	none	none	none	none	0	1.55	0	0	0	na	0	0	false	0	false	0	661	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
109	IRR-BUR-2023-00109	Burkina Faso	2,023	1.55	semi-commercial	false	1,277	25.5	occasional	2	none	none	none	none	0	1.55	0	0	0	na	0	0	false	0	false	0	632	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
110	IRR-BUR-2025-00110	Burkina Faso	2,025	1.29	commercial	false	1,156	18.6	occasional	4	none	none	none	none	0	1.29	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
111	IRR-MAL-2019-00111	Mali	2,019	2.25	semi-commercial	false	1,186	21	rare	6	none	none	none	none	0	2.25	0	0	0	na	0	0	false	0	false	0	584	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
112	IRR-MAL-2025-00112	Mali	2,025	1.43	subsistence	false	1,098	22.6	occasional	6	none	none	none	none	0	1.43	0	0	0	na	0	0	false	0	false	0	592	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
113	IRR-GHA-2025-00113	Ghana	2,025	3.55	subsistence	false	400	15.5	occasional	4	none	none	none	none	0	3.55	0	0	0	na	0	0	false	0	false	0	654	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
114	IRR-ETH-2022-00114	Ethiopia	2,022	1.12	subsistence	false	619	21.9	rare	5	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	499	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
115	IRR-TAN-2021-00115	Tanzania	2,021	0.97	semi-commercial	false	1,022	19.4	occasional	6	none	none	none	none	0	0.97	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
116	IRR-MAL-2025-00116	Mali	2,025	0.54	subsistence	false	1,071	21.4	occasional	2	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	423	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
117	IRR-KEN-2019-00117	Kenya	2,019	3.4	semi-commercial	false	690	20.7	rare	3	none	none	none	none	0	3.4	0	0	0	na	0	0	false	0	false	0	631	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
118	IRR-MAL-2020-00118	Malawi	2,020	4.72	subsistence	false	1,311	18.8	frequent	5	none	none	none	none	0	4.72	0	0	0	na	0	0	false	0	false	0	667	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
119	IRR-NIG-2025-00119	Nigeria	2,025	0.65	semi-commercial	false	1,212	33.5	occasional	6	none	none	none	none	0	0.65	0	0	0	na	0	0	false	0	false	0	560	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
120	IRR-TAN-2025-00120	Tanzania	2,025	3.88	semi-commercial	false	762	34.3	frequent	2	none	none	none	none	0	3.88	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	true	false	0	none	high_burden
121	IRR-MAL-2018-00121	Mali	2,018	0.34	subsistence	false	1,016	34.2	rare	3	none	none	none	none	0	0.34	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	0	na	none	false	false	false	0	none	high_burden
122	IRR-KEN-2019-00122	Kenya	2,019	1.36	semi-commercial	false	653	27.6	rare	7	none	none	none	none	0	1.36	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	0	na	none	false	false	false	0	none	high_burden
123	IRR-BUR-2018-00123	Burkina Faso	2,018	0.73	semi-commercial	false	827	27.4	occasional	7	none	none	none	none	0	0.73	0	0	0	na	0	0	false	0	false	0	693	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
124	IRR-ETH-2021-00124	Ethiopia	2,021	0.54	subsistence	false	471	15.3	occasional	2	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	483	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
125	IRR-MAL-2019-00125	Mali	2,019	2.21	semi-commercial	false	1,089	30.8	rare	4	none	none	none	none	0	2.21	0	0	0	na	0	0	false	0	false	0	629	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
126	IRR-TAN-2024-00126	Tanzania	2,024	3.15	subsistence	true	546	21.8	rare	5	sprinkler	reservoir	gravity	individual	2.94	0.21	93.4	94	16	excellent	4,412	642	true	1,387	false	783	607	82	642	1.05	82.1	86.5	58.3	0	59	as_needed	visual	fruits	56	2.27	2	23,014	7,825	false	false	false	0	0	good	medium	false	false	true	5	modern	high_burden
127	IRR-MAL-2020-00127	Mali	2,020	1.13	semi-commercial	true	1,188	30.5	occasional	7	sprinkler	groundwater	diesel	government	0.45	0.68	40	24	13	fair	678	101	false	0	false	629	675	78	490	2.25	80.5	79	49.6	79	9	biweekly	visual	vegetables	31	2.42	2	2,844	6,290	false	true	false	75.1	16.9	poor	medium	true	false	false	3.9	modern	high_burden
128	IRR-MAL-2018-00128	Mali	2,018	0.99	semi-commercial	false	650	29.8	frequent	7	none	none	none	none	0	0.99	0	0	0	na	0	0	false	0	false	0	616	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
129	IRR-MAL-2021-00129	Malawi	2,021	1.1	commercial	false	496	25	rare	5	none	none	none	none	0	1.1	0	0	0	na	0	0	false	0	false	0	672	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
130	IRR-NIG-2019-00130	Nigeria	2,019	0.86	subsistence	false	525	29.2	occasional	4	none	none	none	none	0	0.86	0	0	0	na	0	0	false	0	false	0	567	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
131	IRR-ETH-2022-00131	Ethiopia	2,022	4.31	semi-commercial	false	1,097	19.4	frequent	5	none	none	none	none	0	4.31	0	0	0	na	0	0	false	0	false	0	619	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
132	IRR-KEN-2024-00132	Kenya	2,024	2.1	subsistence	true	414	27.6	rare	5	flood	rainwater_harvesting	manual	shared	1.75	0.34	83.6	105	2	poor	701	51	false	0	false	553	506	43.2	239	1.47	72.8	81.8	25.8	0	70	biweekly	visual	cotton	34	2.49	3	9,687	5,526	false	false	false	0	0	poor	low	false	false	false	2	traditional	high_burden
133	IRR-TAN-2019-00133	Tanzania	2,019	1.3	semi-commercial	false	1,155	22.7	frequent	7	none	none	none	none	0	1.3	0	0	0	na	0	0	false	0	false	0	659	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
134	IRR-GHA-2025-00134	Ghana	2,025	4.48	subsistence	false	768	21.3	rare	5	none	none	none	none	0	4.48	0	0	0	na	0	0	false	0	false	0	517	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
135	IRR-GHA-2018-00135	Ghana	2,018	1.63	subsistence	false	529	19.5	rare	3	none	none	none	none	0	1.63	0	0	0	na	0	0	false	0	false	0	404	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
136	IRR-BUR-2018-00136	Burkina Faso	2,018	1.59	semi-commercial	false	589	23.1	frequent	6	none	none	none	none	0	1.59	0	0	0	na	0	0	false	0	false	0	570	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
137	IRR-ZAM-2019-00137	Zambia	2,019	1.35	semi-commercial	true	900	27.1	frequent	4	manual	reservoir	diesel	private_company	1.24	0.11	91.7	65	4	good	248	33	false	0	true	546	414	53.6	293	1.71	86.2	71.6	33	199	99	biweekly	soil_moisture	vegetables	41.5	1.51	2	6,771	5,464	false	false	false	0	21.2	good	low	false	true	true	0.9	traditional	high_burden
138	IRR-ZAM-2021-00138	Zambia	2,021	0.26	semi-commercial	false	1,147	33	frequent	3	none	none	none	none	0	0.26	0	0	0	na	0	0	false	0	false	0	574	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
139	IRR-BUR-2019-00139	Burkina Faso	2,019	1.24	semi-commercial	false	615	32.9	rare	6	none	none	none	none	0	1.24	0	0	0	na	0	0	false	0	false	0	420	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
140	IRR-KEN-2019-00140	Kenya	2,019	0.75	semi-commercial	false	735	23.2	occasional	6	none	none	none	none	0	0.75	0	0	0	na	0	0	false	0	false	0	417	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
141	IRR-ZAM-2018-00141	Zambia	2,018	1.49	subsistence	false	924	25.7	frequent	4	none	none	none	none	0	1.49	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	0	na	none	false	true	false	0	none	high_burden
142	IRR-BUR-2020-00142	Burkina Faso	2,020	0.54	semi-commercial	false	993	27.1	occasional	5	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	633	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
143	IRR-UGA-2023-00143	Uganda	2,023	0.76	subsistence	false	926	26.4	occasional	5	none	none	none	none	0	0.76	0	0	0	na	0	0	false	0	false	0	500	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
144	IRR-BUR-2025-00144	Burkina Faso	2,025	0.34	subsistence	false	845	27.5	occasional	4	none	none	none	none	0	0.34	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
145	IRR-KEN-2023-00145	Kenya	2,023	1	subsistence	false	910	28.3	occasional	4	none	none	none	none	0	1	0	0	0	na	0	0	false	0	false	0	471	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
146	IRR-BUR-2021-00146	Burkina Faso	2,021	0.64	semi-commercial	false	840	26.5	rare	2	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	474	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
147	IRR-BUR-2023-00147	Burkina Faso	2,023	1.15	subsistence	false	1,047	15.6	occasional	7	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	483	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
148	IRR-BUR-2020-00148	Burkina Faso	2,020	2.75	commercial	false	935	15.8	rare	3	none	none	none	none	0	2.75	0	0	0	na	0	0	false	0	false	0	592	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
149	IRR-GHA-2020-00149	Ghana	2,020	3.52	semi-commercial	false	1,070	17.4	occasional	5	none	none	none	none	0	3.52	0	0	0	na	0	0	false	0	false	0	630	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
150	IRR-GHA-2018-00150	Ghana	2,018	1.83	subsistence	false	592	29.7	occasional	4	none	none	none	none	0	1.83	0	0	0	na	0	0	false	0	false	0	680	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
151	IRR-ETH-2023-00151	Ethiopia	2,023	0.67	subsistence	false	787	23.8	occasional	4	none	none	none	none	0	0.67	0	0	0	na	0	0	false	0	false	0	580	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
152	IRR-TAN-2023-00152	Tanzania	2,023	2.51	subsistence	true	912	27.7	occasional	3	drip	lake	solar	individual	1.09	1.42	43.4	43	9	excellent	2,724	139	false	0	false	704	566	83.7	589	1.61	94.3	72.3	57	0	16	weekly	calendar	vegetables	24.1	1.36	1	7,670	7,040	false	true	false	0	23.1	good	high	false	false	false	9	modern	high_burden
153	IRR-MAL-2020-00153	Malawi	2,020	0.74	subsistence	true	852	21	occasional	4	flood	groundwater	gravity	cooperative	0.57	0.17	76.6	32	14	fair	228	29	true	125	false	774	674	40.6	314	1.68	85.7	86.9	30.2	0	23	weekly	calendar	rice	52.3	1.62	1	4,410	7,737	true	false	true	77.4	0	poor	low	false	false	false	1.2	traditional	high_burden
154	IRR-ETH-2022-00154	Ethiopia	2,022	1	semi-commercial	false	1,401	19.1	rare	5	none	none	none	none	0	1	0	0	0	na	0	0	false	0	false	0	673	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
155	IRR-TAN-2024-00155	Tanzania	2,024	3.06	subsistence	false	639	27.5	frequent	2	none	none	none	none	0	3.06	0	0	0	na	0	0	false	0	false	0	484	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
156	IRR-UGA-2024-00156	Uganda	2,024	2.62	subsistence	true	1,300	31.2	occasional	6	manual	river	gravity	shared	2.1	0.52	80.3	64	4	good	421	46	false	0	false	589	563	51.2	302	1.76	89.8	77.6	35.7	0	168	biweekly	weather_based	rice	58	2.11	1	12,400	5,892	false	false	false	0	0	good	low	true	false	false	0.6	traditional	high_burden
157	IRR-NIG-2018-00157	Nigeria	2,018	1.69	semi-commercial	false	710	31.9	occasional	5	none	none	none	none	0	1.69	0	0	0	na	0	0	false	0	false	0	629	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
158	IRR-KEN-2025-00158	Kenya	2,025	4.66	subsistence	true	708	18.5	occasional	4	drip	reservoir	diesel	shared	3.15	1.52	67.5	149	17	good	7,871	791	false	0	false	694	600	90.4	627	1.01	79.8	95	68.5	510	47	as_needed	soil_moisture	vegetables	51.9	1.86	2	21,853	6,941	false	false	false	0	24.6	good	high	false	false	true	6.5	modern	high_burden
159	IRR-MAL-2019-00159	Mali	2,019	2.43	semi-commercial	false	930	28.8	frequent	4	none	none	none	none	0	2.43	0	0	0	na	0	0	false	0	false	0	575	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
160	IRR-ZAM-2019-00160	Zambia	2,019	2.41	semi-commercial	true	1,195	31.2	occasional	5	sprinkler	rainwater_harvesting	solar	government	1.48	0.92	61.7	83	15	poor	2,225	204	true	1,061	false	384	648	81	311	2.39	77	80.2	50	0	30	weekly	calendar	cotton	41.7	2.43	1	5,690	3,836	true	false	false	0	20.5	poor	medium	true	false	false	4.4	modern	high_burden
161	IRR-GHA-2022-00161	Ghana	2,022	0.91	subsistence	false	428	19.9	occasional	3	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	520	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
162	IRR-UGA-2020-00162	Uganda	2,020	0.64	subsistence	false	882	21.4	occasional	3	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	534	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
163	IRR-BUR-2025-00163	Burkina Faso	2,025	1.37	semi-commercial	false	950	16.8	frequent	7	none	none	none	none	0	1.37	0	0	0	na	0	0	false	0	false	0	410	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
164	IRR-ZAM-2020-00164	Zambia	2,020	1.66	subsistence	false	502	31.3	occasional	2	none	none	none	none	0	1.66	0	0	0	na	0	0	false	0	false	0	627	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
165	IRR-NIG-2025-00165	Nigeria	2,025	1.22	semi-commercial	false	1,065	26.5	occasional	4	none	none	none	none	0	1.22	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	false	false	0	none	high_burden
166	IRR-UGA-2021-00166	Uganda	2,021	0.96	subsistence	false	814	23.5	rare	4	none	none	none	none	0	0.96	0	0	0	na	0	0	false	0	false	0	665	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
167	IRR-ETH-2025-00167	Ethiopia	2,025	1.15	semi-commercial	false	1,022	28.4	occasional	4	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	424	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
168	IRR-ZAM-2023-00168	Zambia	2,023	0.61	semi-commercial	false	1,091	19	occasional	4	none	none	none	none	0	0.61	0	0	0	na	0	0	false	0	false	0	438	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
169	IRR-ETH-2020-00169	Ethiopia	2,020	2.14	subsistence	false	835	33.1	frequent	2	none	none	none	none	0	2.14	0	0	0	na	0	0	false	0	false	0	426	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
170	IRR-ETH-2025-00170	Ethiopia	2,025	4.65	semi-commercial	false	686	26.3	frequent	5	none	none	none	none	0	4.65	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	true	false	0	none	high_burden
171	IRR-BUR-2022-00171	Burkina Faso	2,022	1.94	semi-commercial	false	918	25.4	occasional	4	none	none	none	none	0	1.94	0	0	0	na	0	0	false	0	false	0	522	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
172	IRR-TAN-2018-00172	Tanzania	2,018	1.88	subsistence	false	814	20.5	occasional	6	none	none	none	none	0	1.88	0	0	0	na	0	0	false	0	false	0	564	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
173	IRR-GHA-2024-00173	Ghana	2,024	0.41	semi-commercial	false	692	24.8	occasional	2	none	none	none	none	0	0.41	0	0	0	na	0	0	false	0	false	0	414	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
174	IRR-GHA-2019-00174	Ghana	2,019	3.27	commercial	false	608	22.8	frequent	4	none	none	none	none	0	3.27	0	0	0	na	0	0	false	0	false	0	521	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
175	IRR-MAL-2020-00175	Mali	2,020	0.71	subsistence	true	1,340	34	occasional	4	flood	reservoir	electric	shared	0.24	0.47	33.9	14	14	poor	96	7	true	56	false	412	621	49.5	204	1.76	84.8	71.6	30	26	10	weekly	calendar	vegetables	45.4	1.35	1	989	4,118	false	false	false	0	3.9	poor	low	true	false	false	0.6	traditional	high_burden
176	IRR-NIG-2019-00176	Nigeria	2,019	0.62	semi-commercial	false	815	15.9	rare	3	none	none	none	none	0	0.62	0	0	0	na	0	0	false	0	false	0	487	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
177	IRR-UGA-2020-00177	Uganda	2,020	1.69	semi-commercial	false	549	29.8	rare	6	none	none	none	none	0	1.69	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	0	na	none	false	false	false	0	none	high_burden
178	IRR-UGA-2025-00178	Uganda	2,025	1.16	subsistence	false	743	34.3	frequent	5	none	none	none	none	0	1.16	0	0	0	na	0	0	false	0	false	0	476	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
179	IRR-MAL-2023-00179	Mali	2,023	5.63	subsistence	false	722	29.9	rare	3	none	none	none	none	0	5.63	0	0	0	na	0	0	false	0	false	0	618	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
180	IRR-TAN-2024-00180	Tanzania	2,024	0.8	semi-commercial	false	1,011	31.2	occasional	2	none	none	none	none	0	0.8	0	0	0	na	0	0	false	0	false	0	433	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
181	IRR-GHA-2019-00181	Ghana	2,019	0.82	commercial	false	838	20.9	occasional	5	none	none	none	none	0	0.82	0	0	0	na	0	0	false	0	false	0	446	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
182	IRR-BUR-2024-00182	Burkina Faso	2,024	0.59	semi-commercial	false	880	24.1	occasional	4	none	none	none	none	0	0.59	0	0	0	na	0	0	false	0	false	0	623	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
183	IRR-KEN-2023-00183	Kenya	2,023	0.76	semi-commercial	false	1,153	24.8	frequent	2	none	none	none	none	0	0.76	0	0	0	na	0	0	false	0	false	0	680	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
184	IRR-UGA-2019-00184	Uganda	2,019	1.55	subsistence	false	1,017	18.5	rare	7	none	none	none	none	0	1.55	0	0	0	na	0	0	false	0	false	0	548	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
185	IRR-ZAM-2019-00185	Zambia	2,019	0.51	subsistence	false	1,139	23	rare	4	none	none	none	none	0	0.51	0	0	0	na	0	0	false	0	false	0	672	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
186	IRR-ZAM-2019-00186	Zambia	2,019	1.27	subsistence	false	609	20.8	frequent	4	none	none	none	none	0	1.27	0	0	0	na	0	0	false	0	false	0	623	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
187	IRR-MAL-2023-00187	Mali	2,023	1.95	subsistence	false	830	30.9	occasional	3	none	none	none	none	0	1.95	0	0	0	na	0	0	false	0	false	0	429	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
188	IRR-UGA-2025-00188	Uganda	2,025	4.4	subsistence	false	1,085	18.3	rare	3	none	none	none	none	0	4.4	0	0	0	na	0	0	false	0	false	0	464	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
189	IRR-BUR-2020-00189	Burkina Faso	2,020	0.82	subsistence	false	803	17.5	occasional	7	none	none	none	none	0	0.82	0	0	0	na	0	0	false	0	false	0	667	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
190	IRR-ETH-2022-00190	Ethiopia	2,022	0.91	subsistence	false	1,313	23.2	occasional	3	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	506	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
191	IRR-GHA-2021-00191	Ghana	2,021	1.67	semi-commercial	false	1,068	24.2	occasional	5	none	none	none	none	0	1.67	0	0	0	na	0	0	false	0	false	0	689	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
192	IRR-UGA-2024-00192	Uganda	2,024	3.62	semi-commercial	false	801	34.7	rare	5	none	none	none	none	0	3.62	0	0	0	na	0	0	false	0	false	0	678	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
193	IRR-MAL-2025-00193	Malawi	2,025	1.77	subsistence	false	899	30.5	rare	2	none	none	none	none	0	1.77	0	0	0	na	0	0	false	0	false	0	549	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
194	IRR-MAL-2018-00194	Mali	2,018	2.98	commercial	false	895	23.8	frequent	4	none	none	none	none	0	2.98	0	0	0	na	0	0	false	0	false	0	634	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
195	IRR-MAL-2021-00195	Mali	2,021	0.36	subsistence	false	1,166	18.1	rare	6	none	none	none	none	0	0.36	0	0	0	na	0	0	false	0	false	0	600	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
196	IRR-ETH-2019-00196	Ethiopia	2,019	1.4	commercial	false	723	20	rare	5	none	none	none	none	0	1.4	0	0	0	na	0	0	false	0	false	0	587	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
197	IRR-MAL-2019-00197	Malawi	2,019	1.79	subsistence	false	1,268	19.5	occasional	4	none	none	none	none	0	1.79	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
198	IRR-ETH-2024-00198	Ethiopia	2,024	2.94	subsistence	false	666	20.7	rare	7	none	none	none	none	0	2.94	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
199	IRR-BUR-2018-00199	Burkina Faso	2,018	0.34	semi-commercial	true	1,194	32.8	frequent	4	sprinkler	river	diesel	individual	0.29	0.05	85.2	14	3	fair	441	30	false	0	false	787	571	64.5	507	1.11	73.5	70.6	33.5	45	6	daily	visual	maize	43.5	1.33	1	2,311	7,866	false	true	false	0	24.8	poor	medium	true	true	false	5.9	modern	high_burden
200	IRR-TAN-2022-00200	Tanzania	2,022	2.76	semi-commercial	false	1,001	18.6	frequent	7	none	none	none	none	0	2.76	0	0	0	na	0	0	false	0	false	0	509	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

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