Datasets:

electricsheepafrica
/

africa-synth-energy-poverty-indicators-africa-niger

household_id stringlengths 17 17	country stringclasses 12 values	year int64 2.02k 2.03k	is_urban bool 2 classes	household_size int64 1 13	income_level stringclasses 4 values	is_energy_poor bool 2 classes	poverty_severity stringclasses 5 values	has_electricity bool 2 classes	has_clean_cooking bool 2 classes	electricity_access_score int64 0 5	cooking_access_score int64 0 5	reliability_score int64 0 5	multidimensional_score float64 0 5	energy_development_index float64 0 1	hours_electricity_daily float64 -6.9 38.2	lighting_source stringclasses 5 values	cooking_fuel_type stringclasses 5 values	fuel_collection_hours_weekly float64 -3.3 26.6	energy_expenditure_pct_income float64 3 25	health_impacts_score int64 0 3	education_impact_score int64 0 3	productive_use_enabled bool 2 classes	modern_appliances_count int64 0 5	has_heating bool 2 classes	has_cooling bool 2 classes	has_communication bool 2 classes	health_facility_electrified bool 2 classes	school_electrified bool 2 classes	water_pump_electrified bool 2 classes	income_lost_outages_pct float64 0 15	barriers_to_access stringclasses 64 values	distance_to_electricity_km float64 0 124	distance_to_clean_fuel_km float64 0 80.4	lpg_use_last_month bool 2 classes	improved_stove_owned bool 2 classes	scenario stringclasses 3 values
EP_UGA_2020_00000	Uganda	2,020	false	6	high	true	extreme	false	false	0	1	0	0.33	0.067	0	firewood	firewood	7	17.3	3	2	false	0	false	false	true	true	false	true	0	affordability\|infrastructure\|supply_chain	5.5	3.1	false	true	high_burden
EP_RWA_2021_00001	Rwanda	2,021	true	6	low	true	extreme	false	false	0	2	0	0.67	0.133	0	battery	dung	0	11.7	1	3	false	0	false	false	true	false	true	true	0	infrastructure\|supply_chain\|awareness	11.2	2.6	false	false	high_burden
EP_ETH_2023_00002	Ethiopia	2,023	true	5	middle	false	none	true	false	4	0	2	2	0.4	14.2	electricity	charcoal	1.6	5.8	2	0	false	1	true	false	true	false	true	true	12.5	fuel_cost	0	0.4	false	false	high_burden
EP_RWA_2022_00003	Rwanda	2,022	false	4	lowest	false	none	false	false	0	0	0	0	0	0	battery	firewood	5.2	9.8	3	2	false	0	false	false	true	false	false	false	0	fuel_cost	2.7	9.8	false	true	high_burden
EP_NIG_2025_00004	Nigeria	2,025	false	7	high	false	none	false	false	1	1	0	0.67	0.133	0	kerosene	dung	0	4.7	0	2	false	0	false	false	true	false	true	false	0	affordability\|fuel_cost	3.3	4.1	false	false	high_burden
EP_UGA_2023_00005	Uganda	2,023	true	3	middle	false	none	false	false	0	0	0	0	0	0	battery	firewood	13.6	7.1	1	0	false	0	true	false	false	false	false	false	0	affordability\|fuel_cost\|supply_chain\|awareness	29.3	3.5	false	true	high_burden
EP_ETH_2023_00006	Ethiopia	2,023	false	1	lowest	false	none	true	false	4	1	2	2.33	0.467	10.8	electricity	charcoal	0.6	3.6	1	0	false	5	false	false	true	true	false	true	9.1	supply_chain	0	10.6	false	true	high_burden
EP_SEN_2019_00007	Senegal	2,019	true	8	lowest	true	extreme	false	false	2	1	0	1	0.2	0	battery	firewood	13.1	10.5	1	3	false	0	false	false	true	true	true	false	0	affordability\|fuel_cost\|supply_chain	16.2	3.6	false	true	high_burden
EP_SEN_2022_00008	Senegal	2,022	true	9	low	false	none	true	true	3	5	3	3.67	0.733	18.5	electricity	clean	0	4.5	0	0	false	5	false	false	true	true	false	false	4.1	none	0	0	true	false	high_burden
EP_KEN_2018_00009	Kenya	2,018	false	7	lowest	false	none	false	false	1	0	0	0.33	0.067	0	firewood	dung	0	10.9	1	3	false	0	false	false	true	false	true	true	0	affordability\|infrastructure	0.9	5.8	false	false	high_burden
EP_ETH_2019_00010	Ethiopia	2,019	false	1	low	true	moderate	true	false	3	1	4	2.67	0.533	21.3	electricity	firewood	10.5	21.9	0	0	false	2	false	false	true	false	true	false	12.9	fuel_cost\|supply_chain	0	2.9	false	true	high_burden
EP_ZAM_2021_00011	Zambia	2,021	true	4	high	true	moderate	true	false	4	1	4	3	0.6	24.8	electricity	charcoal	5	18.5	0	0	true	3	false	true	true	false	false	true	0.7	none	0	10.4	false	false	high_burden
EP_ZAM_2019_00012	Zambia	2,019	false	7	middle	true	extreme	false	false	1	0	0	0.33	0.067	0	battery	charcoal	2.3	15.6	1	0	false	0	false	false	true	false	false	false	0	affordability\|availability\|awareness	9.5	23	false	false	high_burden
EP_MAL_2021_00013	Malawi	2,021	false	3	lowest	false	none	false	false	2	1	0	1	0.2	0	candles	firewood	16.8	3.2	2	2	false	0	false	false	true	false	false	false	0	affordability\|fuel_cost\|awareness	8.8	5	false	true	high_burden
EP_KEN_2025_00014	Kenya	2,025	false	5	lowest	false	none	false	false	1	0	0	0.33	0.067	0	candles	charcoal	3	9.8	0	1	false	0	false	false	true	false	true	false	0	affordability\|infrastructure\|supply_chain	8.5	2.2	false	false	high_burden
EP_SEN_2025_00015	Senegal	2,025	true	2	low	false	none	false	false	0	1	0	0.33	0.067	0	firewood	firewood	10.8	8.6	2	0	false	0	false	false	false	true	true	false	0	infrastructure\|fuel_cost	12	0.4	false	false	high_burden
EP_KEN_2019_00016	Kenya	2,019	false	3	middle	false	none	true	false	5	0	4	3	0.6	22.3	electricity	firewood	13.6	4.1	0	0	true	5	true	false	true	false	true	true	0.4	awareness	0	6.7	false	false	high_burden
EP_ZAM_2025_00017	Zambia	2,025	false	3	low	true	severe	true	false	4	0	3	2.33	0.467	16.9	electricity	firewood	14.5	15.1	2	0	false	2	false	true	true	false	false	false	6	fuel_cost	0	1.4	false	false	high_burden
EP_MAL_2021_00018	Malawi	2,021	false	9	lowest	false	none	true	false	4	1	4	3	0.6	24.8	electricity	firewood	13.2	9.2	2	0	false	2	false	true	true	true	false	false	11.8	fuel_cost	0	10.2	false	true	high_burden
EP_GHA_2023_00019	Ghana	2,023	false	9	low	false	none	true	true	3	3	4	3.33	0.667	20.1	electricity	clean	0	3.1	0	0	false	2	false	false	true	false	true	false	10.4	none	0	0	true	false	high_burden
EP_TAN_2019_00020	Tanzania	2,019	false	5	lowest	true	extreme	false	false	2	1	0	1	0.2	0	kerosene	firewood	3.3	8.6	0	1	false	0	false	false	true	false	false	false	0	affordability\|infrastructure\|fuel_cost\|awareness	8.5	20.6	false	true	high_burden
EP_ETH_2021_00021	Ethiopia	2,021	false	4	low	true	severe	false	true	0	5	0	1.67	0.333	0	battery	clean	0	11	0	1	false	0	false	false	true	false	false	false	0	affordability	3.3	0	false	false	high_burden
EP_MAL_2018_00022	Mali	2,018	true	1	middle	true	mild	true	false	5	1	5	3.67	0.733	27.2	electricity	dung	0	19.2	1	0	true	3	false	false	true	false	false	false	3.6	fuel_cost\|awareness	0	5.8	false	false	high_burden
EP_KEN_2022_00023	Kenya	2,022	false	7	low	false	none	true	false	5	1	5	3.67	0.733	26.2	electricity	firewood	15.5	3.3	0	0	false	5	false	false	true	false	false	false	4.6	fuel_cost\|supply_chain\|awareness	0	1.4	false	false	high_burden
EP_KEN_2024_00024	Kenya	2,024	true	3	low	true	mild	true	false	5	2	5	4	0.8	26.6	electricity	charcoal	2.4	16.7	3	0	true	5	false	true	true	true	false	true	2.3	none	0	2	false	false	high_burden
EP_UGA_2021_00025	Uganda	2,021	true	4	high	true	extreme	false	false	0	2	0	0.67	0.133	0	battery	firewood	9.7	22.5	0	1	false	0	true	false	false	true	false	false	0	fuel_cost	9.2	3.2	false	false	high_burden
EP_MAL_2019_00026	Malawi	2,019	true	4	lowest	true	severe	false	true	2	5	0	2.33	0.467	0	candles	clean	0	6.3	0	2	false	0	false	false	true	true	true	true	0	affordability\|infrastructure\|availability	0.7	0	false	false	high_burden
EP_NIG_2019_00027	Niger	2,019	false	2	low	true	extreme	false	false	0	2	0	0.67	0.133	0	kerosene	firewood	16.2	18.2	0	3	false	0	false	false	false	true	false	false	0	affordability\|fuel_cost	14.5	4.2	false	false	high_burden
EP_UGA_2023_00028	Uganda	2,023	true	4	low	false	none	true	false	4	2	2	2.67	0.533	14.8	electricity	firewood	-1.5	7.2	2	0	false	1	true	false	false	false	true	false	14.9	none	0	18.6	false	true	high_burden
EP_NIG_2019_00029	Niger	2,019	true	3	lowest	true	moderate	true	true	4	4	2	3.33	0.667	14.7	electricity	clean	0	12.8	0	0	true	3	true	false	true	true	true	false	14.4	none	0	0	true	false	high_burden
EP_RWA_2019_00030	Rwanda	2,019	true	4	low	true	moderate	true	false	4	1	3	2.67	0.533	15.6	electricity	charcoal	2.7	24.1	2	0	false	3	false	false	true	false	true	false	3.9	supply_chain	0	5	false	false	high_burden
EP_NIG_2020_00031	Niger	2,020	false	4	low	false	none	false	false	0	0	0	0	0	0	kerosene	firewood	10.7	9.6	0	0	false	0	true	false	true	false	false	false	0	infrastructure\|fuel_cost\|supply_chain	1.8	0.9	false	true	high_burden
EP_NIG_2022_00032	Nigeria	2,022	false	7	low	false	none	true	false	4	1	3	2.67	0.533	15.1	electricity	firewood	8.2	9.3	0	0	false	3	false	false	false	false	true	false	11.2	awareness	0	14.1	false	false	high_burden
EP_GHA_2024_00033	Ghana	2,024	false	4	middle	false	none	false	false	1	0	0	0.33	0.067	0	kerosene	firewood	8.5	5.4	2	2	false	0	false	false	true	true	false	false	0	affordability\|infrastructure\|fuel_cost\|supply_chain\|awareness	16	16.8	false	false	high_burden
EP_ZAM_2019_00034	Zambia	2,019	true	8	low	false	none	false	true	1	3	0	1.33	0.267	0	battery	clean	0	5.7	0	0	false	0	false	false	true	false	true	true	0	affordability	15	0	true	false	high_burden
EP_MAL_2019_00035	Mali	2,019	true	4	high	false	none	false	false	0	1	0	0.33	0.067	0	kerosene	firewood	10.1	3.9	0	3	false	0	false	false	true	true	true	false	0	fuel_cost\|supply_chain	0.1	3.3	false	false	high_burden
EP_ETH_2019_00036	Ethiopia	2,019	true	4	middle	true	extreme	false	false	0	1	0	0.33	0.067	0	kerosene	firewood	6.5	23.2	1	0	false	0	false	false	true	false	false	true	0	affordability\|infrastructure\|availability\|awareness	2.8	13.4	false	false	high_burden
EP_SEN_2019_00037	Senegal	2,019	false	4	lowest	false	none	false	false	0	2	0	0.67	0.133	0	candles	firewood	9.8	11.6	1	1	false	0	false	false	true	false	false	false	0	infrastructure\|fuel_cost	14.6	12.8	false	false	high_burden
EP_ZAM_2018_00038	Zambia	2,018	false	5	high	true	severe	true	false	3	1	2	2	0.4	10.7	electricity	firewood	4.5	21.2	0	0	false	3	false	false	true	false	false	false	8.5	supply_chain	0	2.9	false	false	high_burden
EP_MAL_2019_00039	Mali	2,019	true	6	low	false	none	true	false	3	1	3	2.33	0.467	15.9	electricity	firewood	9.5	7	2	0	false	2	false	false	true	true	true	false	9.6	fuel_cost\|supply_chain	0	7.6	false	false	high_burden
EP_NIG_2021_00040	Nigeria	2,021	true	5	low	true	extreme	false	false	0	2	0	0.67	0.133	0	candles	charcoal	2	23.2	0	1	false	0	false	false	true	true	true	false	0	infrastructure	9	17.5	false	false	high_burden
EP_ZAM_2022_00041	Zambia	2,022	false	6	middle	false	none	false	false	0	1	0	0.33	0.067	0	kerosene	dung	0	5.5	0	2	false	0	true	false	true	true	false	false	0	affordability	1.6	23.9	false	false	high_burden
EP_NIG_2020_00042	Niger	2,020	false	6	middle	true	extreme	false	false	2	1	0	1	0.2	0	kerosene	dung	0	8.3	0	3	false	0	false	false	true	true	false	false	0	affordability\|infrastructure\|availability	12.5	4	false	true	high_burden
EP_ZAM_2023_00043	Zambia	2,023	false	4	low	true	severe	true	false	5	1	1	2.33	0.467	0	electricity	firewood	7.1	11.2	0	0	true	3	false	false	true	false	true	false	2	fuel_cost	0	15.7	false	false	high_burden
EP_NIG_2023_00044	Nigeria	2,023	false	4	middle	false	none	true	false	3	2	3	2.67	0.533	19.9	electricity	firewood	12.1	7.9	2	0	false	1	false	true	true	false	false	false	1.2	fuel_cost\|awareness	0	2.2	false	false	high_burden
EP_NIG_2020_00045	Niger	2,020	false	11	lowest	false	none	false	true	2	4	0	2	0.4	0	candles	clean	0	6.9	0	1	false	0	true	false	false	false	false	false	0	none	25.2	0	true	false	high_burden
EP_NIG_2021_00046	Nigeria	2,021	false	4	lowest	false	none	true	false	3	2	2	2.33	0.467	14.4	electricity	crop_residue	0	9.8	3	0	false	5	false	false	true	false	false	false	8.9	awareness	0	3	false	true	high_burden
EP_NIG_2024_00047	Niger	2,024	false	5	low	true	extreme	false	false	0	2	0	0.67	0.133	0	candles	charcoal	3	24.4	0	0	false	0	false	false	true	true	false	false	0	affordability\|infrastructure\|supply_chain\|awareness	23	2	false	false	high_burden
EP_KEN_2025_00048	Kenya	2,025	false	3	lowest	false	none	true	false	5	2	3	3.33	0.667	17.3	electricity	dung	0	3.6	0	0	false	4	true	false	false	false	true	false	0.7	none	0	3.4	false	false	high_burden
EP_KEN_2025_00049	Kenya	2,025	false	1	lowest	true	extreme	false	false	1	2	0	1	0.2	0	battery	firewood	10.7	20.1	3	0	false	0	false	false	false	false	true	false	0	availability\|fuel_cost\|supply_chain\|awareness	17.7	5.7	false	false	high_burden
EP_MAL_2020_00050	Malawi	2,020	false	6	lowest	true	extreme	false	false	2	2	0	1.33	0.267	0	candles	charcoal	2.9	24.6	1	0	false	0	false	false	false	true	false	false	0	infrastructure\|fuel_cost	33.7	2.6	false	true	high_burden
EP_NIG_2025_00051	Nigeria	2,025	false	3	low	true	extreme	false	false	0	0	0	0	0	0	battery	firewood	3	19.6	0	1	false	0	false	false	false	false	false	false	0	affordability\|infrastructure\|fuel_cost\|supply_chain	34.7	0.5	false	false	high_burden
EP_MAL_2025_00052	Mali	2,025	false	6	middle	false	none	false	false	1	1	0	0.67	0.133	0	kerosene	dung	0	10.5	2	2	false	0	false	false	false	true	true	false	0	infrastructure\|availability\|fuel_cost	5.8	0.8	false	true	high_burden
EP_UGA_2024_00053	Uganda	2,024	true	4	low	true	severe	false	true	1	5	0	2	0.4	0	candles	clean	0	12.7	0	3	false	0	false	false	false	false	false	false	0	affordability\|availability	0	0	true	false	high_burden
EP_NIG_2023_00054	Niger	2,023	false	4	middle	true	extreme	false	false	1	2	0	1	0.2	0	kerosene	firewood	12.4	14.9	0	1	false	0	false	false	true	false	false	false	0	availability\|supply_chain	6.3	1.5	false	false	high_burden
EP_ZAM_2018_00055	Zambia	2,018	false	3	lowest	false	none	false	false	0	1	0	0.33	0.067	0	candles	dung	0	4.5	3	3	false	0	false	false	true	false	false	false	0	affordability\|availability\|fuel_cost\|supply_chain	3.9	7.7	false	false	high_burden
EP_MAL_2024_00056	Malawi	2,024	true	6	middle	false	none	false	false	2	2	0	1.33	0.267	0	battery	charcoal	2.2	8.3	0	1	false	0	false	false	true	false	false	true	0	fuel_cost	6.5	7.4	false	false	high_burden
EP_SEN_2023_00057	Senegal	2,023	true	4	low	false	none	false	false	1	2	0	1	0.2	0	candles	firewood	5.7	5.1	0	0	false	0	true	false	true	false	true	false	0	affordability\|infrastructure\|fuel_cost	2.7	3.5	false	false	high_burden
EP_ZAM_2025_00058	Zambia	2,025	true	5	middle	false	none	true	false	3	1	3	2.33	0.467	15	electricity	firewood	12.7	11.6	1	0	true	1	false	false	false	true	false	false	14	none	0	12.8	false	false	high_burden
EP_MAL_2021_00059	Malawi	2,021	false	6	lowest	true	extreme	false	false	0	0	0	0	0	0	candles	charcoal	1.6	6	0	1	false	0	true	false	true	false	true	true	0	fuel_cost\|awareness	11.9	3.1	false	true	high_burden
EP_UGA_2018_00060	Uganda	2,018	true	3	lowest	true	severe	false	true	1	4	0	1.67	0.333	0	candles	clean	0	23.2	0	1	false	0	true	false	true	true	true	false	0	affordability	7.7	0	false	false	high_burden
EP_RWA_2024_00061	Rwanda	2,024	false	1	high	false	none	false	false	2	1	0	1	0.2	0	battery	firewood	7.4	8	3	3	false	0	false	false	true	false	false	false	0	awareness	3.4	7.3	false	false	high_burden
EP_RWA_2025_00062	Rwanda	2,025	true	2	middle	true	extreme	false	false	0	0	0	0	0	0	battery	dung	0	10	2	3	false	0	false	false	true	false	true	false	0	infrastructure\|availability\|fuel_cost	36.8	0.1	false	false	high_burden
EP_RWA_2022_00063	Rwanda	2,022	false	7	middle	false	none	false	false	1	1	0	0.67	0.133	0	kerosene	firewood	6.1	9.7	1	3	false	0	true	false	false	false	false	false	0	availability\|fuel_cost\|supply_chain	8.5	6	false	false	high_burden
EP_MAL_2022_00064	Malawi	2,022	false	6	low	true	extreme	false	false	0	1	0	0.33	0.067	0	battery	charcoal	2.9	20.8	1	1	false	0	false	false	true	false	true	false	0	affordability\|supply_chain	3.5	17.7	false	false	high_burden
EP_SEN_2024_00065	Senegal	2,024	false	4	low	false	none	false	false	2	0	0	0.67	0.133	0	battery	charcoal	1.2	6.2	0	3	false	0	false	false	true	false	false	true	0	fuel_cost	15.8	18	false	false	high_burden
EP_GHA_2019_00066	Ghana	2,019	false	4	lowest	false	none	false	true	1	5	0	2	0.4	0	kerosene	clean	0	3.7	0	2	false	0	false	false	false	true	false	false	0	affordability\|infrastructure	16.6	0	true	false	high_burden
EP_GHA_2022_00067	Ghana	2,022	false	4	lowest	false	none	false	false	1	1	0	0.67	0.133	0	firewood	firewood	8.5	6.6	2	1	false	0	false	false	true	false	false	false	0	infrastructure\|fuel_cost	12.8	8.8	false	true	high_burden
EP_MAL_2020_00068	Malawi	2,020	false	6	low	true	extreme	false	false	2	1	0	1	0.2	0	kerosene	charcoal	2	13.5	0	1	false	0	true	false	true	false	true	false	0	fuel_cost\|awareness	2.5	2.1	false	true	high_burden
EP_SEN_2018_00069	Senegal	2,018	true	10	low	false	none	false	false	2	0	0	0.67	0.133	0	firewood	dung	0	3.4	0	2	false	0	false	false	false	false	true	false	0	none	7.5	9.3	false	true	high_burden
EP_MAL_2020_00070	Mali	2,020	false	4	low	true	extreme	false	false	1	0	0	0.33	0.067	0	firewood	charcoal	1.6	5.2	0	0	false	0	false	false	true	false	false	true	0	affordability\|fuel_cost	40.1	3.7	false	false	high_burden
EP_KEN_2021_00071	Kenya	2,021	false	3	high	false	none	false	false	1	0	0	0.33	0.067	0	kerosene	crop_residue	0	11.9	1	0	false	0	false	false	true	false	false	false	0	availability\|fuel_cost	8.8	0.4	false	true	high_burden
EP_NIG_2025_00072	Nigeria	2,025	true	7	lowest	false	none	true	false	3	1	2	2	0.4	12.2	electricity	firewood	9.3	3.4	1	0	false	2	false	true	false	false	true	true	3.4	fuel_cost	0	27.4	false	false	high_burden
EP_SEN_2023_00073	Senegal	2,023	true	5	middle	false	none	true	false	3	1	3	2.33	0.467	19	electricity	firewood	7	9.6	0	0	false	4	true	true	true	true	false	true	7.8	fuel_cost	0	1.8	false	false	high_burden
EP_ETH_2021_00074	Ethiopia	2,021	true	4	lowest	true	moderate	true	false	5	1	2	2.67	0.533	11	electricity	charcoal	-0.2	18.9	0	0	false	5	false	false	true	true	false	true	2.8	fuel_cost\|awareness	0	14	false	false	high_burden
EP_MAL_2019_00075	Mali	2,019	true	1	low	true	extreme	false	false	0	1	0	0.33	0.067	0	kerosene	crop_residue	0	14.9	1	0	false	0	false	false	true	true	true	true	0	availability\|fuel_cost\|awareness	1.4	3.7	false	false	high_burden
EP_RWA_2019_00076	Rwanda	2,019	true	2	low	true	mild	true	true	4	5	3	4	0.8	16	electricity	clean	0	10.6	0	0	false	1	false	false	false	true	false	false	6.2	none	0	0	false	false	high_burden
EP_NIG_2021_00077	Niger	2,021	false	2	high	false	none	false	false	1	0	0	0.33	0.067	0	kerosene	charcoal	3.4	11.7	0	3	false	0	true	false	false	false	false	false	0	affordability\|availability\|supply_chain	3.7	8.6	false	false	high_burden
EP_MAL_2025_00078	Malawi	2,025	false	2	lowest	false	none	false	false	2	1	0	1	0.2	0	kerosene	firewood	14.3	4	2	0	false	0	false	false	false	false	false	false	0	affordability\|infrastructure\|fuel_cost\|supply_chain	13.2	14	false	false	high_burden
EP_NIG_2020_00079	Nigeria	2,020	false	5	middle	false	none	false	false	0	2	0	0.67	0.133	0	kerosene	firewood	15.7	10.7	2	2	false	0	true	false	true	false	false	true	0	affordability\|infrastructure\|availability\|fuel_cost	26.5	0.7	false	false	high_burden
EP_MAL_2018_00080	Malawi	2,018	true	6	middle	true	moderate	true	true	3	4	1	2.67	0.533	6.1	electricity	clean	0	7.1	0	0	true	1	false	false	false	false	true	false	10.3	none	0	0	true	false	high_burden
EP_UGA_2019_00081	Uganda	2,019	false	1	lowest	false	none	false	false	1	0	0	0.33	0.067	0	battery	firewood	5.1	9.9	1	3	false	0	false	false	true	false	false	true	0	affordability\|availability\|supply_chain\|awareness	17.2	8.3	false	true	high_burden
EP_NIG_2018_00082	Nigeria	2,018	false	5	middle	true	extreme	false	false	1	1	0	0.67	0.133	0	kerosene	firewood	7.4	23.4	1	1	false	0	false	false	false	false	false	false	0	availability\|awareness	3.2	1.8	false	false	high_burden
EP_GHA_2021_00083	Ghana	2,021	true	5	lowest	false	none	true	false	4	2	4	3.33	0.667	21.5	electricity	charcoal	3.6	5.9	1	0	false	2	false	false	true	true	true	false	6	fuel_cost	0	4.8	false	false	high_burden
EP_MAL_2019_00084	Malawi	2,019	false	4	low	false	none	false	false	1	0	0	0.33	0.067	0	candles	charcoal	2.9	6	0	2	false	0	false	false	true	false	true	false	0	affordability\|infrastructure	6	2.7	false	true	high_burden
EP_UGA_2023_00085	Uganda	2,023	false	2	low	true	moderate	true	false	3	1	4	2.67	0.533	24.2	electricity	dung	0	18.5	0	0	false	2	false	false	false	false	false	false	1.5	none	0	9.3	false	false	high_burden
EP_ETH_2019_00086	Ethiopia	2,019	false	10	middle	true	extreme	false	false	2	2	0	1.33	0.267	0	candles	crop_residue	0	18.8	1	0	false	0	true	false	false	false	true	false	0	infrastructure\|availability\|fuel_cost\|awareness	4.8	12.4	false	false	high_burden
EP_KEN_2025_00087	Kenya	2,025	true	5	lowest	false	none	false	true	1	4	0	1.67	0.333	0	kerosene	clean	0	6.7	0	0	false	0	false	false	true	true	true	false	0	affordability\|availability	0.2	0	true	false	high_burden
EP_MAL_2020_00088	Mali	2,020	false	6	middle	false	none	true	false	3	1	2	2	0.4	14.8	electricity	dung	0	7.4	2	0	false	1	true	false	true	true	false	false	12.8	awareness	0	0.2	false	true	high_burden
EP_NIG_2023_00089	Niger	2,023	true	1	middle	true	moderate	true	false	5	0	4	3	0.6	20.4	electricity	charcoal	1.1	5.6	3	0	false	5	false	false	true	true	true	false	9.4	none	0	12	false	false	high_burden
EP_KEN_2019_00090	Kenya	2,019	false	1	middle	true	severe	true	false	3	1	2	2	0.4	12.1	electricity	charcoal	0.5	15.3	0	0	true	1	true	false	false	false	true	false	13.6	fuel_cost\|supply_chain\|awareness	0	2.8	false	false	high_burden
EP_KEN_2025_00091	Kenya	2,025	false	1	middle	false	none	false	false	0	0	0	0	0	0	battery	charcoal	0.4	10.1	1	3	false	0	false	false	true	true	true	false	0	affordability\|infrastructure\|availability	26.5	6.9	false	false	high_burden
EP_MAL_2021_00092	Mali	2,021	false	2	middle	true	moderate	true	false	5	1	2	2.67	0.533	14.1	electricity	firewood	15.9	5.4	0	0	false	2	false	false	false	false	false	false	12.5	supply_chain	0	9.2	false	true	high_burden
EP_GHA_2021_00093	Ghana	2,021	false	4	low	true	extreme	false	false	0	2	0	0.67	0.133	0	kerosene	charcoal	1.2	19.1	1	3	false	0	true	false	true	false	false	false	0	affordability\|infrastructure\|availability	4.8	7.8	false	false	high_burden
EP_SEN_2022_00094	Senegal	2,022	false	2	middle	true	extreme	false	false	0	1	0	0.33	0.067	0	kerosene	firewood	19.5	17.1	0	2	false	0	false	false	false	false	false	false	0	affordability\|availability\|fuel_cost	0.4	1.5	false	false	high_burden
EP_MAL_2025_00095	Malawi	2,025	false	2	lowest	true	severe	true	false	4	1	2	2.33	0.467	13.5	electricity	charcoal	0.3	8.9	0	0	false	5	false	true	true	false	true	true	12.8	fuel_cost\|awareness	0	0.5	false	false	high_burden
EP_MAL_2021_00096	Mali	2,021	false	1	middle	false	none	false	false	0	1	0	0.33	0.067	0	battery	firewood	12.6	9.4	2	2	false	0	false	false	false	true	false	true	0	infrastructure\|availability\|fuel_cost	25.8	16.1	false	false	high_burden
EP_ETH_2020_00097	Ethiopia	2,020	false	5	low	true	extreme	false	false	2	0	0	0.67	0.133	0	kerosene	firewood	7.3	20.2	1	0	false	0	false	false	true	false	true	false	0	availability\|supply_chain\|awareness	4.2	4.3	false	false	high_burden
EP_MAL_2024_00098	Malawi	2,024	true	6	low	false	none	false	false	2	1	0	1	0.2	0	candles	charcoal	2.5	11.4	3	0	false	0	false	false	false	false	false	true	0	affordability\|availability\|fuel_cost\|awareness	6.7	6.4	false	true	high_burden
EP_ETH_2023_00099	Ethiopia	2,023	false	1	middle	false	none	false	false	1	0	0	0.33	0.067	0	kerosene	charcoal	0.9	5.3	1	3	false	0	false	false	false	true	true	false	0	infrastructure\|supply_chain	10.6	12.9	false	false	high_burden

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Africa Synth Energy Poverty Indicators Africa Niger | Africa (Electric Sheep Africa metadata inventory)

Size category: 10K<n<100K - Formats: csv - Sector: energy - Engineered by Electric Sheep Africa

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: ⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference. Energy Poverty Indicators - Sub-Saharan Africa Synthetic dataset measuring multi-dimensional energy poverty across Sub-Saharan African households, capturing electricity access, clean cooking, reliability, health impacts, and socio-economic indicators. Key Statistics Total records: 15,000 households across 3 scenarios… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-energy-poverty-indicators-africa-niger.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/africa-synth-energy-poverty-indicators-africa-niger`
Sector	energy
Topic tags	energy, synthetic-data, sub-saharan-africa, energy-poverty, synthetic
Modalities	`tabular`, `text`
Formats	`csv`
Size category	`10K<n<100K`
Countries	Niger
ISO3 coverage	`NER`
Last modified on HF	`2026-04-14 22:52:04+00:00`
Inventory snapshot	`2026-07-16T16:00:34Z`

How To Read This Dataset

Start from the repository files and the dataset viewer when available.
Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-synth-energy-poverty-indicators-africa-niger")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
Exact schema, row counts, and source files should be inspected in the repository data files.
Metadata gaps from the inventory: upstream_publisher.
Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Source context: Electric Sheep Africa metadata inventory
Publisher/source attribution: Public dataset metadata
License: CC BY 4.0
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-synth-energy-poverty-indicators-africa-niger
Inventory retrieved at: 2026-07-16T16:00:34Z

Suggested Analyses

Inspect schema and missingness before modeling.
Profile variables by geography, time, and subgroup columns where present.
Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_africa_synth_energy_poverty_indicators_africa_niger_2026,
  title        = {Africa Synth Energy Poverty Indicators Africa Niger | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-synth-energy-poverty-indicators-africa-niger},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-synth-energy-poverty-indicators-africa-niger}}
}

License

Released under CC BY 4.0.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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Collection including electricsheepafrica/africa-synth-energy-poverty-indicators-africa-niger

Niger · Country Data Coverage

Collection

543 official ML-ready Niger open-data resources, plus related Electric Sheep Africa datasets. • 1349 items • Updated Aug 14