Datasets:

electricsheepafrica
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africa-re4r-project-assessment-phase-survey-gihembe-households

participation bool	consent_given bool	males_0_14_years int64	males_15_24_years int64	males_25_64_years int64	males_65_years int64	females_0_14_years int64	females_15_24_years int64	females_25_64_years int64	females_65_years int64	household_type string	country_of_origin string	year_of_arrival float64	microfinance_usage_in_past_12_months string	dwelling_type string	rooms_in_dwelling int64	typical_purchasing_location string	grid_connection_used_in_past_12_months bool	minigrid_used_in_past_12_months bool	generator_used_in_past_12_months bool	shs_used_in_past_12_months bool	solar_lantern_used_in_past_12_months bool	rechargable_battery_used_in_past_12_months bool	dry_cell_battery_used_in_past_12_months bool	other_source_used_in_past_12_months bool	no_electric_power_used_in_past_12_months bool	most_used_electricity_source string	can_charge_phone_using_most_used_electricity_source string	available_storage_capacity_wh string	reported_price_of_electricty_per_kwh_local_currency string	reported_price_of_litre_of_fuel_local_currency string	reported_price_of_battery_charge_local_currency string	reported_price_of_other_electricity_source_local_currency string	monthly_spend_on_primary_electricity_source_local_currency float64	method_of_paying_for_electricity string	hours_of_electricity_per_day float64	hours_of_electricity_per_day_in_four_hours_after_sunset float64	number_of_unpredictable_interruptions_per_week float64	radio_typically_used bool	phone_charger_typically_used bool	black_and_white_tv_typically_used bool	colour_tv_typically_used bool	electric_fan_typically_used bool	computer_typically_used bool	printer_typically_used bool	electric_food_processor_typically_used bool	rice_cooker_typically_used bool	washing_machine_typically_used bool	water_pump_typically_used bool	refrigerator_typically_used bool	freezer_typically_used bool	electric_iron_typically_used bool	electric_hair_drier_typically_used bool	microwave_typically_used bool	electric_toaster_typically_used bool	water_heater_typically_used bool	air_cooler_typically_used bool	air_conditioner_typically_used bool	electric_space_heater_typically_used bool	electric_cooking_system_typically_used bool	dishwasher_typically_used bool	lighting_desired_if_electricity_were_adequate bool	radio_desired_if_electricity_were_adequate bool	phone_desired_if_electricity_were_adequate bool	black_and_white_tv_desired_if_electricity_were_adequate bool	colour_tv_desired_if_electricity_were_adequate bool	electric_fan_desired_if_electricity_were_adequate bool	computer_desired_if_electricity_were_adequate bool	printer_desired_if_electricity_were_adequate bool	electric_food_processor_desired_if_electricity_were_adequate bool	rice_cooker_desired_if_electricity_were_adequate bool	washing_machine_desired_if_electricity_were_adequate bool	water_pump_desired_if_electricity_were_adequate bool	refrigerator_desired_if_electricity_were_adequate bool	freezer_desired_if_electricity_were_adequate bool	electric_iron_desired_if_electricity_were_adequate bool	electric_hair_drier_desired_if_electricity_were_adequate bool	microwave_desired_if_electricity_were_adequate bool	electric_toaster_desired_if_electricity_were_adequate bool	water_heater_desired_if_electricity_were_adequate bool	air_cooler_desired_if_electricity_were_adequate bool	air_conditioner_desired_if_electricity_were_adequate bool	electric_space_heater_desired_if_electricity_were_adequate bool	electric_cooking_system_desired_if_electricity_were_adequate bool	dishwasher_desired_if_electricity_were_adequate bool	indirect_lighting_typically_used bool	solar_portable_light_typically_used bool	shs_typically_used bool	battery_powered_torch_or_lantern_non_rechargeable_typically_used bool	battery_powered_torch_or_lantern_rechargeable_typically_used bool	mobile_phone_typically_used bool	kerosene_or_gas_lantern_typically_used bool	ethanol_lantern_typically_used bool	candles_typically_used bool	firewood_typically_used bool	disposable_lantern_typically_used bool	electricity_from_own_generator_mini_grid_connection_typically_used bool	electricity_from_connection_up_to_other_households_typically_used bool	electricity_from_car_or_motorcycle_battery_typically_used bool	other_lighting_source_typically_used bool	no_lighting_at_home_typically_used bool	candles_usage_per_month float64	candles_expenditure_local_currency_per_month float64	hours_of_lighting_after_dark_per_day string	studying_school_work_considered_important_use_of_electric_lighting bool	doing_household_chores_considered_important_use_of_electric_lighting bool	security_and_safety_considered_important_use_of_electric_lighting bool	recreation_leisure_time_considered_important_use_of_electric_lighting bool	working_at_home_considered_important_use_of_electric_lighting bool	moving_around_easily_at_night_considered_important_use_of_electric_lighting bool	other_reason_considered_important_use_of_electric_lighting bool	importance_of_lighting_rank_1 string	importance_of_lighting_rank_2 string	importance_of_lighting_rank_3 string	importance_of_lighting_rank_4 string	importance_of_lighting_rank_5 string	importance_of_lighting_rank_6 string	importance_of_lighting_rank_7 string	bright_lighting_required_for_work_or_study string	shs_manufacturer string	ownership_of_shs string	how_shs_was_obtained string	shs_monthly_installments_local_currency float64	shs_bulbs float64	cooking_location string	kitchen_or_cooking_area_shared_with_other_households bool	stoves_shared_with_other_households bool	fuel_shared_with_other_households bool	food_shared_with_other_households bool	other_resource_shared_with_other_households bool	no_resources_shared_with_other_households bool	kitchen_has_chimney_hood_or_other_exhaust_system string	secondary_stove_used_in_past_12_months string	main_reason_for_using_secondary_stove string	primary_stove_type string	secondary_stove_type string	primary_stove_manufacture_method string	secondary_stove_manufacture_method string	primary_cookstove_local_name string	secondary_cookstove_local_name string	primary_stove_working_burners float64	secondary_stove_working_burners float64	how_primary_cookstove_was_obtained string	how_secondary_cookstove_was_obtained string	primary_cookstove_price_paid_total_local_currency string	secondary_cookstove_price_paid_total_local_currency string	primary_stove_usage_hours_per_day float64	secondary_stove_usage_hours_per_day float64	primary_stove_does_not_suit_cooking_habits bool	primary_stove_is_too_big_for_needs bool	primary_stove_is_too_small_for_needs bool	primary_stove_has_weak_flame bool	primary_stove_causes_lots_of_smoke bool	primary_stove_caused_unintended_fire bool	primary_stove_damaged_home bool	primary_stove_has_broken bool	primary_stove_was_stolen bool	primary_stove_had_other_issue bool	primary_stove_had_no_issues bool	secondary_stove_does_not_suit_cooking_habits float64	secondary_stove_is_too_big_for_needs float64	secondary_stove_is_too_small_for_needs float64	secondary_stove_has_weak_flame float64	secondary_stove_causes_lots_of_smoke float64	secondary_stove_caused_unintended_fire float64	secondary_stove_damaged_home float64	secondary_stove_has_broken float64	secondary_stove_was_stolen float64	secondary_stove_had_other_issue float64	secondary_stove_had_no_issues float64	primary_stove_has_caused_burns_in_past_12_months string	secondary_stove_has_caused_burns_in_past_12_months string	primary_stove_main_fuel string	secondary_stove_main_fuel string	primary_stove_alternative_fuel_sometimes_used string	alternative_fuel_used_owing_to_availability_of_primary_fuel string	alternative_fuel_used_owing_to_cost_of_primary_fuel string	alternative_fuel_used_owing_to_type_of_food_cooked string	alternative_fuel_used_owing_to_other_reason string	firewood_purchased_per_month_kg float64	firewood_expenditure_per_month_local_currency float64	firewood_donated_per_month_kg float64	firewood_collected_per_month_kg float64	charcoal_purchased_per_month_kg float64	charcoal_expenditure_per_month_local_currency float64	charcoal_donated_per_month_kg float64	briquettes_purchased_per_month_kg float64	briquettes_expenditure_per_month_local_currency float64	briquettes_donated_per_month_kg float64	kerosene_purchased_per_month_litres string	kerosene_expenditure_per_month_local_currency string	kerosene_donated_per_month_litres string	ethanol_purchased_per_month_litres string	ethanol_expenditure_per_month_local_currency string	ethanol_donated_per_month_litres string	lpg_purchased_per_month_kg string	lpg_expenditure_per_month_local_currency string	lpg_donated_per_month_kg string	cumulative_time_spend_cooking_for_all_males_14_24_years_hours_per_day float64	cumulative_time_spend_cooking_for_all_females_14_24_years_hours_per_day float64	cumulative_time_spend_cooking_for_all_females_25_64_years_hours_per_day float64	cumulative_time_spend_cooking_for_all_females_64_years_hours_per_day int64	cumulative_time_spend_collecting_or_gathering_fuel_for_all_males_25_64_years_hours_per_week float64	cumulative_time_spend_collecting_or_gathering_fuel_for_all_females_14_24_years_hours_per_week float64	cumulative_time_spend_collecting_or_gathering_fuel_for_all_females_25_64_years_hours_per_week float64	cumulative_time_spend_purchasing_fuel_for_all_females_14_24_years_hours_per_week float64	cumulative_time_spend_purchasing_fuel_for_all_females_25_64_years_hours_per_week int64	cumulative_time_spend_purchasing_fuel_for_all_females_64_years_hours_per_week int64	cumulative_time_spend_preparing_fuel_for_all_males_14_24_years_hours_per_week float64	cumulative_time_spend_preparing_fuel_for_all_males_25_64_years_hours_per_week float64	cumulative_time_spend_preparing_fuel_for_all_females_14_24_years_hours_per_week float64	cumulative_time_spend_preparing_fuel_for_all_females_25_64_years_hours_per_week float64	cumulative_time_spend_preparing_fuel_for_all_females_64_years_hours_per_week float64	household_member_has_experienced_animal_bite_attack_during_fuel_collection_in_past_12_months string	household_member_has_experienced_incident_of_violence_during_fuel_collection_in_past_12_months string	gender_which_experiences_most_frequent_incidents_of_violence_during_fuel_collection string	gender_which_experiences_most_severe_incidents_of_violence_during_fuel_collection string	household_exchanges_sells_non_food_items_for_fuel string	household_skips_meals_when_fuel_is_unavailable bool	household_cooks_food_for_less_time_when_fuel_is_unavailable bool	household_skips_hot_water_preparation_when_fuel_is_unavailable bool	household_reduces_portion_sizes_when_fuel_is_unavailable bool	household_exchanges_food_for_fuel_when_fuel_is_unavailable bool	household_exchanges_non_food_items_for_fuel_when_fuel_is_unavailable bool	household_prepares_fast_cooking_food_when_fuel_is_unavailable bool	household_eats_cold_meals_when_fuel_is_unavailable bool	household_uses_heated_stoves_from_other_households_when_fuel_is_unavailable bool	household_feeds_only_some_household_members_when_fuel_is_unavailable bool	household_uses_other_strategy_when_fuel_is_unavailable bool	household_uses_no_coping_strategies_when_fuel_is_unavailable bool	most_common_coping_strategy_when_fuel_is_unavailable string	important_cookstove_features_rank_1 string	important_cookstove_features_rank_2 string	important_cookstove_features_rank_3 string	important_cookstove_features_rank_4 string	important_cookstove_features_rank_5 string	most_important_energy_needs_to_be_addressed_rank_1 string	most_important_energy_needs_to_be_addressed_rank_2 string	most_important_energy_needs_to_be_addressed_rank_3 string	most_important_energy_needs_to_be_addressed_rank_4 string	most_important_energy_needs_to_be_addressed_rank_5 string	most_important_household_application_of_energy_at_present_rank_1 string	most_important_household_application_of_energy_at_present_rank_2 string	most_important_household_application_of_energy_at_present_rank_3 string	most_important_household_application_of_energy_at_present_rank_4 string	most_important_household_application_of_energy_at_present_rank_5 string	most_important_household_application_of_energy_if_adequate_energy_were_available_rank_1 string	most_important_household_application_of_energy_if_adequate_energy_were_available_rank_2 string	most_important_household_application_of_energy_if_adequate_energy_were_available_rank_3 string	most_important_household_application_of_energy_if_adequate_energy_were_available_rank_4 string	most_important_household_application_of_energy_if_adequate_energy_were_available_rank_5 string	reason_why_electronics_are_important_rank_1 string	reason_why_electronics_are_important_rank_2 string	reason_why_electronics_are_important_rank_3 string	reason_why_electronics_are_important_rank_4 string	reason_why_electronics_are_important_rank_5 string	foodstuffs_or_products_needed_to_keep_cool string	crops_or_foodstuffs_needed_to_keep_cool string	tasks_performed_or_desired_that_require_energy string	heating_water_is_important_for_hygiene bool	heating_water_is_important_for_washing_dishes bool	heating_water_is_important_for_washing_clothes bool	heating_water_is_important_for_other_reason bool	indoor_temperature_is_uncomfortably_cold_during_an_average_temperature_month string	indoor_temperature_is_uncomfortably_cold_during_the_coolest_month string	had_the_resources_to_heat_the_home_in_the_past_12_months string	heats_home_using_small_open_fire bool	heats_home_using_electric_heater bool	heats_home_using_cookstove bool	heats_home_using_charcoal_radiator bool	heats_home_using_other_method bool	does_not_heat_home bool	indoor_temperature_is_uncomfortably_hot_during_an_average_temperature_month string	indoor_temperature_is_uncomfortably_hot_during_the_hottest_month string	had_the_resources_to_cool_the_home_in_the_past_12_months string	cools_home_using_electric_fan bool	cools_home_using_air_cooler bool	cools_home_using_air_conditioner bool	cools_home_using_other_method bool	does_not_cool_home bool	basic_mobile_phones_owned_by_household float64	smartphones_owned_by_household float64	main_phone_recharging_location string	number_of_phone_charges_per_month string	average_cost_per_phone_recharge_local_currency string	public_lighting_situation_in_camp string	location_where_better_lighting_is_required_rank_1 string	location_where_better_lighting_is_required_rank_2 string	location_where_better_lighting_is_required_rank_3 string	location_where_better_lighting_is_required_rank_4 string	location_where_better_lighting_is_required_rank_5 string	public_lighting_situation_in_neighbourhood string	average_hours_of_public_lighting_in_neighbourhood_in_the_four_hours_following_sunset string	current_ownership_of_solar_lantern string	current_ownership_of_shs string	current_ownership_of_grid_connection string	current_ownership_of_improved_cookstove_using_wood_pellets string	current_ownership_of_improved_cookstove_using_charcoal string	current_ownership_of_solar_cooker string	current_ownership_of_biogas_stove string	current_ownership_of_lpg_stove string	current_ownership_of_electric_stove string	esa_source string	esa_processed string
true	true	1	0	1	0	2	0	1	0	Single male	DRC	1,997	FALSE	UNHCR housing (non-tent)	4	Mostly inside camp	false	false	false	false	false	false	true	false	false	No electricity source	No electricity source	null	Not reported	Not reported	Not reported	Not reported	null	null	null	null	null	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	null	null	03-Apr	true	true	true	false	true	false	false	Working at home	Studying/school work	Security and safety	Doing household chores	None given	None given	None given	TRUE	null	null	null	null	null	In a separate building	false	false	false	false	false	true	FALSE	FALSE	null	Mud stove	null	Self-made	null	No response given	null	1	null	Self-Built	null	No response given	null	5	null	true	false	false	false	true	false	true	false	false	false	false	null	null	null	null	null	null	null	null	null	null	null	FALSE	null	Wood	null	FALSE	FALSE	FALSE	FALSE	FALSE	0	0	60	0	0	0	0	0	0	0	No response	No response	No response	No response	No response	No response	No response	No response	No response	0	0	5	0	0	0	0	0	0	0	0	0	0	0	0	No response	No response	Females	Females	FALSE	true	false	false	true	false	false	false	true	false	false	false	false	Skip meals	Easy to handle	Comfortable size	Easy to repair	None given	None given	Households	Health facilities	Schools	Street lighting	Businesses	Mobile phones	None given	None given	None given	None given	Cooking food and making hot drinks	Electric lighting	Mobile phones	Radio or TV	Computer	Studying	Running a business or doing work	Communicating with family and friends	No response	No response	No response	No response	No response	false	false	false	false	Never	Never	No response	false	false	false	false	false	false	Never	Never	No response	false	false	false	false	false	1	1	No response	No response	No response	Excellent	Community space	Health facilities	Schools/training centre	Camp roads	Way to toilet	Schools/training centre	No response	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	HDX	2026-04-08
true	true	2	3	1	0	0	0	1	0	Single male	DRC	1,997	FALSE	UNHCR housing (non-tent)	4	Mostly inside camp	false	false	false	false	false	false	false	false	true	No electricity source	No electricity source	null	Not reported	Not reported	Not reported	Not reported	null	null	null	null	null	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	60	3,000	03-Apr	true	true	true	false	true	false	false	Working at home	Studying/school work	Security and safety	Doing household chores	None given	None given	None given	TRUE	null	null	null	null	null	In a separate building	false	false	false	false	false	true	FALSE	FALSE	null	Mud stove	null	Self-made	null	No response given	null	1	null	Self-Built	null	No response given	null	4	null	true	false	false	false	true	false	true	true	false	false	false	null	null	null	null	null	null	null	null	null	null	null	FALSE	null	Wood	null	FALSE	FALSE	FALSE	FALSE	FALSE	0	0	84	0	0	0	0	0	0	0	No response	No response	No response	No response	No response	No response	No response	No response	No response	4	0	4	0	0	0	0	0	0	0	3	0	0	0	0	No response	No response	Females	Females	FALSE	true	false	false	true	false	false	false	true	false	false	false	false	Skip meals	Fast preparation of food	Comfortable size	Easy to repair	Easy to handle	None given	Households	Health facilities	Schools	Street lighting	Businesses	Mobile phones	None given	None given	None given	None given	Electric lighting	Mobile phones	Radio or TV	Computer	Cooking food and making hot drinks	Studying	Communicating with family and friends	Running a business or doing work	No response	No response	No response	No response	No response	false	false	false	false	Never	Never	No response	false	false	false	false	false	false	Never	Never	No response	false	false	false	false	false	1	1	No response	No response	No response	Excellent	Community space	Health facilities	Schools/training centre	Camp roads	Way to toilet	Camp roads	0	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	HDX	2026-04-08
true	true	0	0	1	0	1	0	1	0	Mixed	DRC	1,997	FALSE	UNHCR housing (non-tent)	3	Mostly inside camp	false	false	false	false	false	true	false	false	false	Rechargeable battery	FALSE	Not clear/unsure	Not reported	Not reported	1000	Not reported	1,500	Cash	4	4	0	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	null	null	>4	false	true	true	false	true	false	false	Doing household chores	Security and safety	Working at home	None given	None given	None given	None given	TRUE	null	null	null	null	null	In house, in a room that is NOT a sleeping area	false	false	false	false	false	true	FALSE	FALSE	null	Portable improved stove	null	Unbranded manufactured or artisanal	null	imbabura y'ibumba	null	1	null	Purchased in full	null	1500	null	3	null	false	false	false	true	true	false	true	false	false	false	false	null	null	null	null	null	null	null	null	null	null	null	FALSE	null	Charcoal	null	FALSE	FALSE	FALSE	FALSE	FALSE	0	0	36	0	50	11,000	0	0	0	0	No response	No response	No response	No response	No response	No response	No response	No response	No response	0	0	3	0	0	0	0	0	3	0	0	0	0	1	0	No response	No response	Females	Females	FALSE	true	false	false	true	true	false	false	false	false	false	false	false	Exchange food items for fuel	Saves fuel	Safe to use	Easy to repair	Less smoke	None given	Households	Health facilities	Street lighting	None given	None given	Mobile phones	Cooking food and making hot drinks	None given	None given	None given	Cooking food and making hot drinks	Electric lighting	Mobile phones	Radio or TV	None given	Accessing information	Communicating with family and friends	No response	No response	No response	No response	No response	No response	false	false	false	false	Never	Less than half the time	Never	false	false	false	false	false	true	Never	Less than half the time	Never	false	false	false	false	false	1	1	No response	No response	No response	No public lighting	Camp roads	Way to toilet	Health facilities	Mosque/church	No response	Schools/training centre	No response	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	HDX	2026-04-08
true	true	2	0	1	0	2	0	1	0	Single female	DRC	1,997	FALSE	UNHCR housing (non-tent)	2	Inside camp only	false	false	false	false	true	false	false	false	false	Solar lantern	FALSE	1	Not reported	Not reported	Not reported	Not reported	0	Do not pay for electricity	2	2	null	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	null	null	01-Feb	false	false	true	false	false	true	false	Moving around easily at night	Security and safety	None given	None given	None given	None given	None given	TRUE	null	null	null	null	null	In a separate building	false	false	false	false	false	true	FALSE	TRUE	Fuel for primary stove unavailable	Mud stove	Three stone fire	Self-made	Self-made	No response given	No response given	1	1	Self-Built	Self-Built	No response given	No response given	5	0	false	false	false	false	true	false	false	false	false	false	false	0	0	0	1	0	0	0	0	0	0	0	FALSE	FALSE	Wood	Wood	FALSE	FALSE	FALSE	FALSE	FALSE	30	5,000	null	72	0	0	0	0	0	0	No response	No response	No response	No response	No response	No response	No response	No response	No response	0	0	6	0	0	0	3	0	3	0	0	0	0	2	0	FALSE	FALSE	Females	Females	FALSE	true	true	true	false	false	false	true	false	true	false	false	false	Skip meals	Safe to use	Fast preparation of food	Easy to repair	None given	None given	Street lighting	Businesses	Health facilities	None given	None given	Cooking food and making hot drinks	None given	None given	None given	None given	Electric lighting	Making things/doing work	Radio or TV	None given	None given	Running a business or doing work	Communicating with family and friends	No response	No response	No response	No response	No response	Doing work ,studing	false	false	false	false	Less than half the time	All the time	Less than half the time we needed it	false	false	false	false	true	false	Less than half the time	All the time	Less than half the time we needed it	false	false	false	false	true	0	0	No response	No response	No response	No public lighting	Community space	Health facilities	Way to toilet	No response	No response	Schools/training centre	No response	Have it now and use it	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	HDX	2026-04-08
true	true	0	0	0	1	0	0	0	0	Single male	DRC	1,996	FALSE	UNHCR housing (non-tent)	2	Mostly inside camp	false	false	false	true	false	false	false	false	false	SHS	TRUE	81	Not reported	Not reported	Not reported	Not reported	4,800	Mobile transfers	12	4	0	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	null	null	03-Apr	false	true	false	false	false	false	false	Doing household chores	None given	None given	None given	None given	None given	None given	No response	No response given	null	null	null	null	No response given	false	false	false	false	false	false	No response	No response	null	null	null	null	null	No response given	No response given	null	null	null	null	No response given	No response given	null	null	false	false	false	false	false	false	false	false	false	false	false	0	0	0	0	0	0	0	0	0	0	0	No response	No response	null	null	No response	No response	No response	No response	No response	null	null	null	null	null	null	null	null	null	null	No response	No response	No response	No response	No response	No response	No response	No response	No response	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	No response	No response	No response	No response	No response	false	false	false	false	false	false	false	false	false	false	false	false	null	None given	None given	None given	None given	None given	None given	None given	None given	None given	None given	None given	None given	None given	None given	None given	None given	None given	None given	None given	None given	No response	No response	No response	No response	No response	No response	No response	No response	false	false	false	false	No response	No response	No response	false	false	false	false	false	false	No response	No response	No response	false	false	false	false	false	null	null	No response	No response	No response	No response	No response	No response	No response	No response	No response	No response	No response	No response	No response	No response	No response	No response	No response	No response	No response	No response	HDX	2026-04-08
true	true	1	2	0	0	0	0	0	0	Single male	DRC	1,997	FALSE	UNHCR housing (non-tent)	1	Mostly inside camp	false	false	false	true	false	false	false	false	false	SHS	FALSE	More than 20 kWh	Not reported	Not reported	Not reported	Not reported	0	Cash	8	4	0	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	true	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	null	null	03-Apr	true	false	true	false	true	true	false	Working at home	Studying/school work	Security and safety	Moving around easily at night	None given	None given	None given	FALSE	Bbox	Pay As You Go	Shop outside the camp	5,700	3	In a separate building	false	false	false	false	false	true	FALSE	TRUE	Fuel for primary stove unavailable	Mud stove	Portable improved stove	Self-made	Unbranded manufactured or artisanal	No response given	imbabura	1	1	Self-Built	Purchased in full	No response given	2000	5	6	false	false	false	true	false	false	false	false	false	false	false	0	0	0	0	0	0	0	1	0	0	0	FALSE	FALSE	Wood	Charcoal	FALSE	FALSE	FALSE	FALSE	FALSE	30	7,000	36	0	50	12,000	36	0	0	0	No response	No response	No response	No response	No response	No response	No response	No response	No response	0	5	0	0	0	0	0	3	0	0	0	0	1	0	0	No response	No response	Females	Females	TRUE	false	false	false	false	true	false	false	false	false	false	false	false	Exchange food items for fuel	Saves fuel	Less smoke	Locally available	Affordable price	None given	Health facilities	Schools	Households	Street lighting	Enterprises	Electric lighting	Mobile phones	Radio or TV	Computer	Cooking food and making hot drinks	Electric lighting	Mobile phones	Computer	Cooking food and making hot drinks	None given	Accessing information	Studying	Communicating with family and friends	Running a business or doing work	No response	No response	No response	No response	false	false	false	false	Never	Never	No response	false	false	false	false	false	false	Never	Never	No response	false	false	false	false	false	1	1	No response	No response	No response	No public lighting	Way to toilet	Camp roads	Health facilities	In market places/shops	No response	Schools/training centre	No response	Never had one	Have it now and use it	Never had one	Never had one	Have it now and use it	Never had one	Never had one	Never had one	Never had one	HDX	2026-04-08
true	true	1	1	0	0	1	1	2	1	Single female	DRC	1,997	FALSE	UNHCR housing (non-tent)	3	Mostly inside camp	false	false	false	false	false	false	false	false	true	No electricity source	No electricity source	null	Not reported	Not reported	Not reported	Not reported	null	null	null	null	null	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	30	1,500	Don't know	false	true	false	false	false	false	false	Doing household chores	None given	None given	None given	None given	None given	None given	TRUE	null	null	null	null	null	In a separate building	false	false	false	false	false	true	FALSE	TRUE	Fuel for primary stove unavailable	Three stone fire	Portable improved stove	Self-made	Unbranded manufactured or artisanal	No response given	Imbabura yibumba	3	0	Self-Built	Purchased in full	No response given	1500	3	0	false	false	false	false	true	false	true	false	false	false	false	0	0	1	1	0	0	0	0	0	0	0	FALSE	FALSE	Wood	Charcoal	FALSE	FALSE	FALSE	FALSE	FALSE	30	4,500	84	0	20	4,000	0	0	0	0	No response	No response	No response	No response	No response	No response	No response	No response	No response	0	0	2	3	0	0	0	0	2	3	0	0	0	6	6	No response	No response	Females	Females	FALSE	false	false	false	false	true	false	false	false	false	false	false	false	Exchange food items for fuel	Comfortable size	Safe to use	Easy to repair	Good taste of food	None given	Households	Street lighting	Health facilities	None given	None given	Mobile phones	Cooking food and making hot drinks	None given	None given	None given	Electric lighting	Mobile phones	Heating water and washing	Radio or TV	None given	Communicating with family and friends	Accessing information	No response	No response	No response	No response	No response	No response	true	false	false	false	Never	Less than half the time	Never	false	false	false	true	false	false	Never	Less than half the time	Never	false	false	false	true	false	1	0	No response	No response	No response	No public lighting	Camp roads	Way to toilet	Health facilities	Schools/training centre	Mosque/church	Schools/training centre	No response	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	HDX	2026-04-08
true	true	0	0	1	0	1	2	1	0	Single female	DRC	1,997	FALSE	UNHCR housing (non-tent)	3	Mostly outside camp	false	false	false	false	false	false	true	false	false	No electricity source	No electricity source	null	Not reported	Not reported	Not reported	Not reported	null	null	null	null	null	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	true	false	false	false	false	false	false	false	4	200	>4	true	true	true	false	true	true	false	Doing household chores	Working at home	Studying/school work	Security and safety	Moving around easily at night	None given	None given	TRUE	null	null	null	null	null	In a separate building	true	false	true	false	false	false	FALSE	TRUE	Fuel for primary stove unavailable	Three stone fire	Portable improved stove	Self-made	Unbranded manufactured or artisanal	No response given	No response given	1	1	Self-Built	Purchased in full	No response given	1000	4	5.5	true	false	true	false	true	false	true	false	false	false	false	0	0	1	0	0	0	0	1	0	0	0	FALSE	FALSE	Wood	Charcoal	FALSE	FALSE	FALSE	FALSE	FALSE	0	0	60	160	30	6,000	0	0	0	0	No response	No response	No response	No response	No response	No response	No response	No response	No response	0	5	5.5	0	1	1.5	0	0.5	1	0	0	0.5	0	1	0	FALSE	FALSE	Females	Females	TRUE	true	false	false	true	false	true	false	true	false	false	false	false	Skip meals	Saves fuel	Less smoke	Easy to handle	Safe to use	Suits our cooking habits	Health facilities	Households	Schools	Camp administration buildings	Street lighting	Mobile phones	Electric lighting	None given	None given	None given	Cooking food and making hot drinks	Electric lighting	Mobile phones	Radio or TV	None given	Accessing information	Studying	Recreation/leisure	Communicating with family and friends	No response	No response	No response	No response	false	false	false	false	Less than half the time	More than half the time	Never	false	false	false	true	false	false	Less than half the time	More than half the time	Never	false	false	false	true	false	1	1	No response	No response	No response	No public lighting	Health facilities	Schools/training centre	Community space	Camp roads	No response	Schools/training centre	No response	Used to have one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	HDX	2026-04-08
true	true	4	0	0	0	2	1	1	0	Single female	DRC	1,996	FALSE	UNHCR housing (non-tent)	4	Mostly inside camp	false	false	false	false	false	false	true	false	false	No electricity source	No electricity source	null	Not reported	Not reported	Not reported	Not reported	null	null	null	null	null	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	null	null	03-Apr	true	true	true	true	true	true	false	Working at home	Doing household chores	Moving around easily at night	Security and safety	Recreation/leisure time	Studying/school work	None given	TRUE	null	null	null	null	null	In a separate building	false	false	false	false	false	true	FALSE	TRUE	Fuel for primary stove unavailable	Mud stove	Portable improved stove	Self-made	Unbranded manufactured or artisanal	No response given	imbabura yibumba	1	1	Self-Built	Purchased in full	No response given	1500	4	5	true	false	false	false	true	false	true	false	false	false	false	1	0	0	1	0	1	0	1	0	0	0	FALSE	FALSE	Wood	Charcoal	FALSE	FALSE	FALSE	FALSE	FALSE	30	5,000	96	20	12	7	0	0	0	0	No response	No response	No response	No response	No response	No response	No response	No response	No response	0	0	5	0	0	0	3	0	1	0	0	0	0	0	0	FALSE	FALSE	Females	Females	TRUE	true	true	false	true	true	false	false	false	false	false	false	false	Cook food for less time	Saves fuel	Fast preparation of food	Less smoke	Good taste of food	None given	Households	Health facilities	Street lighting	None given	None given	Cooking food and making hot drinks	Making things/doing work	Electric lighting	Mobile phones	Radio or TV	Cooking food and making hot drinks	Making things/doing work	Electric lighting	Mobile phones	None given	No response	No response	No response	No response	No response	No response	No response	no	false	false	false	false	Less than half the time	All the time	Never	false	false	false	false	false	true	More than half the time	All the time	Never	false	false	false	false	false	2	0	No response	No response	No response	Excellent	Community space	Way to toilet	Health facilities	No response	No response	Schools/training centre	No response	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	HDX	2026-04-08
true	true	0	0	0	0	1	1	1	0	Single female	DRC	1,997	FALSE	UNHCR housing (non-tent)	3	Mostly inside camp	false	false	false	true	false	false	true	false	false	SHS	TRUE	84	Not reported	Not reported	Not reported	Not reported	5,700	Mobile transfers	12	4	0	true	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	true	false	true	false	false	false	false	false	false	false	false	false	false	null	null	>4	true	true	true	true	false	true	false	Doing household chores	Studying/school work	Security and safety	Recreation/leisure time	Moving around easily at night	None given	None given	TRUE	bboxx	On hire purchase/paying in instalments	Shop inside the camp	190	4	In a separate building	false	false	false	false	false	true	FALSE	TRUE	Fuel for primary stove unavailable	Mud stove	Portable improved stove	Self-made	Unbranded manufactured or artisanal	No response given	portable mud stove	1	1	Self-Built	Purchased in full	No response given	2000	3	2	true	false	true	false	true	false	true	true	false	false	false	1	0	1	1	0	0	1	1	0	0	0	FALSE	FALSE	Wood	Charcoal	FALSE	FALSE	FALSE	FALSE	FALSE	0	0	36	0	50	10,000	0	0	0	0	No response	No response	No response	No response	No response	No response	No response	No response	No response	0	5	5	0	0	0.5	0.5	0	2	0	0	0	3	2.5	0	No response	No response	Females	Females	FALSE	true	true	true	true	false	false	false	true	false	false	false	false	Skip hot water preparation	Comfortable size	Can be used with different pot sizes	Easy to handle	Less smoke	Saves fuel	Health facilities	Schools	Households	Camp administration buildings	Street lighting	Electric lighting	Mobile phones	None given	None given	None given	Electric lighting	Mobile phones	Radio or TV	Cooking food and making hot drinks	None given	Accessing information	Communicating with family and friends	Recreation/leisure	Studying	No response	No response	No response	No response	false	false	false	false	Less than half the time	All the time	Never	false	false	false	true	false	false	Less than half the time	More than half the time	Never	false	false	false	true	false	1	1	No response	No response	No response	No public lighting	Health facilities	Schools/training centre	Camp roads	No response	No response	Schools/training centre	No response	Never had one	Have it now and use it	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	Never had one	HDX	2026-04-08

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RE4R Project Assessment Phase Survey (Households)

Publisher: Practical Action (inactive) · Source: HDX · License: cc-by · Updated: 2023-05-02

Abstract

Household surveys for Gihembe, Kigeme and Nyabiheke refugee camps in Rwanda. The surveys contain information on household demographics, energy use for lighting and cooking, access to electricity technologies, respondent needs and priorities, and other energy-related issues.

Each row in this dataset represents country-level aggregates. Data was last updated on HDX on 2023-05-02. Geographic scope: RWA.

Curated into ML-ready Parquet format by Electric Sheep Africa.

Dataset Characteristics


Domain	Food security and nutrition
Unit of observation	Country-level aggregates
Rows (total)	211
Columns	341 (97 numeric, 119 categorical, 0 datetime)
Train split	168 rows
Test split	42 rows
Geographic scope	RWA
Publisher	Practical Action (inactive)
HDX last updated	2023-05-02

Variables

Geographic — males_0_14_years (range 0.0–6.0), males_15_24_years (range 0.0–4.0), males_25_64_years (range 0.0–6.0), males_65_years (range 0.0–1.0), females_0_14_years (range 0.0–5.0) and 242 others.

Temporal — microfinance_usage_in_past_12_months (FALSE, TRUE, No response), grid_connection_used_in_past_12_months, minigrid_used_in_past_12_months, generator_used_in_past_12_months, shs_used_in_past_12_months and 23 others.

Demographic — doing_household_chores_considered_important_use_of_electric_lighting, kitchen_or_cooking_area_shared_with_other_households, stoves_shared_with_other_households, fuel_shared_with_other_households, food_shared_with_other_households and 10 others.

Identifier / Metadata — working_at_home_considered_important_use_of_electric_lighting, other_reason_considered_important_use_of_electric_lighting, current_ownership_of_grid_connection, esa_source, esa_processed.

Other — participation, consent_given, rooms_in_dwelling (range -1.0–5.0), importance_of_lighting_rank_1, importance_of_lighting_rank_2 and 41 others.

Quick Start

from datasets import load_dataset

ds    = load_dataset("electricsheepafrica/africa-re4r-project-assessment-phase-survey-gihembe-households")
train = ds["train"].to_pandas()
test  = ds["test"].to_pandas()

print(train.shape)
train.head()

Schema

Column	Type	Null %	Range / Sample Values
`participation`	bool	0.0%
`consent_given`	bool	0.0%
`males_0_14_years`	int64	0.0%	0.0 – 6.0 (mean 0.9905)
`males_15_24_years`	int64	0.0%	0.0 – 4.0 (mean 0.7109)
`males_25_64_years`	int64	0.0%	0.0 – 6.0 (mean 0.763)
`males_65_years`	int64	0.0%	0.0 – 1.0 (mean 0.0758)
`females_0_14_years`	int64	0.0%	0.0 – 5.0 (mean 0.7773)
`females_15_24_years`	int64	0.0%	0.0 – 6.0 (mean 0.9005)
`females_25_64_years`	int64	0.0%	0.0 – 4.0 (mean 1.0284)
`females_65_years`	int64	0.0%	0.0 – 1.0 (mean 0.109)
`others_0_14_years`	int64	0.0%	0.0 – 0.0 (mean 0.0)
`others_15_24_years`	int64	0.0%	0.0 – 0.0 (mean 0.0)
`others_25_64_years`	int64	0.0%	0.0 – 0.0 (mean 0.0)
`others_65_years`	int64	0.0%	0.0 – 0.0 (mean 0.0)
`household_type`	object	0.5%	Single female, Single male, Mixed
`country_of_origin`	object	0.0%	DRC, Drc, RDC
`year_of_arrival`	float64	0.5%	1996.0 – 2013.0 (mean 1997.0429)
`microfinance_usage_in_past_12_months`	object	0.0%	FALSE, TRUE, No response
`dwelling_type`	object	0.0%	UNHCR housing (non-tent), UNHCR tent, Mud/wood
`rooms_in_dwelling`	int64	0.0%	-1.0 – 5.0 (mean 2.5972)
`typical_purchasing_location`	object	0.0%	Mostly inside camp, Inside camp only, Mostly outside camp
`grid_connection_used_in_past_12_months`	bool	0.0%
`minigrid_used_in_past_12_months`	bool	0.0%
`generator_used_in_past_12_months`	bool	0.0%
`shs_used_in_past_12_months`	bool	0.0%
`solar_lantern_used_in_past_12_months`	bool	0.0%
`rechargable_battery_used_in_past_12_months`	bool	0.0%
`dry_cell_battery_used_in_past_12_months`	bool	0.0%
`other_source_used_in_past_12_months`	bool	0.0%
`no_electric_power_used_in_past_12_months`	bool	0.0%
`most_used_electricity_source`	object	0.0%	No electricity source, SHS, Solar lantern
`can_charge_phone_using_most_used_electricity_source`	object	0.0%	No electricity source, TRUE, FALSE
`available_storage_capacity_wh`	object	49.3%	84, 1, More than 20 kWh
`reported_price_of_electricty_per_kwh_local_currency`	object	0.0%	Not reported, 0, 100
`reported_price_of_litre_of_fuel_local_currency`	object	0.0%	Not reported, 0
`reported_price_of_battery_charge_local_currency`	object	0.0%
`reported_price_of_other_electricity_source_local_currency`	object	0.0%
`monthly_spend_on_primary_electricity_source_local_currency`	float64	49.3%	0.0 – 11500.0 (mean 2599.1402)
`method_of_paying_for_electricity`	object	49.3%
`hours_of_electricity_per_day`	float64	49.8%	2.0 – 24.0 (mean 8.3868)
`hours_of_electricity_per_day_in_four_hours_after_sunset`	float64	49.8%	0.0 – 4.0 (mean 3.6321)
`number_of_unpredictable_interruptions_per_week`	float64	65.9%	0.0 – 5.0 (mean 0.6944)
`radio_typically_used`	bool	0.0%
`phone_charger_typically_used`	bool	0.0%
`black_and_white_tv_typically_used`	bool	0.0%
`colour_tv_typically_used`	bool	0.0%
`electric_fan_typically_used`	bool	0.0%
`computer_typically_used`	bool	0.0%
`printer_typically_used`	bool	0.0%
`electric_food_processor_typically_used`	bool	0.0%
`rice_cooker_typically_used`	bool	0.0%
`washing_machine_typically_used`	bool	0.0%
`water_pump_typically_used`	bool	0.0%
`refrigerator_typically_used`	bool	0.0%
`freezer_typically_used`	bool	0.0%
`electric_iron_typically_used`	bool	0.0%
`electric_hair_drier_typically_used`	bool	0.0%
`microwave_typically_used`	bool	0.0%
`electric_toaster_typically_used`	bool	0.0%
`water_heater_typically_used`	bool	0.0%
`air_cooler_typically_used`	bool	0.0%
`air_conditioner_typically_used`	bool	0.0%
`electric_space_heater_typically_used`	bool	0.0%
`electric_cooking_system_typically_used`	bool	0.0%
`dishwasher_typically_used`	bool	0.0%
`lighting_desired_if_electricity_were_adequate`	bool	0.0%
`radio_desired_if_electricity_were_adequate`	bool	0.0%
`phone_desired_if_electricity_were_adequate`	bool	0.0%
`black_and_white_tv_desired_if_electricity_were_adequate`	bool	0.0%
`colour_tv_desired_if_electricity_were_adequate`	bool	0.0%
`electric_fan_desired_if_electricity_were_adequate`	bool	0.0%
`computer_desired_if_electricity_were_adequate`	bool	0.0%
`printer_desired_if_electricity_were_adequate`	bool	0.0%
`electric_food_processor_desired_if_electricity_were_adequate`	bool	0.0%
`rice_cooker_desired_if_electricity_were_adequate`	bool	0.0%
`washing_machine_desired_if_electricity_were_adequate`	bool	0.0%
`water_pump_desired_if_electricity_were_adequate`	bool	0.0%
`refrigerator_desired_if_electricity_were_adequate`	bool	0.0%
`freezer_desired_if_electricity_were_adequate`	bool	0.0%
`electric_iron_desired_if_electricity_were_adequate`	bool	0.0%
`electric_hair_drier_desired_if_electricity_were_adequate`	bool	0.0%
`microwave_desired_if_electricity_were_adequate`	bool	0.0%
`electric_toaster_desired_if_electricity_were_adequate`	bool	0.0%
`water_heater_desired_if_electricity_were_adequate`	bool	0.0%
`air_cooler_desired_if_electricity_were_adequate`	bool	0.0%
`air_conditioner_desired_if_electricity_were_adequate`	bool	0.0%
`electric_space_heater_desired_if_electricity_were_adequate`	bool	0.0%
`electric_cooking_system_desired_if_electricity_were_adequate`	bool	0.0%
`dishwasher_desired_if_electricity_were_adequate`	bool	0.0%
`indirect_lighting_typically_used`	bool	0.0%
`solar_portable_light_typically_used`	bool	0.0%
`shs_typically_used`	bool	0.0%
`battery_powered_torch_or_lantern_non_rechargeable_typically_used`	bool	0.0%
`battery_powered_torch_or_lantern_rechargeable_typically_used`	bool	0.0%
`mobile_phone_typically_used`	bool	0.0%
`kerosene_or_gas_lantern_typically_used`	bool	0.0%
`ethanol_lantern_typically_used`	bool	0.0%
`candles_typically_used`	bool	0.0%
`firewood_typically_used`	bool	0.0%
`disposable_lantern_typically_used`	bool	0.0%
`electricity_from_own_generator_mini_grid_connection_typically_used`	bool	0.0%
`electricity_from_connection_up_to_other_households_typically_used`	bool	0.0%
`electricity_from_car_or_motorcycle_battery_typically_used`	bool	0.0%
`other_lighting_source_typically_used`	bool	0.0%
`no_lighting_at_home_typically_used`	bool	0.0%
`candles_usage_per_month`	float64	65.9%	1.0 – 90.0 (mean 33.0972)
`candles_expenditure_local_currency_per_month`	float64	65.9%	50.0 – 13500.0 (mean 1802.7778)
`hours_of_lighting_after_dark_per_day`	object	0.0%
`studying_school_work_considered_important_use_of_electric_lighting`	bool	0.0%
`doing_household_chores_considered_important_use_of_electric_lighting`	bool	0.0%
`security_and_safety_considered_important_use_of_electric_lighting`	bool	0.0%
`recreation_leisure_time_considered_important_use_of_electric_lighting`	bool	0.0%
`working_at_home_considered_important_use_of_electric_lighting`	bool	0.0%
`moving_around_easily_at_night_considered_important_use_of_electric_lighting`	bool	0.0%
`other_reason_considered_important_use_of_electric_lighting`	bool	0.0%
`importance_of_lighting_rank_1`	object	0.0%
`importance_of_lighting_rank_2`	object	0.0%
`importance_of_lighting_rank_3`	object	0.0%
`importance_of_lighting_rank_4`	object	0.0%
`importance_of_lighting_rank_5`	object	0.0%
`importance_of_lighting_rank_6`	object	0.0%
`importance_of_lighting_rank_7`	object	0.0%
`bright_lighting_required_for_work_or_study`	object	0.0%
`shs_manufacturer`	object	69.7%
`ownership_of_shs`	object	71.6%
`how_shs_was_obtained`	object	71.6%
`shs_monthly_installments_local_currency`	float64	77.7%
`shs_bulbs`	float64	71.6%
`cooking_location`	object	0.0%
`kitchen_or_cooking_area_shared_with_other_households`	bool	0.0%
`stoves_shared_with_other_households`	bool	0.0%
`fuel_shared_with_other_households`	bool	0.0%
`food_shared_with_other_households`	bool	0.0%
`other_resource_shared_with_other_households`	bool	0.0%
`no_resources_shared_with_other_households`	bool	0.0%
`kitchen_has_chimney_hood_or_other_exhaust_system`	object	0.0%
`secondary_stove_used_in_past_12_months`	object	0.0%
`main_reason_for_using_secondary_stove`	object	57.3%
`primary_stove_type`	object	0.9%
`secondary_stove_type`	object	57.3%
`primary_stove_manufacture_method`	object	0.9%
`secondary_stove_manufacture_method`	object	57.3%
`primary_cookstove_local_name`	object	0.5%
`secondary_cookstove_local_name`	object	56.4%
`primary_stove_working_burners`	float64	0.9%
`secondary_stove_working_burners`	float64	57.3%
`how_primary_cookstove_was_obtained`	object	0.9%
`how_secondary_cookstove_was_obtained`	object	57.3%
`primary_cookstove_price_paid_total_local_currency`	object	0.0%
`secondary_cookstove_price_paid_total_local_currency`	object	56.4%
`primary_stove_usage_hours_per_day`	float64	0.9%
`secondary_stove_usage_hours_per_day`	float64	58.3%
`primary_stove_does_not_suit_cooking_habits`	bool	0.0%
`primary_stove_is_too_big_for_needs`	bool	0.0%
`primary_stove_is_too_small_for_needs`	bool	0.0%
`primary_stove_has_weak_flame`	bool	0.0%
`primary_stove_causes_lots_of_smoke`	bool	0.0%
`primary_stove_caused_unintended_fire`	bool	0.0%
`primary_stove_damaged_home`	bool	0.0%
`primary_stove_has_broken`	bool	0.0%
`primary_stove_was_stolen`	bool	0.0%
`primary_stove_had_other_issue`	bool	0.0%
`primary_stove_had_no_issues`	bool	0.0%
`secondary_stove_does_not_suit_cooking_habits`	float64	56.4%
`secondary_stove_is_too_big_for_needs`	float64	56.4%
`secondary_stove_is_too_small_for_needs`	float64	56.4%
`secondary_stove_has_weak_flame`	float64	56.4%
`secondary_stove_causes_lots_of_smoke`	float64	56.4%
`secondary_stove_caused_unintended_fire`	float64	56.4%
`secondary_stove_damaged_home`	float64	56.4%
`secondary_stove_has_broken`	float64	56.4%
`secondary_stove_was_stolen`	float64	56.4%
`secondary_stove_had_other_issue`	float64	56.4%
`secondary_stove_had_no_issues`	float64	56.4%
`primary_stove_has_caused_burns_in_past_12_months`	object	0.0%
`secondary_stove_has_caused_burns_in_past_12_months`	object	56.4%
`primary_stove_main_fuel`	object	0.9%
`secondary_stove_main_fuel`	object	57.3%
`primary_stove_alternative_fuel_sometimes_used`	object	0.0%
`alternative_fuel_used_owing_to_availability_of_primary_fuel`	object	0.0%
`alternative_fuel_used_owing_to_cost_of_primary_fuel`	object	0.0%
`alternative_fuel_used_owing_to_type_of_food_cooked`	object	0.0%
`alternative_fuel_used_owing_to_other_reason`	object	0.0%
`firewood_purchased_per_month_kg`	float64	0.9%
`firewood_expenditure_per_month_local_currency`	float64	0.9%
`firewood_donated_per_month_kg`	float64	1.4%
`firewood_collected_per_month_kg`	float64	9.5%
`charcoal_purchased_per_month_kg`	float64	1.4%
`charcoal_expenditure_per_month_local_currency`	float64	1.4%
`charcoal_donated_per_month_kg`	float64	3.8%
`briquettes_purchased_per_month_kg`	float64	4.3%
`briquettes_expenditure_per_month_local_currency`	float64	4.3%
`briquettes_donated_per_month_kg`	float64	4.7%
`kerosene_purchased_per_month_litres`	object	0.0%
`kerosene_expenditure_per_month_local_currency`	object	0.0%
`kerosene_donated_per_month_litres`	object	0.0%
`ethanol_purchased_per_month_litres`	object	0.0%
`ethanol_expenditure_per_month_local_currency`	object	0.0%
`ethanol_donated_per_month_litres`	object	0.0%
`lpg_purchased_per_month_kg`	object	0.0%
`lpg_expenditure_per_month_local_currency`	object	0.0%
`lpg_donated_per_month_kg`	object	0.0%
`cumulative_time_spend_cooking_for_all_males_0_14_years_hours_per_day`	float64	0.0%
`cumulative_time_spend_cooking_for_all_males_14_24_years_hours_per_day`	float64	0.0%
`cumulative_time_spend_cooking_for_all_males_25_64_years_hours_per_day`	int64	0.0%
`cumulative_time_spend_cooking_for_all_males_64_years_hours_per_day`	int64	0.0%
`cumulative_time_spend_cooking_for_all_females_0_14_years_hours_per_day`	int64	0.0%
`cumulative_time_spend_cooking_for_all_females_14_24_years_hours_per_day`	float64	0.0%
`cumulative_time_spend_cooking_for_all_females_25_64_years_hours_per_day`	float64	0.0%
`cumulative_time_spend_cooking_for_all_females_64_years_hours_per_day`	int64	0.0%
`cumulative_time_spend_cooking_for_all_others_0_14_years_hours_per_day`	int64	0.0%
`cumulative_time_spend_cooking_for_all_others_14_24_years_hours_per_day`	int64	0.0%
`cumulative_time_spend_cooking_for_all_others_25_64_years_hours_per_day`	int64	0.0%
`cumulative_time_spend_cooking_for_all_others_64_years_hours_per_day`	int64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_males_0_14_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_males_14_24_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_males_25_64_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_males_64_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_females_0_14_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_females_14_24_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_females_25_64_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_females_64_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_others_0_14_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_others_14_24_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_others_25_64_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_collecting_or_gathering_fuel_for_all_others_64_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_males_0_14_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_males_14_24_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_males_25_64_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_males_64_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_females_0_14_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_females_14_24_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_females_25_64_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_females_64_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_others_0_14_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_others_14_24_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_others_25_64_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_purchasing_fuel_for_all_others_64_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_males_0_14_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_males_14_24_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_males_25_64_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_males_64_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_females_0_14_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_females_14_24_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_females_25_64_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_females_64_years_hours_per_week`	float64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_others_0_14_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_others_14_24_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_others_25_64_years_hours_per_week`	int64	0.0%
`cumulative_time_spend_preparing_fuel_for_all_others_64_years_hours_per_week`	int64	0.0%
`household_member_has_experienced_animal_bite_attack_during_fuel_collection_in_past_12_months`	object	0.0%
`household_member_has_experienced_incident_of_violence_during_fuel_collection_in_past_12_months`	object	0.0%
`gender_which_experiences_most_frequent_incidents_of_violence_during_fuel_collection`	object	0.0%
`gender_which_experiences_most_severe_incidents_of_violence_during_fuel_collection`	object	0.0%
`household_exchanges_sells_non_food_items_for_fuel`	object	0.0%
`household_skips_meals_when_fuel_is_unavailable`	bool	0.0%
`household_cooks_food_for_less_time_when_fuel_is_unavailable`	bool	0.0%
`household_skips_hot_water_preparation_when_fuel_is_unavailable`	bool	0.0%
`household_reduces_portion_sizes_when_fuel_is_unavailable`	bool	0.0%
`household_exchanges_food_for_fuel_when_fuel_is_unavailable`	bool	0.0%
`household_exchanges_non_food_items_for_fuel_when_fuel_is_unavailable`	bool	0.0%
`household_prepares_fast_cooking_food_when_fuel_is_unavailable`	bool	0.0%
`household_eats_cold_meals_when_fuel_is_unavailable`	bool	0.0%
`household_uses_heated_stoves_from_other_households_when_fuel_is_unavailable`	bool	0.0%
`household_feeds_only_some_household_members_when_fuel_is_unavailable`	bool	0.0%
`household_uses_other_strategy_when_fuel_is_unavailable`	bool	0.0%
`household_uses_no_coping_strategies_when_fuel_is_unavailable`	bool	0.0%
`most_common_coping_strategy_when_fuel_is_unavailable`	object	3.8%
`important_cookstove_features_rank_1`	object	0.0%
`important_cookstove_features_rank_2`	object	0.0%
`important_cookstove_features_rank_3`	object	0.0%
`important_cookstove_features_rank_4`	object	0.0%
`important_cookstove_features_rank_5`	object	0.0%
`most_important_energy_needs_to_be_addressed_rank_1`	object	0.0%
`most_important_energy_needs_to_be_addressed_rank_2`	object	0.0%
`most_important_energy_needs_to_be_addressed_rank_3`	object	0.0%
`most_important_energy_needs_to_be_addressed_rank_4`	object	0.0%
`most_important_energy_needs_to_be_addressed_rank_5`	object	0.0%
`most_important_household_application_of_energy_at_present_rank_1`	object	0.0%
`most_important_household_application_of_energy_at_present_rank_2`	object	0.0%
`most_important_household_application_of_energy_at_present_rank_3`	object	0.0%
`most_important_household_application_of_energy_at_present_rank_4`	object	0.0%
`most_important_household_application_of_energy_at_present_rank_5`	object	0.0%
`most_important_household_application_of_energy_if_adequate_energy_were_available_rank_1`	object	0.0%
`most_important_household_application_of_energy_if_adequate_energy_were_available_rank_2`	object	0.0%
`most_important_household_application_of_energy_if_adequate_energy_were_available_rank_3`	object	0.0%
`most_important_household_application_of_energy_if_adequate_energy_were_available_rank_4`	object	0.0%
`most_important_household_application_of_energy_if_adequate_energy_were_available_rank_5`	object	0.0%
`reason_why_electronics_are_important_rank_1`	object	0.0%
`reason_why_electronics_are_important_rank_2`	object	0.0%
`reason_why_electronics_are_important_rank_3`	object	0.0%
`reason_why_electronics_are_important_rank_4`	object	0.0%
`reason_why_electronics_are_important_rank_5`	object	0.0%
`foodstuffs_or_products_needed_to_keep_cool`	object	0.0%
`crops_or_foodstuffs_needed_to_keep_cool`	object	0.0%
`tasks_performed_or_desired_that_require_energy`	object	0.5%
`heating_water_is_important_for_hygiene`	bool	0.0%
`heating_water_is_important_for_washing_dishes`	bool	0.0%
`heating_water_is_important_for_washing_clothes`	bool	0.0%
`heating_water_is_important_for_other_reason`	bool	0.0%
`indoor_temperature_is_uncomfortably_cold_during_an_average_temperature_month`	object	0.0%
`indoor_temperature_is_uncomfortably_cold_during_the_coolest_month`	object	0.0%
`had_the_resources_to_heat_the_home_in_the_past_12_months`	object	0.0%
`heats_home_using_small_open_fire`	bool	0.0%
`heats_home_using_electric_heater`	bool	0.0%
`heats_home_using_cookstove`	bool	0.0%
`heats_home_using_charcoal_radiator`	bool	0.0%
`heats_home_using_other_method`	bool	0.0%
`does_not_heat_home`	bool	0.0%
`indoor_temperature_is_uncomfortably_hot_during_an_average_temperature_month`	object	0.0%
`indoor_temperature_is_uncomfortably_hot_during_the_hottest_month`	object	0.0%
`had_the_resources_to_cool_the_home_in_the_past_12_months`	object	0.0%
`cools_home_using_electric_fan`	bool	0.0%
`cools_home_using_air_cooler`	bool	0.0%
`cools_home_using_air_conditioner`	bool	0.0%
`cools_home_using_other_method`	bool	0.0%
`does_not_cool_home`	bool	0.0%
`basic_mobile_phones_owned_by_household`	float64	1.4%
`smartphones_owned_by_household`	float64	2.8%
`main_phone_recharging_location`	object	0.0%
`number_of_phone_charges_per_month`	object	0.0%
`average_cost_per_phone_recharge_local_currency`	object	0.0%
`public_lighting_situation_in_camp`	object	0.0%
`location_where_better_lighting_is_required_rank_1`	object	0.0%
`location_where_better_lighting_is_required_rank_2`	object	0.0%
`location_where_better_lighting_is_required_rank_3`	object	0.0%
`location_where_better_lighting_is_required_rank_4`	object	0.0%
`location_where_better_lighting_is_required_rank_5`	object	0.0%
`public_lighting_situation_in_neighbourhood`	object	0.0%
`average_hours_of_public_lighting_in_neighbourhood_in_the_four_hours_following_sunset`	object	0.0%
`current_ownership_of_solar_lantern`	object	0.0%
`current_ownership_of_shs`	object	0.0%
`current_ownership_of_grid_connection`	object	0.0%
`current_ownership_of_improved_cookstove_using_wood_pellets`	object	0.0%
`current_ownership_of_improved_cookstove_using_charcoal`	object	0.0%
`current_ownership_of_solar_cooker`	object	0.0%
`current_ownership_of_biogas_stove`	object	0.0%
`current_ownership_of_lpg_stove`	object	0.0%
`current_ownership_of_electric_stove`	object	0.0%
`esa_source`	object	0.0%
`esa_processed`	object	0.0%

Numeric Summary

Column	Min	Max	Mean	Median
`males_0_14_years`	0.0	6.0	0.9905	1.0
`males_15_24_years`	0.0	4.0	0.7109	0.0
`males_25_64_years`	0.0	6.0	0.763	1.0
`males_65_years`	0.0	1.0	0.0758	0.0
`females_0_14_years`	0.0	5.0	0.7773	0.0
`females_15_24_years`	0.0	6.0	0.9005	1.0
`females_25_64_years`	0.0	4.0	1.0284	1.0
`females_65_years`	0.0	1.0	0.109	0.0
`others_0_14_years`	0.0	0.0	0.0	0.0
`others_15_24_years`	0.0	0.0	0.0	0.0
`others_25_64_years`	0.0	0.0	0.0	0.0
`others_65_years`	0.0	0.0	0.0	0.0
`year_of_arrival`	1996.0	2013.0	1997.0429	1997.0
`rooms_in_dwelling`	-1.0	5.0	2.5972	3.0
`monthly_spend_on_primary_electricity_source_local_currency`	0.0	11500.0	2599.1402	1500.0

Curation

Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (N/A, null, none, -, unknown, no data, #N/A) were unified to NaN. 61 column(s) with >80% missing values were removed: minigrid_power_source, available_power_capacity_kw, total_duration_of_outages_per_day, kerosene_consumption_litres_per_month, kerosene_expenditure_local_currency_per_month, ethanol_consumption_litres_per_month.... 31 column(s) were cast from string to numeric or datetime based on parse-success rate (>85% threshold). The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.

Limitations

Data originates from Practical Action (inactive) and has not been independently validated by ESA.
Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
The following columns have >20% missing values and should be treated with caution in modelling: available_storage_capacity_wh, monthly_spend_on_primary_electricity_source_local_currency, method_of_paying_for_electricity, hours_of_electricity_per_day, hours_of_electricity_per_day_in_four_hours_after_sunset, number_of_unpredictable_interruptions_per_week, candles_usage_per_month, candles_expenditure_local_currency_per_month....
Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.

Citation

@dataset{hdx_africa_re4r_project_assessment_phase_survey_gihembe_households,
  title     = {RE4R Project Assessment Phase Survey (Households)},
  author    = {Practical Action (inactive)},
  year      = {2023},
  url       = {https://data.humdata.org/dataset/re4r-project-assessment-phase-survey-gihembe-households},
  note      = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}

Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.

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