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electricsheepafrica/africa-sudan-sudan-socio-economic-impacts-of-internal-displacement-be461e33

Sudan: Socio Economic Impacts of Internal Displacement | Africa (Sudan official open data) 11,985 rows - 1 Africa country - 2019 - Repackaged by Electric Sheep Africa TL;DR This dataset packages one official XLSX resource from Sudan as ML-ready Parquet. The source file is the provenance boundary; all usable indicators or tabular columns from the resource stay together in this repo. About the source Source: Sudan: Socio Economic Impacts of… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sudan-sudan-socio-economic-impacts-of-internal-displacement-be461e33.

sourceHugging Facecc-by-4.0updated 1mo agoView on Hugging Face
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Dataset Card

Sudan: Socio Economic Impacts of Internal Displacement | Africa (Sudan official open data)

11,985 rows - 1 Africa country - 2019 - Repackaged by Electric Sheep Africa

rows countries years indicators license

TL;DR

This dataset packages one official XLSX resource from Sudan as ML-ready Parquet. The source file is the provenance boundary; all usable indicators or tabular columns from the resource stay together in this repo.

About the source

Geographic coverage

1 Africa country:

CountryRowsFirst yearLast yearName
SDN11,98520192019Sudan

Indicators or Resource Contents

  • —This source file is packaged as a normalized tabular resource.

Schema

ColumnTypeDescriptionExample
source_record_idstringStable row identifier for tabular resources.3718c290-ab89-456e-a444-e1617d8c578d:main:0
country_iso3categoryISO3 country code.SDN
country_namecategoryCountry name.Sudan
source_sheetstringWorkbook sheet name, when the source is a spreadsheet.Main
yearInt64Observation year.2019
case_idstringSource column.R1_00001
periodstringSource column.august
statestringSource column.Kassala
locality_001stringSource column.Rural Kassala
city_settlementstringSource column.كسلا
location_typestringSource column.Peri-urban (Suburban areas adjacent to urban centers, often zones of tra
site_typestringSource column.Formal Camp
site_managementstringSource column.Government
knowledgeablestringSource column.Yes
agefloat64Source column.30.0
age_categoriesstringSource column.25-59
genderstringSource column.Female
what_is_the_main_language_youstringSource column.``
what_is_the_main_language_you_arabicfloat64Source column.``
what_is_the_main_language_you_englishfloat64Source column.``
what_is_the_main_language_you_otherfloat64Source column.``
what_is_the_main_language_you_specifystringSource column.Arabic
born_in_sudanstringSource column.Yes
originally_countrystringSource column.``
left_homestringSource column.Yes
idp_statusstringSource column.IDP
year_of_displacementfloat64Source column.2023.0
original_statestringSource column.Khartoum
previous_location_typestringSource column.Urban (City or Town)
main_reason_leavestringSource column.Conflict, Violence, or insecurity
secondary_reasons_leavestringSource column.Yes, conflict, violence and/or insecurity
secondary_reasons_leave_disastersfloat64Source column.0.0
secondary_reasons_leave_conflictfloat64Source column.1.0
secondary_reasons_leave_livelihoodsfloat64Source column.0.0
secondary_reasons_leave_land_accessfloat64Source column.0.0
secondary_reasons_leave_services_accessfloat64Source column.0.0
secondary_reasons_leave_food_insecurityfloat64Source column.0.0
secondary_reasons_leave_water_scarcityfloat64Source column.0.0
secondary_reasons_leave_environmental_factorsfloat64Source column.0.0
secondary_reasons_leave_nonefloat64Source column.0.0
secondary_reasons_leave_prefer_not_to_answerfloat64Source column.0.0
duration_current_sitestringSource column.1-2 years
forced_movesstringSource column.Yes
forced_moves_countstringSource column.2 times
forced_moves_reasonsstringSource column.I continued to be at risk of violence and insecurity in the place where
forced_moves_reasons_disasters_riskfloat64Source column.0.0
forced_moves_reasons_violence_insecurityfloat64Source column.1.0
forced_moves_reasons_affordabilityfloat64Source column.0.0
forced_moves_reasons_evictionfloat64Source column.0.0
forced_moves_reasons_no_livelihoodfloat64Source column.0.0
forced_moves_reasons_otherfloat64Source column.0.0
forced_moves_reasons_prefer_not_to_answerfloat64Source column.0.0
hosting_host_confirmationstringSource column.``
hosting_statusstringSource column.``
current_hostingstringSource column.``
hosting_start_yearfloat64Source column.``
meet_hosted_idpsstringSource column.``
education_levelstringSource column.Tertiary
live_with_othersstringSource column.Yes
children_living_homestringSource column.Yes
num_children_0_5float64Source column.1.0
num_children_6_14float64Source column.2.0
num_children_15_17float64Source column.2.0
num_adults_18_64float64Source column.2.0
elderly_living_homestringSource column.No
num_elderly_65_overfloat64Source column.0.0
disability_hhstringSource column.No
disability_hh_headstringSource column.No
difficulty_seeing_mestringSource column.No difficulty
difficulty_seeing_otherstringSource column.No difficulty
difficulty_hearing_mestringSource column.No difficulty
difficulty_hearing_otherstringSource column.No difficulty
difficulty_walking_mestringSource column.No difficulty
difficulty_walking_otherstringSource column.No difficulty
difficulty_remembering_mestringSource column.No difficulty
difficulty_remembering_otherstringSource column.No difficulty
difficulty_selfcare_mestringSource column.No difficulty
difficulty_selfcare_otherstringSource column.No difficulty
difficulty_communicating_mestringSource column.No difficulty
difficulty_communicating_otherstringSource column.No difficulty
housing_pre_idpstringSource column.Own your home
documentation_pre_idpstringSource column.Yes, written documentation
rent_pre_idpfloat64Source column.``
home_value_pre_idpfloat64Source column.25000000.0
housing_now_idpstringSource column.Live in a collective shelter, formal settlement or camp set up by author
documentation_now_idpstringSource column.``
rent_now_idpfloat64Source column.``
home_value_now_idpfloat64Source column.``
housing_satisfaction_idpstringSource column.Much less satisfied
reasons_less_satisfied_idpstringSource column.Less privacy Less protection against rain, cold or heat More crowded Les
reasons_less_satisfied_idp_less_security_tenurefloat64Source column.0.0
reasons_less_satisfied_idp_more_expensivefloat64Source column.0.0
reasons_less_satisfied_idp_less_physical_securityfloat64Source column.0.0
reasons_less_satisfied_idp_less_privacyfloat64Source column.1.0
reasons_less_satisfied_idp_less_protectionfloat64Source column.1.0
reasons_less_satisfied_idp_more_crowdedfloat64Source column.1.0
reasons_less_satisfied_idp_less_access_servicesfloat64Source column.1.0
reasons_less_satisfied_idp_less_access_facilitiesfloat64Source column.1.0
reasons_less_satisfied_idp_poorer_sanitary_conditionsfloat64Source column.1.0
reasons_less_satisfied_idp_less_accessiblefloat64Source column.1.0
reasons_less_satisfied_idp_more_exposed_hazardsfloat64Source column.1.0
reasons_less_satisfied_idp_less_cultural_appropriatenessfloat64Source column.1.0
reasons_less_satisfied_idp_otherfloat64Source column.0.0
reasons_less_satisfied_idp_prefer_not_to_answerfloat64Source column.0.0
overcrowding_idpstringSource column.2 households in 1 room (less than 5)
reasons_more_satisfied_idpstringSource column.``
reasons_more_satisfied_idp_improved_security_tenurefloat64Source column.``
reasons_more_satisfied_idp_more_affordablefloat64Source column.``
reasons_more_satisfied_idp_improved_physical_securityfloat64Source column.``
reasons_more_satisfied_idp_more_privacyfloat64Source column.``
reasons_more_satisfied_idp_better_protectionfloat64Source column.``
reasons_more_satisfied_idp_less_crowdedfloat64Source column.``
reasons_more_satisfied_idp_improved_access_servicesfloat64Source column.``
reasons_more_satisfied_idp_improved_access_facilitiesfloat64Source column.``
reasons_more_satisfied_idp_cleaner_sanitary_conditionsfloat64Source column.``
reasons_more_satisfied_idp_more_accessiblefloat64Source column.``
reasons_more_satisfied_idp_less_exposed_hazardsfloat64Source column.``
reasons_more_satisfied_idp_more_cultural_appropriatenessfloat64Source column.``
reasons_more_satisfied_idp_otherfloat64Source column.``
reasons_more_satisfied_idp_prefer_not_to_answerfloat64Source column.``
nfi_distribution_idpstringSource column.Yes
nfi_access_difficulties_idpstringSource column.Yes
nfi_difficulty_reasons_idpstringSource column.Institutional barriers (unequal access)
nfi_difficulty_reasons_idp_environmental_barriersfloat64Source column.0.0
nfi_difficulty_reasons_idp_communication_barrierfloat64Source column.0.0
nfi_difficulty_reasons_idp_institutional_barriersfloat64Source column.1.0
nfi_difficulty_reasons_idp_attitudinal_barriersfloat64Source column.0.0
nfi_difficulty_reasons_idp_lack_of_identificationfloat64Source column.0.0
nfi_difficulty_reasons_idp_safety_security_accessfloat64Source column.0.0
nfi_difficulty_reasons_idp_safety_security_within_sitefloat64Source column.0.0
nfi_difficulty_reasons_idp_costfloat64Source column.0.0
nfi_difficulty_reasons_idp_prefer_not_to_answerfloat64Source column.0.0
urgent_nfi_need_idpstringSource column.Yes
urgent_nfi_items_idpstringSource column.General Household Support Items, such as cooking sets, blankets, jerryca
urgent_nfi_items_idp_household_support_itemsfloat64Source column.1.0
urgent_nfi_items_idp_shelter_construction_itemsfloat64Source column.0.0
urgent_nfi_items_idp_prefer_not_to_answerfloat64Source column.0.0
energy_cooking_idpstringSource column.Charcoal
energy_lighting_idpstringSource column.Electricity (grid-connected)
energy_charging_idpstringSource column.Electricity (grid-connected)
energy_challenges_idpstringSource column.Insufficient supply or availability
energy_challenges_idp_insufficient_supplyfloat64Source column.1.0
energy_challenges_idp_high_costfloat64Source column.0.0
energy_challenges_idp_safety_concernsfloat64Source column.0.0
energy_challenges_idp_environmental_concernsfloat64Source column.0.0
energy_challenges_idp_noise_pollutionfloat64Source column.0.0
energy_challenges_idp_distance_to_chargingfloat64Source column.0.0
energy_challenges_idp_fear_of_attackfloat64Source column.0.0
energy_challenges_idp_otherfloat64Source column.0.0
energy_challenges_idp_nonefloat64Source column.0.0
energy_challenges_idp_prefer_not_to_answerfloat64Source column.0.0
latrines_availability_idpstringSource column.No
latrines_type_idpstringSource column.``
communal_latrines_issues_idpstringSource column.``
communal_latrines_issues_idp_not_enough_toilets_for_menfloat64Source column.``
communal_latrines_issues_idp_not_enough_toilets_for_womefloat64Source column.``
communal_latrines_issues_idp_not_physically_accessible_ffloat64Source column.``
communal_latrines_issues_idp_logistical_constraints_no_tfloat64Source column.``
communal_latrines_issues_idp_safety_constraints_restrictfloat64Source column.``
communal_latrines_issues_idp_lack_of_money_or_resourcesfloat64Source column.``
communal_latrines_issues_idp_not_enough_places_to_wash_ofloat64Source column.``
communal_latrines_issues_idp_no_regular_rubbish_collectifloat64Source column.``
communal_latrines_issues_idp_latrine_collapsefloat64Source column.``
communal_latrines_issues_idp_lack_of_hand_washingfloat64Source column.``
communal_latrines_issues_idp_desludging_services_stoppedfloat64Source column.``
communal_latrines_issues_idp_sewage_system_damagedfloat64Source column.``
communal_latrines_issues_idp_otherfloat64Source column.``
communal_latrines_issues_idp_don_t_knowfloat64Source column.``
communal_latrines_issues_idp_prefer_not_to_answerfloat64Source column.``
bathing_idpstringSource column.Bathing/shower rooms within the site
hand_wash_barriers_idpstringSource column.Yes
hand_washing_idpstringSource column.``
handwash_barriers_idpstringSource column.No handwashing stations
handwash_barriers_idp_no_handwashing_stationsfloat64Source column.1.0
handwash_barriers_idp_exist_but_not_connected_to_water_sfloat64Source column.0.0
handwash_barriers_idp_damagedfloat64Source column.0.0
handwash_barriers_idp_unavailability_of_soapfloat64Source column.0.0
handwash_barriers_idp_otherfloat64Source column.0.0
handwash_barriers_idp_don_t_knowfloat64Source column.0.0
handwash_barriers_idp_prefer_not_to_answerfloat64Source column.0.0
garbage_idpstringSource column.No
no_garbage_idpstringSource column.Burn it Collect in sack and dispose in open areas or garbage collection
no_garbage_idp_burn_itfloat64Source column.1.0
no_garbage_idp_bury_itfloat64Source column.0.0
no_garbage_idp_collect_in_sack_and_dispose_in_open_areafloat64Source column.1.0
no_garbage_idp_collect_in_sack_and_dispose_next_to_livifloat64Source column.0.0
no_garbage_idp_otherfloat64Source column.0.0
no_garbage_idp_don_t_knowfloat64Source column.0.0
no_garbage_idp_prefer_not_to_answerfloat64Source column.0.0
housing_now_hoststringSource column.``
documentation_now_hoststringSource column.``
rent_now_hostfloat64Source column.``
home_value_now_hostfloat64Source column.``
housing_satisfaction_hoststringSource column.``
reasons_less_satisfied_hoststringSource column.``
reasons_less_satisfied_host_less_security_tenurefloat64Source column.``
reasons_less_satisfied_host_more_expensivefloat64Source column.``
reasons_less_satisfied_host_less_physical_securityfloat64Source column.``
reasons_less_satisfied_host_less_privacyfloat64Source column.``
reasons_less_satisfied_host_less_protectionfloat64Source column.``
reasons_less_satisfied_host_more_crowdedfloat64Source column.``
reasons_less_satisfied_host_less_access_servicesfloat64Source column.``
reasons_less_satisfied_host_less_access_facilitiesfloat64Source column.``
reasons_less_satisfied_host_poorer_sanitary_conditionsfloat64Source column.``
reasons_less_satisfied_host_less_accessiblefloat64Source column.``
reasons_less_satisfied_host_more_exposed_hazardsfloat64Source column.``
reasons_less_satisfied_host_less_cultural_appropriatenesfloat64Source column.``
reasons_less_satisfied_host_otherfloat64Source column.``
reasons_less_satisfied_host_prefer_not_to_answerfloat64Source column.``
overcrowding_hoststringSource column.``
reasons_more_satisfied_hoststringSource column.``
reasons_more_satisfied_host_improved_security_tenurefloat64Source column.``
reasons_more_satisfied_host_more_affordablefloat64Source column.``
reasons_more_satisfied_host_improved_physical_securityfloat64Source column.``
reasons_more_satisfied_host_more_privacyfloat64Source column.``
reasons_more_satisfied_host_better_protectionfloat64Source column.``
reasons_more_satisfied_host_less_crowdedfloat64Source column.``
reasons_more_satisfied_host_improved_access_servicesfloat64Source column.``
reasons_more_satisfied_host_improved_access_facilitiesfloat64Source column.``
reasons_more_satisfied_host_cleaner_sanitary_conditionsfloat64Source column.``
reasons_more_satisfied_host_more_accessiblefloat64Source column.``
reasons_more_satisfied_host_less_exposed_hazardsfloat64Source column.``
reasons_more_satisfied_host_more_cultural_appropriatenesfloat64Source column.``
reasons_more_satisfied_host_otherfloat64Source column.``
reasons_more_satisfied_host_prefer_not_to_answerfloat64Source column.``
nfi_distribution_hoststringSource column.``
nfi_access_difficulties_hoststringSource column.``
nfi_difficulty_reasons_hoststringSource column.``
nfi_difficulty_reasons_host_environmental_barriersfloat64Source column.``
nfi_difficulty_reasons_host_communication_barrierfloat64Source column.``
nfi_difficulty_reasons_host_institutional_barriersfloat64Source column.``
nfi_difficulty_reasons_host_attitudinal_barriersfloat64Source column.``
nfi_difficulty_reasons_host_lack_of_identificationfloat64Source column.``
nfi_difficulty_reasons_host_safety_security_accessfloat64Source column.``
nfi_difficulty_reasons_host_safety_security_within_sitefloat64Source column.``
nfi_difficulty_reasons_host_costfloat64Source column.``
nfi_difficulty_reasons_host_prefer_not_to_answerfloat64Source column.``
urgent_nfi_need_hoststringSource column.``
urgent_nfi_items_hoststringSource column.``
urgent_nfi_items_host_household_support_itemsfloat64Source column.``
urgent_nfi_items_host_shelter_construction_itemsfloat64Source column.``
urgent_nfi_items_host_prefer_not_to_answerfloat64Source column.``
energy_cooking_hoststringSource column.``
energy_lighting_hoststringSource column.``
energy_charging_hoststringSource column.``
energy_challenges_hoststringSource column.``
energy_challenges_host_insufficient_supplyfloat64Source column.``
energy_challenges_host_high_costfloat64Source column.``
energy_challenges_host_safety_concernsfloat64Source column.``
energy_challenges_host_environmental_concernsfloat64Source column.``
energy_challenges_host_noise_pollutionfloat64Source column.``
energy_challenges_host_distance_to_chargingfloat64Source column.``
energy_challenges_host_fear_of_attackfloat64Source column.``
energy_challenges_host_otherfloat64Source column.``
energy_challenges_host_nonefloat64Source column.``
energy_challenges_host_prefer_not_to_answerfloat64Source column.``
latrines_availability_hoststringSource column.``
latrines_type_hoststringSource column.``
communal_latrines_issues_hoststringSource column.``
communal_latrines_issues_host_not_enough_toilets_for_menfloat64Source column.``
communal_latrines_issues_host_not_enough_toilets_for_womfloat64Source column.``
communal_latrines_issues_host_not_physically_accessiblefloat64Source column.``
communal_latrines_issues_host_logistical_constraints_nofloat64Source column.``
communal_latrines_issues_host_safety_constraints_restricfloat64Source column.``
communal_latrines_issues_host_lack_of_money_or_resourcesfloat64Source column.``
communal_latrines_issues_host_not_enough_places_to_washfloat64Source column.``
communal_latrines_issues_host_no_regular_rubbish_collectfloat64Source column.``
communal_latrines_issues_host_latrine_collapsefloat64Source column.``
communal_latrines_issues_host_lack_of_hand_washingfloat64Source column.``
communal_latrines_issues_host_desludging_services_stoppefloat64Source column.``
communal_latrines_issues_host_sewage_system_damagedfloat64Source column.``
communal_latrines_issues_host_otherfloat64Source column.``
communal_latrines_issues_host_don_t_knowfloat64Source column.``
communal_latrines_issues_host_prefer_not_to_answerfloat64Source column.``
bathing_hoststringSource column.``
hand_wash_barriers_hoststringSource column.``
hand_washing_hoststringSource column.``
handwash_barriers_hoststringSource column.``
handwash_barriers_host_no_handwashing_stationsfloat64Source column.``
handwash_barriers_host_exist_but_not_connected_to_waterfloat64Source column.``
handwash_barriers_host_damagedfloat64Source column.``
handwash_barriers_host_unavailability_of_soapfloat64Source column.``
handwash_barriers_host_otherfloat64Source column.``
handwash_barriers_host_don_t_knowfloat64Source column.``
handwash_barriers_host_prefer_not_to_answerfloat64Source column.``
garbage_hoststringSource column.``
no_garbage_idhoststringSource column.``
no_garbage_idhost_burn_itfloat64Source column.``
no_garbage_idhost_bury_itfloat64Source column.``
no_garbage_idhost_collect_in_sack_and_dispose_in_open_arfloat64Source column.``
no_garbage_idhost_collect_in_sack_and_dispose_next_to_lifloat64Source column.``
no_garbage_idhost_otherfloat64Source column.``
no_garbage_idhost_don_t_knowfloat64Source column.``
no_garbage_idhost_prefer_not_to_answerfloat64Source column.``
feel_safe_idpstringSource column.Much less safe
less_safe_reason_idpstringSource column.Poorer housing conditions Further away from basic services Higher risk o
less_safe_reason_idp_poorer_housingfloat64Source column.1.0
less_safe_reason_idp_less_presence_securityfloat64Source column.0.0
less_safe_reason_idp_further_familyfloat64Source column.1.0
less_safe_reason_idp_further_servicesfloat64Source column.1.0
less_safe_reason_idp_higher_disastersfloat64Source column.1.0
less_safe_reason_idp_higher_physical_attackfloat64Source column.0.0
less_safe_reason_idp_higher_discriminationfloat64Source column.0.0
less_safe_reason_idp_higher_crimefloat64Source column.1.0
less_safe_reason_idp_prefer_not_to_answerfloat64Source column.0.0
insecurity_within_idpstringSource column.Isolated sections or dark sections
insecurity_within_idp_isolated_sections_or_dark_sectionsfloat64Source column.1.0
insecurity_within_idp_strangers_roaming_the_sitesfloat64Source column.0.0
insecurity_within_idp_accessing_latrines_at_nightfloat64Source column.0.0
insecurity_within_idp_accessing_markets_at_nightfloat64Source column.0.0
insecurity_within_idp_misbehavior_of_other_residents_infloat64Source column.0.0
insecurity_within_idp_feeling_unsafe_in_my_home_tentfloat64Source column.0.0
insecurity_within_idp_theft_or_burglaryfloat64Source column.0.0
insecurity_within_idp_violence_or_fighting_within_the_sifloat64Source column.0.0
insecurity_within_idp_othersfloat64Source column.0.0
insecurity_within_idp_don_t_knowfloat64Source column.0.0
insecurity_within_idp_prefer_not_to_answerfloat64Source column.0.0
unsafety_outside_idpstringSource column.Host community
unsafety_outside_idp_host_communityfloat64Source column.1.0
unsafety_outside_idp_active_conflictfloat64Source column.0.0
unsafety_outside_idp_uxo_erwfloat64Source column.0.0
unsafety_outside_idp_criminalsfloat64Source column.0.0
unsafety_outside_idp_authoritiesfloat64Source column.0.0
unsafety_outside_idp_stray_animalsfloat64Source column.0.0
unsafety_outside_idp_otherfloat64Source column.0.0
unsafety_outside_idp_don_t_knowfloat64Source column.0.0
unsafety_outside_idp_prefer_not_to_answerfloat64Source column.0.0
property_looting_idpstringSource column.Yes, many
move_freely_idpstringSource column.Yes
unsafe_group_idpstringSource column.Women Girls
unsafe_group_idp_womenfloat64Source column.1.0
unsafe_group_idp_girlsfloat64Source column.1.0
unsafe_group_idp_young_menfloat64Source column.0.0
unsafe_group_idp_men_in_generalfloat64Source column.0.0
unsafe_group_idp_everybodyfloat64Source column.0.0
unsafe_group_idp_people_with_difficulties_moving_seeingfloat64Source column.0.0
unsafe_group_idp_other_people_belonging_to_a_specific_etfloat64Source column.0.0
unsafe_group_idp_don_t_knowfloat64Source column.0.0
unsafe_group_idp_prefer_not_to_answerfloat64Source column.0.0
more_safe_reason_idpstringSource column.``
more_safe_reason_idp_better_housing_conditionsfloat64Source column.``
more_safe_reason_idp_greater_presence_of_security_personfloat64Source column.``
more_safe_reason_idp_closer_to_family_community_membersfloat64Source column.``
more_safe_reason_idp_closer_to_basic_servicesfloat64Source column.``
more_safe_reason_idp_lower_risk_of_disastersfloat64Source column.``
more_safe_reason_idp_lower_risk_of_physical_attackfloat64Source column.``
more_safe_reason_idp_lower_risk_of_discrimination_harassfloat64Source column.``
more_safe_reason_idp_lower_crime_ratesfloat64Source column.``
more_safe_reason_idp_prefer_not_to_answerfloat64Source column.``
more_safe_reason_idp_option_10float64Source column.``
trust_community_idpstringSource column.Neutral
idp_local_relationsstringSource column.Neutral
bad_host_relations_idpstringSource column.``
land_disputes_idpstringSource column.Yes
inclusion_community_idpstringSource column.Yes
social_network_idpstringSource column.No
errs_cbos_idpstringSource column.Yes
access_err_cbo_idpstringSource column.Don't know
trust_leader_idpstringSource column.Not much
lost_documentations_idpstringSource column.Birth certificates Identification cards Passport Housing agreements
lost_documentations_idp_birth_certificatesfloat64Source column.1.0
lost_documentations_idp_marriage_certificatesfloat64Source column.0.0
lost_documentations_idp_identification_cardsfloat64Source column.1.0
lost_documentations_idp_passportfloat64Source column.1.0
lost_documentations_idp_housing_agreementsfloat64Source column.1.0
lost_documentations_idp_nonefloat64Source column.0.0
lost_documentations_idp_prefer_not_to_answerfloat64Source column.0.0
feel_safe_hoststringSource column.``
less_safe_reason_hoststringSource column.``
less_safe_reason_host_poorer_housingfloat64Source column.``
less_safe_reason_host_less_presence_securityfloat64Source column.``
less_safe_reason_host_further_familyfloat64Source column.``
less_safe_reason_host_further_servicesfloat64Source column.``
less_safe_reason_host_higher_disastersfloat64Source column.``
less_safe_reason_host_higher_physical_attackfloat64Source column.``
less_safe_reason_host_higher_discriminationfloat64Source column.``
less_safe_reason_host_higher_crimefloat64Source column.``
less_safe_reason_host_prefer_not_to_answerfloat64Source column.``
insecurity_within_hoststringSource column.``
insecurity_within_host_isolated_sections_or_dark_sectionfloat64Source column.``
insecurity_within_host_strangers_roaming_the_sitesfloat64Source column.``
insecurity_within_host_accessing_latrines_at_nightfloat64Source column.``
insecurity_within_host_accessing_markets_at_nightfloat64Source column.``
insecurity_within_host_misbehavior_of_other_residents_infloat64Source column.``
insecurity_within_host_feeling_unsafe_in_my_home_tentfloat64Source column.``
insecurity_within_host_theft_or_burglaryfloat64Source column.``
insecurity_within_host_violence_or_fighting_within_the_sfloat64Source column.``
insecurity_within_host_othersfloat64Source column.``
insecurity_within_host_don_t_knowfloat64Source column.``
insecurity_within_host_prefer_not_to_answerfloat64Source column.``
unsafety_outside_hoststringSource column.``
unsafety_outside_host_host_communityfloat64Source column.``
unsafety_outside_host_active_conflictfloat64Source column.``
unsafety_outside_host_uxo_erwfloat64Source column.``
unsafety_outside_host_criminalsfloat64Source column.``
unsafety_outside_host_authoritiesfloat64Source column.``
unsafety_outside_host_stray_animalsfloat64Source column.``
unsafety_outside_host_otherfloat64Source column.``
unsafety_outside_host_don_t_knowfloat64Source column.``
unsafety_outside_host_prefer_not_to_answerfloat64Source column.``
property_looting_hoststringSource column.``
move_freely_hoststringSource column.``
unsafe_group_hoststringSource column.``
unsafe_group_host_womenfloat64Source column.``
unsafe_group_host_girlsfloat64Source column.``
unsafe_group_host_young_menfloat64Source column.``
unsafe_group_host_men_in_generalfloat64Source column.``
unsafe_group_host_everybodyfloat64Source column.``
unsafe_group_host_people_with_difficulties_moving_seeingfloat64Source column.``
unsafe_group_host_other_people_belonging_to_a_specific_efloat64Source column.``
unsafe_group_host_don_t_knowfloat64Source column.``
unsafe_group_host_prefer_not_to_answerfloat64Source column.``
more_safe_reason_hoststringSource column.``
more_safe_reason_host_better_housing_conditionsfloat64Source column.``
more_safe_reason_host_greater_presence_of_security_persofloat64Source column.``
more_safe_reason_host_closer_to_family_community_membersfloat64Source column.``
more_safe_reason_host_closer_to_basic_servicesfloat64Source column.``
more_safe_reason_host_lower_risk_of_disastersfloat64Source column.``
more_safe_reason_host_lower_risk_of_physical_attackfloat64Source column.``
more_safe_reason_host_lower_risk_of_discrimination_harasfloat64Source column.``
more_safe_reason_host_lower_crime_ratesfloat64Source column.``
more_safe_reason_host_prefer_not_to_answerfloat64Source column.``
more_safe_reason_host_option_10float64Source column.``
trust_community_hoststringSource column.``
host_local_relationsstringSource column.``
bad_idp_relations_hoststringSource column.``
land_disputes_hoststringSource column.``
inclusion_community_hoststringSource column.``
social_network_hoststringSource column.``
errs_cbos_hoststringSource column.``
access_err_cbo_hoststringSource column.``
trust_leader_hoststringSource column.``
idp_education_confirmationstringSource column.Yes
gender_child_idpstringSource column.Girl
age_child_idpfloat64Source column.10.0
attendance_pre_idpstringSource column.Yes
school_type_idpstringSource column.Public school
reason_not_attending_pre_idpstringSource column.``
expenses_pre_idpstringSource column.Yes
expenses_amount_pre_idpfloat64Source column.50000.0
expenses_type_pre_idpstringSource column.Tuition costs Uniform Transportation Meals
expenses_type_pre_idp_tuition_costsfloat64Source column.1.0
expenses_type_pre_idp_uniformfloat64Source column.1.0
expenses_type_pre_idp_additional_classesfloat64Source column.0.0
expenses_type_pre_idp_school_materialsfloat64Source column.0.0
expenses_type_pre_idp_transportationfloat64Source column.1.0
expenses_type_pre_idp_mealsfloat64Source column.1.0
expenses_type_pre_idp_otherfloat64Source column.0.0
expenses_type_pre_idp_prefer_not_to_answer_do_not_read_ofloat64Source column.0.0
break_schooling_idpstringSource column.Yes
length_break_schooling_idpstringSource column.1 to 2 years
attendance_now_idp_001stringSource column.No
reason_not_attending_now_idpstringSource column.Child needed to work
expenses_now_idpstringSource column.``
expenses_amount_now_idpfloat64Source column.``
expenses_type_now_idpstringSource column.``
expenses_type_now_idp_tuition_costsfloat64Source column.``
expenses_type_now_idp_uniformfloat64Source column.``
expenses_type_now_idp_additional_classesfloat64Source column.``
expenses_type_now_idp_school_materialsfloat64Source column.``
expenses_type_now_idp_transportationfloat64Source column.``
expenses_type_now_idp_mealsfloat64Source column.``
expenses_type_now_idp_otherfloat64Source column.``
expenses_type_now_idp_prefer_not_to_answer_do_not_read_ofloat64Source column.``
financial_support_idpstringSource column.``
financial_support_idp_governmentfloat64Source column.``
financial_support_idp_un_agenciesfloat64Source column.``
financial_support_idp_ngosfloat64Source column.``
financial_support_idp_other_sourcefloat64Source column.``
financial_support_idp_no_supportfloat64Source column.``
financial_support_idp_prefer_not_to_answerfloat64Source column.``
education_satisfaction_idpstringSource column.``
less_satisfied_reason_idpstringSource column.``
less_satisfied_reason_idp_overcrowding_in_the_classroomfloat64Source column.``
less_satisfied_reason_idp_lower_quality_educationfloat64Source column.``
less_satisfied_reason_idp_child_fears_or_suffers_from_mafloat64Source column.``
less_satisfied_reason_idp_classes_are_not_in_my_child_sfloat64Source column.``
less_satisfied_reason_idp_school_is_further_away_than_infloat64Source column.``
less_satisfied_reason_idp_school_is_not_accessible_by_pufloat64Source column.``
less_satisfied_reason_idp_education_is_too_expensivefloat64Source column.``
less_satisfied_reason_idp_school_is_short_staffedfloat64Source column.``
less_satisfied_reason_idp_school_does_not_provide_mealsfloat64Source column.``
less_satisfied_reason_idp_otherfloat64Source column.``
less_satisfied_reason_idp_prefer_not_to_answer_do_not_refloat64Source column.``
more_satisfied_reason_idpstringSource column.``
more_satisfied_reason_idp_classes_are_less_crowdedfloat64Source column.``
more_satisfied_reason_idp_higher_quality_education_thanfloat64Source column.``
more_satisfied_reason_idp_child_no_longer_fears_or_suffefloat64Source column.``
more_satisfied_reason_idp_classes_are_in_my_child_s_mothfloat64Source column.``
more_satisfied_reason_idp_school_is_closer_than_in_my_hofloat64Source column.``
more_satisfied_reason_idp_school_is_accessible_by_publicfloat64Source column.``
more_satisfied_reason_idp_education_is_less_expensivefloat64Source column.``
more_satisfied_reason_idp_school_is_not_short_staffedfloat64Source column.``
more_satisfied_reason_idp_school_provides_meals_to_studefloat64Source column.``
more_satisfied_reason_idp_otherfloat64Source column.``
more_satisfied_reason_idp_prefer_not_to_answer_do_not_refloat64Source column.``
host_education_confirmationstringSource column.``
gender_child_hoststringSource column.``
age_child_hostfloat64Source column.``
attendance_pre_hoststringSource column.``
school_type_hoststringSource column.``
reason_not_attending_pre_hoststringSource column.``
expenses_pre_hoststringSource column.``
expenses_amount_pre_hostfloat64Source column.``
expenses_type_pre_hoststringSource column.``
expenses_type_pre_host_tuition_costsfloat64Source column.``
expenses_type_pre_host_uniformfloat64Source column.``
expenses_type_pre_host_additional_classesfloat64Source column.``
expenses_type_pre_host_school_materialsfloat64Source column.``
expenses_type_pre_host_transportationfloat64Source column.``
expenses_type_pre_host_mealsfloat64Source column.``
expenses_type_pre_host_otherfloat64Source column.``
expenses_type_pre_host_prefer_not_to_answer_do_not_readfloat64Source column.``
break_schooling_hoststringSource column.``
length_break_schooling_hoststringSource column.``
attendance_now_hoststringSource column.``
reason_not_attending_now_hoststringSource column.``
expenses_now_hoststringSource column.``
expenses_amount_now_hostfloat64Source column.``
expenses_type_now_hoststringSource column.``
expenses_type_now_host_tuition_costsfloat64Source column.``
expenses_type_now_host_uniformfloat64Source column.``
expenses_type_now_host_additional_classesfloat64Source column.``
expenses_type_now_host_school_materialsfloat64Source column.``
expenses_type_now_host_transportationfloat64Source column.``
expenses_type_now_host_mealsfloat64Source column.``
expenses_type_now_host_otherfloat64Source column.``
expenses_type_now_host_prefer_not_to_answer_do_not_readfloat64Source column.``
financial_support_hoststringSource column.``
financial_support_host_governmentfloat64Source column.``
financial_support_host_un_agenciesfloat64Source column.``
financial_support_host_ngosfloat64Source column.``
financial_support_host_other_sourcefloat64Source column.``
financial_support_host_no_supportfloat64Source column.``
financial_support_host_prefer_not_to_answerfloat64Source column.``
education_satisfaction_hoststringSource column.``
less_satisfied_reason_hoststringSource column.``
less_satisfied_reason_host_overcrowding_in_the_classroomfloat64Source column.``
less_satisfied_reason_host_lower_quality_educationfloat64Source column.``
less_satisfied_reason_host_child_fears_or_suffers_from_mfloat64Source column.``
less_satisfied_reason_host_classes_are_not_in_my_child_sfloat64Source column.``
less_satisfied_reason_host_school_is_further_away_than_ifloat64Source column.``
less_satisfied_reason_host_school_is_not_accessible_by_pfloat64Source column.``
less_satisfied_reason_host_education_is_too_expensivefloat64Source column.``
less_satisfied_reason_host_school_is_short_staffedfloat64Source column.``
less_satisfied_reason_host_school_does_not_provide_mealsfloat64Source column.``
less_satisfied_reason_host_otherfloat64Source column.``
less_satisfied_reason_host_prefer_not_to_answer_do_not_rfloat64Source column.``
more_satisfied_reason_hoststringSource column.``
more_satisfied_reason_host_classes_are_less_crowdedfloat64Source column.``
more_satisfied_reason_host_higher_quality_education_thanfloat64Source column.``
more_satisfied_reason_host_child_no_longer_fears_or_sufffloat64Source column.``
more_satisfied_reason_host_classes_are_in_my_child_s_motfloat64Source column.``
more_satisfied_reason_host_school_is_closer_than_in_my_hfloat64Source column.``
more_satisfied_reason_host_school_is_accessible_by_publifloat64Source column.``
more_satisfied_reason_host_education_is_less_expensivefloat64Source column.``
more_satisfied_reason_host_school_is_not_short_staffedfloat64Source column.``
more_satisfied_reason_host_school_provides_meals_to_studfloat64Source column.``
more_satisfied_reason_host_otherfloat64Source column.``
more_satisfied_reason_host_prefer_not_to_answer_do_not_rfloat64Source column.``
num_earners_pre_idpstringSource column.One
total_income_pre_idpfloat64Source column.50000.0
personal_earner_pre_idpstringSource column.No
income_source_pre_idpstringSource column.``
income_source_pre_idp_working_in_agriculture_as_casual_lfloat64Source column.``
income_source_pre_idp_casual_labour_construction_etcfloat64Source column.``
income_source_pre_idp_selling_products_in_the_market_teafloat64Source column.``
income_source_pre_idp_grazing_livestockfloat64Source column.``
income_source_pre_idp_remittances_from_family_friendsfloat64Source column.``
income_source_pre_idp_governmental_aidfloat64Source column.``
income_source_pre_idp_humanitarian_aidfloat64Source column.``
income_source_pre_idp_otherfloat64Source column.``
income_source_pre_idp_prefer_not_to_answerfloat64Source column.``
employment_contract_pre_idpstringSource column.``
personal_income_pre_idpfloat64Source column.``
employment_change_now_idpstringSource column.Became unemployed / did not earn any money
employment_change_now_idp_i_do_not_workfloat64Source column.``
employment_change_now_idp_no_other_household_members_worfloat64Source column.``
employment_change_now_idp_prefer_not_to_answer_do_not_refloat64Source column.``
employment_change_now_idp_i_continued_to_earn_money_thefloat64Source column.``
employment_change_now_idp_other_household_members_continfloat64Source column.``
employment_change_now_idp_i_continued_to_earn_money_butfloat64Source column.``
employment_change_now_idp_other_household_members_contin_2float64Source column.``
employment_change_now_idp_i_became_unemployed_did_not_eafloat64Source column.``
employment_change_now_idp_other_household_members_becamefloat64Source column.``
employment_change_now_idp_i_became_employed_did_not_earnfloat64Source column.``
employment_change_now_idp_other_household_members_became_2float64Source column.``
unemployment_duration_personalstringSource column.More than one year
fam_support_pre_idpstringSource column.No
fam_support_amount_pre_idpfloat64Source column.``
gov_support_pre_idpstringSource column.Yes, from international or local NGOs
gov_support_pre_idp_yes_governemntfloat64Source column.0.0
gov_support_pre_idp_yes_unfloat64Source column.0.0
gov_support_pre_idp_yes_ngofloat64Source column.1.0
gov_support_pre_idp_yes_otherfloat64Source column.0.0
gov_support_pre_idp_no_supportfloat64Source column.0.0
gov_support_pre_idp_prefer_not_to_answerfloat64Source column.0.0
gov_support_pre_amount_idpfloat64Source column.10000.0
gov_support_pre_amount_idp_001float64Source column.``
num_earners_now_idpstringSource column.No household members were earning from work
total_income_now_idpfloat64Source column.``
personal_earner_now_idpstringSource column.``
income_source_now_idpstringSource column.``
income_source_now_idp_working_in_agriculture_as_casual_lfloat64Source column.``
income_source_now_idp_casual_labour_construction_etcfloat64Source column.``
income_source_now_idp_selling_products_in_the_market_teafloat64Source column.``
income_source_now_idp_grazing_livestockfloat64Source column.``
income_source_now_idp_remittances_from_family_friendsfloat64Source column.``
income_source_now_idp_governmental_aidfloat64Source column.``
income_source_now_idp_humanitarian_aidfloat64Source column.``
income_source_now_idp_otherfloat64Source column.``
income_source_now_idp_prefer_not_to_answerfloat64Source column.``
employment_contract_now_idpstringSource column.``
personal_income_now_idpfloat64Source column.``
fam_support_now_idpstringSource column.No
fam_support_amount_now_idpfloat64Source column.``
gov_support_now_idpstringSource column.No support
gov_support_now_idp_yes_governemntfloat64Source column.0.0
gov_support_now_idp_yes_unfloat64Source column.0.0
gov_support_now_idp_yes_ngofloat64Source column.0.0
gov_support_now_idp_yes_otherfloat64Source column.0.0
gov_support_now_idp_no_supportfloat64Source column.1.0
gov_support_now_idp_prefer_not_to_answerfloat64Source column.0.0
gov_support_now_amount_idpfloat64Source column.``
displacement_support_now_idpstringSource column.No
displacement_support_now_amounfloat64Source column.``
money_transfer_idpstringSource column.Cash transfers
money_transfer_idp_bank_transfersfloat64Source column.0.0
money_transfer_idp_mobile_moneyfloat64Source column.0.0
money_transfer_idp_cash_transfersfloat64Source column.1.0
money_transfer_idp_otherfloat64Source column.0.0
money_transfer_idp_don_t_knowfloat64Source column.0.0
money_transfer_idp_prefer_not_to_answerfloat64Source column.0.0
financial_infrastructure_idpstringSource column.Mobile money services Banks
financial_infrastructure_idp_banksfloat64Source column.1.0
financial_infrastructure_idp_mobile_money_servicesfloat64Source column.1.0
financial_infrastructure_idp_point_of_sale_pos_systemsfloat64Source column.0.0
financial_infrastructure_idp_money_transfer_servicesfloat64Source column.0.0
financial_infrastructure_idp_digital_banking_servicesfloat64Source column.0.0
financial_infrastructure_idp_post_officesfloat64Source column.0.0
financial_infrastructure_idp_cooperative_societiesfloat64Source column.0.0
financial_infrastructure_idp_informal_financial_servicesfloat64Source column.0.0
financial_infrastructure_idp_government_financial_servicfloat64Source column.0.0
financial_infrastructure_idp_otherfloat64Source column.0.0
financial_infrastructure_idp_nonefloat64Source column.0.0
financial_infrastructure_idp_don_t_knowfloat64Source column.0.0
financial_infrastructure_idp_prefer_not_to_answerfloat64Source column.0.0
financial_sufficiency_pre_idpstringSource column.Completely disagree
financial_sufficiency_now_idpstringSource column.Completely disagree
agriculture_pre_idpstringSource column.No
agricultural_inputs_pre_idpstringSource column.``
what_types_of_crops_did_your_hstringSource column.``
irrigation_pre_idpstringSource column.``
agriculture_disruption_pre_idpstringSource column.``
agriculture_disruption_pre_idp_you_were_no_longer_able_tfloat64Source column.``
agriculture_disruption_pre_idp_you_had_to_sell_all_or_sofloat64Source column.``
agriculture_disruption_pre_idp_some_or_all_your_livestocfloat64Source column.``
agriculture_disruption_pre_idp_some_or_all_your_livestoc_2float64Source column.``
agriculture_disruption_pre_idp_some_or_all_your_livestoc_3float64Source column.``
agriculture_disruption_pre_idp_otherfloat64Source column.``
agriculture_disruption_pre_idp_none_of_the_abovefloat64Source column.``
agriculture_disruption_pre_idp_prefer_not_to_answerfloat64Source column.``
agriculture_now_idpstringSource column.No
agricultural_inputs_now_idstringSource column.``
what_types_of_crops_does_yourstringSource column.``
irrigation_now_idpstringSource column.``
equal_access_land_now_idpstringSource column.No
agriculture_disruption_now_idpstringSource column.``
agriculture_disruption_now_idp_you_were_no_longer_able_tfloat64Source column.``
agriculture_disruption_now_idp_you_had_to_sell_all_or_sofloat64Source column.``
agriculture_disruption_now_idp_some_or_all_your_livestocfloat64Source column.``
agriculture_disruption_now_idp_some_or_all_your_livestoc_2float64Source column.``
agriculture_disruption_now_idp_some_or_all_your_livestoc_3float64Source column.``
agriculture_disruption_now_idp_otherfloat64Source column.``
agriculture_disruption_now_idp_none_of_the_abovefloat64Source column.``
agriculture_disruption_now_idp_prefer_not_to_answerfloat64Source column.``
earn_money_before_hoststringSource column.``
household_income_before_hostfloat64Source column.``
earn_money_personal_before_hosstringSource column.``
income_source_pre_hoststringSource column.``
income_source_pre_host_working_in_agriculture_as_casualfloat64Source column.``
income_source_pre_host_casual_labour_construction_etcfloat64Source column.``
income_source_pre_host_selling_products_in_the_market_tefloat64Source column.``
income_source_pre_host_grazing_livestockfloat64Source column.``
income_source_pre_host_remittances_from_family_friendsfloat64Source column.``
income_source_pre_host_governmental_aidfloat64Source column.``
income_source_pre_host_humanitarian_aidfloat64Source column.``
income_source_pre_host_otherfloat64Source column.``
income_source_pre_host_prefer_not_to_answerfloat64Source column.``
employment_contract_pre_hoststringSource column.``
personal_income_pre_hostfloat64Source column.``
employment_change_now_hoststringSource column.``
employment_change_now_host_i_do_not_workfloat64Source column.``
employment_change_now_host_no_other_household_members_wofloat64Source column.``
employment_change_now_host_prefer_not_to_answer_do_not_rfloat64Source column.``
employment_change_now_host_i_continued_to_earn_money_thefloat64Source column.``
employment_change_now_host_other_household_members_contifloat64Source column.``
employment_change_now_host_i_continued_to_earn_money_butfloat64Source column.``
employment_change_now_host_other_household_members_conti_2float64Source column.``
employment_change_now_host_i_became_unemployed_did_not_efloat64Source column.``
employment_change_now_host_other_household_members_becamfloat64Source column.``
employment_change_now_host_i_became_employed_did_not_earfloat64Source column.``
employment_change_now_host_other_household_members_becam_2float64Source column.``
unemployment_duration_personal_001stringSource column.``
fam_support_pre_hoststringSource column.``
fam_support_amount_pre_hostfloat64Source column.``
gov_support_pre_hoststringSource column.``
gov_support_pre_host_yes_governemntfloat64Source column.``
gov_support_pre_host_yes_unfloat64Source column.``
gov_support_pre_host_yes_ngofloat64Source column.``
gov_support_pre_host_yes_otherfloat64Source column.``
gov_support_pre_host_no_supportfloat64Source column.``
gov_support_pre_host_prefer_not_to_answerfloat64Source column.``
gov_support_pre_amount_hostfloat64Source column.``
num_earners_now_hoststringSource column.``
total_income_now_hostfloat64Source column.``
personal_earner_now_hoststringSource column.``
income_source_now_hoststringSource column.``
income_source_now_host_working_in_agriculture_as_casualfloat64Source column.``
income_source_now_host_casual_labour_construction_etcfloat64Source column.``
income_source_now_host_selling_products_in_the_market_tefloat64Source column.``
income_source_now_host_grazing_livestockfloat64Source column.``
income_source_now_host_remittances_from_family_friendsfloat64Source column.``
income_source_now_host_governmental_aidfloat64Source column.``
income_source_now_host_humanitarian_aidfloat64Source column.``
income_source_now_host_otherfloat64Source column.``
income_source_now_host_prefer_not_to_answerfloat64Source column.``
employment_contract_now_hoststringSource column.``
personal_income_now_hostfloat64Source column.``
fam_support_now_hoststringSource column.``
fam_support_amount_now_hostfloat64Source column.``
gov_support_now_hoststringSource column.``
gov_support_now_host_yes_governemntfloat64Source column.``
gov_support_now_host_yes_unfloat64Source column.``
gov_support_now_host_yes_ngofloat64Source column.``
gov_support_now_host_yes_otherfloat64Source column.``
gov_support_now_host_no_supportfloat64Source column.``
gov_support_now_host_prefer_not_to_answerfloat64Source column.``
gov_support_now_amount_hostfloat64Source column.``
receive_support_hosting_hoststringSource column.``
amount_support_hosting_hostfloat64Source column.``
money_transfer_hoststringSource column.``
money_transfer_host_bank_transfersfloat64Source column.``
money_transfer_host_mobile_moneyfloat64Source column.``
money_transfer_host_cash_transfersfloat64Source column.``
money_transfer_host_otherfloat64Source column.``
money_transfer_host_don_t_knowfloat64Source column.``
money_transfer_host_prefer_not_to_answerfloat64Source column.``
financial_infrastructure_hoststringSource column.``
financial_infrastructure_host_banksfloat64Source column.``
financial_infrastructure_host_mobile_money_servicesfloat64Source column.``
financial_infrastructure_host_point_of_sale_pos_systemsfloat64Source column.``
financial_infrastructure_host_money_transfer_servicesfloat64Source column.``
financial_infrastructure_host_digital_banking_servicesfloat64Source column.``
financial_infrastructure_host_post_officesfloat64Source column.``
financial_infrastructure_host_cooperative_societiesfloat64Source column.``
financial_infrastructure_host_informal_financial_servicefloat64Source column.``
financial_infrastructure_host_government_financial_servifloat64Source column.``
financial_infrastructure_host_otherfloat64Source column.``
financial_infrastructure_host_nonefloat64Source column.``
financial_infrastructure_host_don_t_knowfloat64Source column.``
financial_infrastructure_host_prefer_not_to_answerfloat64Source column.``
financial_sufficiency_pre_hoststringSource column.``
financial_sufficiency_now_hoststringSource column.``
agriculture_pre_hoststringSource column.``
agricultural_inputs_pre_hoststringSource column.``
crop_types_pre_hoststringSource column.``
irrigation_pre_hoststringSource column.``
agriculture_disruption_pre_hosstringSource column.``
agriculture_disruption_pre_hos_you_were_no_longer_able_tfloat64Source column.``
agriculture_disruption_pre_hos_you_had_to_sell_all_or_sofloat64Source column.``
agriculture_disruption_pre_hos_some_or_all_your_livestocfloat64Source column.``
agriculture_disruption_pre_hos_some_or_all_your_livestoc_2float64Source column.``
agriculture_disruption_pre_hos_some_or_all_your_livestoc_3float64Source column.``
agriculture_disruption_pre_hos_otherfloat64Source column.``
agriculture_disruption_pre_hos_none_of_the_abovefloat64Source column.``
agriculture_disruption_pre_hos_prefer_not_to_answerfloat64Source column.``
agriculture_now_hoststringSource column.``
agricultural_inputs_now_hoststringSource column.``
crop_types_now_hoststringSource column.``
irrigation_now_hoststringSource column.``
equal_access_land_now_hoststringSource column.``
agriculture_disruption_now_hosstringSource column.``
agriculture_disruption_now_hos_you_were_no_longer_able_tfloat64Source column.``
agriculture_disruption_now_hos_you_had_to_sell_all_or_sofloat64Source column.``
agriculture_disruption_now_hos_some_or_all_your_livestocfloat64Source column.``
agriculture_disruption_now_hos_some_or_all_your_livestoc_2float64Source column.``
agriculture_disruption_now_hos_some_or_all_your_livestoc_3float64Source column.``
agriculture_disruption_now_hos_otherfloat64Source column.``
agriculture_disruption_now_hos_none_of_the_abovefloat64Source column.``
agriculture_disruption_now_hos_prefer_not_to_answerfloat64Source column.``
health_change_idpstringSource column.Has worsened a lot
reason_worsened_health_idpstringSource column.Less access to clean water Less access to food Less access to health ser
reason_worsened_health_idp_less_access_to_clean_waterfloat64Source column.1.0
reason_worsened_health_idp_less_access_to_foodfloat64Source column.1.0
reason_worsened_health_idp_less_access_to_health_servicefloat64Source column.1.0
reason_worsened_health_idp_less_access_to_hygiene_facilifloat64Source column.0.0
reason_worsened_health_idp_poorer_housing_conditionsfloat64Source column.0.0
reason_worsened_health_idp_higher_frequency_of_diseasesfloat64Source column.0.0
reason_worsened_health_idp_prefer_not_to_answer_do_not_rfloat64Source column.0.0
reason_improved_health_idpstringSource column.``
reason_improved_health_idp_better_access_to_clean_waterfloat64Source column.``
reason_improved_health_idp_better_access_to_foodfloat64Source column.``
reason_improved_health_idp_better_access_to_health_servifloat64Source column.``
reason_improved_health_idp_better_access_to_hygiene_facifloat64Source column.``
reason_improved_health_idp_better_housing_conditionsfloat64Source column.``
reason_improved_health_idp_lower_frequency_of_diseasesfloat64Source column.``
reason_improved_health_idp_prefer_not_to_answer_do_not_rfloat64Source column.``
access_healthcare_idpstringSource column.Much less access to healthcare
less_access_healthcare_idpstringSource column.Cost of healthcare Cost of transport to access healthcare Distance to he
less_access_healthcare_idp_cost_of_healthcarefloat64Source column.1.0
less_access_healthcare_idp_cost_of_transport_to_access_hfloat64Source column.1.0
less_access_healthcare_idp_distance_to_healthcare_facilifloat64Source column.1.0
less_access_healthcare_idp_the_facilities_are_not_physicfloat64Source column.1.0
less_access_healthcare_idp_language_barriersfloat64Source column.0.0
less_access_healthcare_idp_lack_of_informationfloat64Source column.0.0
less_access_healthcare_idp_discrimination_in_healthcarefloat64Source column.0.0
less_access_healthcare_idp_health_has_worsened_beyond_thfloat64Source column.0.0
less_access_healthcare_idp_loss_of_necessary_medical_docfloat64Source column.0.0
less_access_healthcare_idp_prefer_not_to_answer_do_not_rfloat64Source column.0.0
more_access_healthcare_idpstringSource column.``
more_access_healthcare_idp_cost_of_healthcarefloat64Source column.``
more_access_healthcare_idp_cost_of_transport_to_access_hfloat64Source column.``
more_access_healthcare_idp_distance_to_healthcare_facilifloat64Source column.``
more_access_healthcare_idp_the_facilities_are_physicallyfloat64Source column.``
more_access_healthcare_idp_language_barriers_addressedfloat64Source column.``
more_access_healthcare_idp_more_informationfloat64Source column.``
more_access_healthcare_idp_less_discrimination_in_healthfloat64Source column.``
more_access_healthcare_idp_the_local_healthcare_servicesfloat64Source column.``
more_access_healthcare_idp_prefer_not_to_answer_do_not_rfloat64Source column.``
free_healthcare_pre_idpstringSource column.Yes
cost_healthcare_pre_idpfloat64Source column.``
free_healthcare_now_idpstringSource column.No
cost_healthcare_now_idpfloat64Source column.10000.0
spending_health_idpstringSource column.``
mental_health_idpstringSource column.Much less often
access_food_pre_idpstringSource column.Yes
reasons_no_access_pre_idpstringSource column.``
reasons_no_access_pre_idp_physical_constraints_barriersfloat64Source column.``
reasons_no_access_pre_idp_logistical_constraintsfloat64Source column.``
reasons_no_access_pre_idp_no_income_money_resources_to_pfloat64Source column.``
reasons_no_access_pre_idp_some_type_of_food_are_too_expefloat64Source column.``
reasons_no_access_pre_idp_food_available_is_not_adaptedfloat64Source column.``
reasons_no_access_pre_idp_security_constraints_restrictifloat64Source column.``
reasons_no_access_pre_idp_no_income_money_resources_to_p_2float64Source column.``
reasons_no_access_pre_idp_no_money_income_or_resources_tfloat64Source column.``
reasons_no_access_pre_idp_otherfloat64Source column.``
reasons_no_access_pre_idp_prefer_not_to_answerfloat64Source column.``
food_source_pre_idp_001stringSource column.Bought with cash
food_source_pre_idp_001_cultivatedfloat64Source column.0.0
food_source_pre_idp_001_livestockfloat64Source column.0.0
food_source_pre_idp_001_foragedfloat64Source column.0.0
food_source_pre_idp_001_huntingfloat64Source column.0.0
food_source_pre_idp_001_fishingfloat64Source column.0.0
food_source_pre_idp_001_bought_with_cashfloat64Source column.1.0
food_source_pre_idp_001_barteringfloat64Source column.0.0
food_source_pre_idp_001_giftedfloat64Source column.0.0
food_source_pre_idp_001_humanitarian_assistancefloat64Source column.0.0
food_source_pre_idp_001_government_food_distributionfloat64Source column.0.0
food_source_pre_idp_001_otherfloat64Source column.0.0
food_source_pre_idp_001_don_t_knowfloat64Source column.0.0
food_source_pre_idp_001_prefer_not_to_answerfloat64Source column.0.0
food_assistance_pre_idpstringSource column.No
meals_per_day_pre_idpstringSource column.3+
functional_market_pre_idpstringSource column.Yes
market_open_pre_idpstringSource column.Daily
food_stores_pre_idpstringSource column.Yes
distance_market_pre_idpfloat64Source column.2.0
safe_market_access_pre_idpstringSource column.Yes
access_food_now_idpstringSource column.No
reasons_no_access_now_idpstringSource column.Physical constraints/barriers to the markets
reasons_no_access_now_idp_physical_constraints_barriersfloat64Source column.1.0
reasons_no_access_now_idp_logistical_constraintsfloat64Source column.0.0
reasons_no_access_now_idp_no_income_money_resources_to_pfloat64Source column.0.0
reasons_no_access_now_idp_some_type_of_food_are_too_expefloat64Source column.0.0
reasons_no_access_now_idp_food_available_is_not_adaptedfloat64Source column.0.0
reasons_no_access_now_idp_security_constraints_restrictifloat64Source column.0.0
reasons_no_access_now_idp_no_income_money_resources_to_p_2float64Source column.0.0
reasons_no_access_now_idp_no_money_income_or_resources_tfloat64Source column.0.0
reasons_no_access_now_idp_otherfloat64Source column.0.0
reasons_no_access_now_idp_prefer_not_to_answerfloat64Source column.0.0
food_source_now_idpstringSource column.Bought with cash
food_source_now_idp_cultivatedfloat64Source column.0.0
food_source_now_idp_livestockfloat64Source column.0.0
food_source_now_idp_foragedfloat64Source column.0.0
food_source_now_idp_huntingfloat64Source column.0.0
food_source_now_idp_fishingfloat64Source column.0.0
food_source_now_idp_bought_with_cashfloat64Source column.1.0
food_source_now_idp_barteringfloat64Source column.0.0
food_source_now_idp_giftedfloat64Source column.0.0
food_source_now_idp_humanitarian_assistancefloat64Source column.0.0
food_source_now_idp_government_food_distributionfloat64Source column.0.0
food_source_now_idp_otherfloat64Source column.0.0
food_source_now_idp_don_t_knowfloat64Source column.0.0
food_source_now_idp_prefer_not_to_answerfloat64Source column.0.0
food_price_idpstringSource column.Increased a lot
food_assistance_now_idpstringSource column.No
meals_per_day_now_idpstringSource column.1
food_quality_idpstringSource column.Somewhat worsened
functional_market_now_idpstringSource column.No
market_open_now_idpstringSource column.``
food_stores_now_idpstringSource column.``
distance_market_now_idpfloat64Source column.``
safe_market_access_now_idpstringSource column.``
primary_water_source_pre_idpstringSource column.Water trucking
difficulties_water_pre_idpstringSource column.Yes
problems_water_pre_idpstringSource column.Water system/network was deficient
problems_water_pre_idp_system_deficientfloat64Source column.1.0
problems_water_pre_idp_hand_pumps_deficientfloat64Source column.0.0
problems_water_pre_idp_no_skills_repairfloat64Source column.0.0
problems_water_pre_idp_lack_containersfloat64Source column.0.0
problems_water_pre_idp_lack_fuelfloat64Source column.0.0
problems_water_pre_idp_physical_constraintsfloat64Source column.0.0
problems_water_pre_idp_logistical_constraintsfloat64Source column.0.0
problems_water_pre_idp_safety_constraintsfloat64Source column.0.0
problems_water_pre_idp_lack_money_resourcesfloat64Source column.0.0
problems_water_pre_idp_system_overstretchedfloat64Source column.0.0
problems_water_pre_idp_decrease_water_vendorsfloat64Source column.0.0
problems_water_pre_idp_lack_chemicalsfloat64Source column.0.0
problems_water_pre_idp_water_pollutedfloat64Source column.0.0
problems_water_pre_idp_otherfloat64Source column.0.0
problems_water_pre_idp_dont_knowfloat64Source column.0.0
problems_water_pre_idp_prefer_not_to_answerfloat64Source column.0.0
measures_safe_water_pre_idpstringSource column.Treat with disinfection tablets
measures_safe_water_pre_idp_disinfection_tabletsfloat64Source column.1.0
measures_safe_water_pre_idp_household_filtersfloat64Source column.0.0
measures_safe_water_pre_idp_use_chlorinefloat64Source column.0.0
measures_safe_water_pre_idp_buy_bottled_waterfloat64Source column.0.0
measures_safe_water_pre_idp_otherfloat64Source column.0.0
measures_safe_water_pre_idp_dont_knowfloat64Source column.0.0
measures_safe_water_pre_idp_prefer_not_to_answerfloat64Source column.0.0
pay_for_water_pre_idpstringSource column.Yes, we paid to access water
form_of_payment_pre_idpstringSource column.Cash
time_to_access_water_pre_idpstringSource column.Under 30 minutes
interruption_water_pre_idpstringSource column.Yes
primary_water_source_now_idpstringSource column.Water trucking
turbidity_colourstringSource column.Poor
sterilizationstringSource column.Poor
salinity_tastestringSource column.Poor
sufficient_water_idpstringSource column.Don't know
store_water_idpstringSource column.Water tank
wash_nfi_idpstringSource column.Yes
difficulties_water_now_idpstringSource column.Yes
problems_water_now_idpstringSource column.Water system/network was deficient
problems_water_now_idp_system_deficientfloat64Source column.1.0
problems_water_now_idp_hand_pumps_deficientfloat64Source column.0.0
problems_water_now_idp_no_skills_repairfloat64Source column.0.0
problems_water_now_idp_lack_containersfloat64Source column.0.0
problems_water_now_idp_lack_fuelfloat64Source column.0.0
problems_water_now_idp_physical_constraintsfloat64Source column.0.0
problems_water_now_idp_logistical_constraintsfloat64Source column.0.0
problems_water_now_idp_safety_constraintsfloat64Source column.0.0
problems_water_now_idp_lack_money_resourcesfloat64Source column.0.0
problems_water_now_idp_system_overstretchedfloat64Source column.0.0
problems_water_now_idp_decrease_water_vendorsfloat64Source column.0.0
problems_water_now_idp_lack_chemicalsfloat64Source column.0.0
problems_water_now_idp_water_pollutedfloat64Source column.0.0
problems_water_now_idp_otherfloat64Source column.0.0
problems_water_now_idp_dont_knowfloat64Source column.0.0
problems_water_now_idp_prefer_not_to_answerfloat64Source column.0.0
measures_safe_water_now_idpstringSource column.Treat with disinfection tablets
measures_safe_water_now_idp_disinfection_tabletsfloat64Source column.1.0
measures_safe_water_now_idp_household_filtersfloat64Source column.0.0
measures_safe_water_now_idp_use_chlorinefloat64Source column.0.0
measures_safe_water_now_idp_buy_bottled_waterfloat64Source column.0.0
measures_safe_water_now_idp_otherfloat64Source column.0.0
measures_safe_water_now_idp_dont_knowfloat64Source column.0.0
measures_safe_water_now_idp_prefer_not_to_answerfloat64Source column.0.0
pay_for_water_now_idpstringSource column.Yes, we paid to access water
form_of_payment_now_idpstringSource column.Cash
time_to_access_water_now_idpstringSource column.30 minutes to less than 1 hour
interruption_water_now_idpstringSource column.Yes
health_change_hoststringSource column.``
reason_worsened_health_hoststringSource column.``
reason_worsened_health_host_less_access_to_clean_waterfloat64Source column.``
reason_worsened_health_host_less_access_to_foodfloat64Source column.``
reason_worsened_health_host_less_access_to_health_servicfloat64Source column.``
reason_worsened_health_host_less_access_to_hygiene_facilfloat64Source column.``
reason_worsened_health_host_poorer_housing_conditionsfloat64Source column.``
reason_worsened_health_host_higher_frequency_of_diseasesfloat64Source column.``
reason_worsened_health_host_prefer_not_to_answer_do_notfloat64Source column.``
reason_improved_health_hoststringSource column.``
reason_improved_health_host_better_access_to_clean_waterfloat64Source column.``
reason_improved_health_host_better_access_to_foodfloat64Source column.``
reason_improved_health_host_better_access_to_health_servfloat64Source column.``
reason_improved_health_host_better_access_to_hygiene_facfloat64Source column.``
reason_improved_health_host_better_housing_conditionsfloat64Source column.``
reason_improved_health_host_lower_frequency_of_diseasesfloat64Source column.``
reason_improved_health_host_prefer_not_to_answer_do_notfloat64Source column.``
access_healthcare_hoststringSource column.``
less_access_healthcare_hoststringSource column.``
less_access_healthcare_host_cost_of_healthcarefloat64Source column.``
less_access_healthcare_host_cost_of_transport_to_accessfloat64Source column.``
less_access_healthcare_host_distance_to_healthcare_facilfloat64Source column.``
less_access_healthcare_host_the_facilities_are_not_physifloat64Source column.``
less_access_healthcare_host_language_barriersfloat64Source column.``
less_access_healthcare_host_lack_of_informationfloat64Source column.``
less_access_healthcare_host_discrimination_in_healthcarefloat64Source column.``
less_access_healthcare_host_health_has_worsened_beyond_tfloat64Source column.``
less_access_healthcare_host_loss_of_necessary_medical_dofloat64Source column.``
less_access_healthcare_host_prefer_not_to_answer_do_notfloat64Source column.``
more_access_healthcare_hoststringSource column.``
more_access_healthcare_host_cost_of_healthcarefloat64Source column.``
more_access_healthcare_host_cost_of_transport_to_accessfloat64Source column.``
more_access_healthcare_host_distance_to_healthcare_facilfloat64Source column.``
more_access_healthcare_host_the_facilities_are_physicallfloat64Source column.``
more_access_healthcare_host_language_barriers_addressedfloat64Source column.``
more_access_healthcare_host_more_informationfloat64Source column.``
more_access_healthcare_host_less_discrimination_in_healtfloat64Source column.``
more_access_healthcare_host_the_local_healthcare_servicefloat64Source column.``
more_access_healthcare_host_prefer_not_to_answer_do_notfloat64Source column.``
free_healthcare_pre_hoststringSource column.``
cost_healthcare_pre_hostfloat64Source column.``
free_healthcare_now_hoststringSource column.``
cost_healthcare_now_hostfloat64Source column.``
spending_health_hoststringSource column.``
mental_health_hoststringSource column.``
access_food_pre_hoststringSource column.``
reasons_no_access_pre_hoststringSource column.``
reasons_no_access_pre_host_physical_constraints_barriersfloat64Source column.``
reasons_no_access_pre_host_logistical_constraintsfloat64Source column.``
reasons_no_access_pre_host_no_income_money_resources_tofloat64Source column.``
reasons_no_access_pre_host_some_type_of_food_are_too_expfloat64Source column.``
reasons_no_access_pre_host_food_available_is_not_adaptedfloat64Source column.``
reasons_no_access_pre_host_security_constraints_restrictfloat64Source column.``
reasons_no_access_pre_host_no_income_money_resources_to_2float64Source column.``
reasons_no_access_pre_host_no_money_income_or_resourcesfloat64Source column.``
reasons_no_access_pre_host_otherfloat64Source column.``
reasons_no_access_pre_host_prefer_not_to_answerfloat64Source column.``
food_source_pre_host_001stringSource column.``
food_source_pre_host_001_cultivatedfloat64Source column.``
food_source_pre_host_001_livestockfloat64Source column.``
food_source_pre_host_001_foragedfloat64Source column.``
food_source_pre_host_001_huntingfloat64Source column.``
food_source_pre_host_001_fishingfloat64Source column.``
food_source_pre_host_001_bought_with_cashfloat64Source column.``
food_source_pre_host_001_barteringfloat64Source column.``
food_source_pre_host_001_giftedfloat64Source column.``
food_source_pre_host_001_humanitarian_assistancefloat64Source column.``
food_source_pre_host_001_government_food_distributionfloat64Source column.``
food_source_pre_host_001_otherfloat64Source column.``
food_source_pre_host_001_don_t_knowfloat64Source column.``
food_source_pre_host_001_prefer_not_to_answerfloat64Source column.``
food_assistance_pre_hoststringSource column.``
meals_per_day_pre_hostfloat64Source column.``
functional_market_pre_hoststringSource column.``
food_stores_pre_hoststringSource column.``
distance_market_pre_hostfloat64Source column.``
safe_market_access_pre_hoststringSource column.``
access_food_now_hoststringSource column.``
reasons_no_access_now_hoststringSource column.``
reasons_no_access_now_host_physical_constraints_barriersfloat64Source column.``
reasons_no_access_now_host_logistical_constraintsfloat64Source column.``
reasons_no_access_now_host_no_income_money_resources_tofloat64Source column.``
reasons_no_access_now_host_some_type_of_food_are_too_expfloat64Source column.``
reasons_no_access_now_host_food_available_is_not_adaptedfloat64Source column.``
reasons_no_access_now_host_security_constraints_restrictfloat64Source column.``
reasons_no_access_now_host_no_income_money_resources_to_2float64Source column.``
reasons_no_access_now_host_no_money_income_or_resourcesfloat64Source column.``
reasons_no_access_now_host_otherfloat64Source column.``
reasons_no_access_now_host_prefer_not_to_answerfloat64Source column.``
food_source_now_host_001stringSource column.``
food_source_now_host_001_cultivatedfloat64Source column.``
food_source_now_host_001_livestockfloat64Source column.``
food_source_now_host_001_foragedfloat64Source column.``
food_source_now_host_001_huntingfloat64Source column.``
food_source_now_host_001_fishingfloat64Source column.``
food_source_now_host_001_bought_with_cashfloat64Source column.``
food_source_now_host_001_barteringfloat64Source column.``
food_source_now_host_001_giftedfloat64Source column.``
food_source_now_host_001_humanitarian_assistancefloat64Source column.``
food_source_now_host_001_government_food_distributionfloat64Source column.``
food_source_now_host_001_otherfloat64Source column.``
food_source_now_host_001_don_t_knowfloat64Source column.``
food_source_now_host_001_prefer_not_to_answerfloat64Source column.``
food_price_hoststringSource column.``
food_assistance_now_hoststringSource column.``
meals_per_day_now_hostfloat64Source column.``
food_quality_hoststringSource column.``
functional_market_now_hoststringSource column.``
market_open_hoststringSource column.``
food_stores_now_hoststringSource column.``
distance_market_now_hostfloat64Source column.``
safe_market_access_now_hoststringSource column.``
primary_water_source_pre_hoststringSource column.``
difficulties_water_pre_hoststringSource column.``
problems_water_pre_hoststringSource column.``
problems_water_pre_host_system_deficientfloat64Source column.``
problems_water_pre_host_hand_pumps_deficientfloat64Source column.``
problems_water_pre_host_no_skills_repairfloat64Source column.``
problems_water_pre_host_lack_containersfloat64Source column.``
problems_water_pre_host_lack_fuelfloat64Source column.``
problems_water_pre_host_physical_constraintsfloat64Source column.``
problems_water_pre_host_logistical_constraintsfloat64Source column.``
problems_water_pre_host_safety_constraintsfloat64Source column.``
problems_water_pre_host_lack_money_resourcesfloat64Source column.``
problems_water_pre_host_system_overstretchedfloat64Source column.``
problems_water_pre_host_decrease_water_vendorsfloat64Source column.``
problems_water_pre_host_lack_chemicalsfloat64Source column.``
problems_water_pre_host_water_pollutedfloat64Source column.``
problems_water_pre_host_otherfloat64Source column.``
problems_water_pre_host_dont_knowfloat64Source column.``
problems_water_pre_host_prefer_not_to_answerfloat64Source column.``
measures_safe_water_pre_hoststringSource column.``
measures_safe_water_pre_host_disinfection_tabletsfloat64Source column.``
measures_safe_water_pre_host_household_filtersfloat64Source column.``
measures_safe_water_pre_host_use_chlorinefloat64Source column.``
measures_safe_water_pre_host_buy_bottled_waterfloat64Source column.``
measures_safe_water_pre_host_otherfloat64Source column.``
measures_safe_water_pre_host_dont_knowfloat64Source column.``
measures_safe_water_pre_host_prefer_not_to_answerfloat64Source column.``
pay_for_water_pre_hoststringSource column.``
form_of_payment_pre_hoststringSource column.``
time_to_access_water_pre_hoststringSource column.``
interruption_water_pre_hoststringSource column.``
primary_water_source_now_hoststringSource column.``
turbidity_colour_2stringSource column.``
sterilization_001stringSource column.``
salinity_taste_001stringSource column.``
sufficient_water_hoststringSource column.``
store_water_hoststringSource column.``
wash_nfi_hoststringSource column.``
difficulties_water_now_hoststringSource column.``
problems_water_now_hoststringSource column.``
problems_water_now_host_system_deficientfloat64Source column.``
problems_water_now_host_hand_pumps_deficientfloat64Source column.``
problems_water_now_host_no_skills_repairfloat64Source column.``
problems_water_now_host_lack_containersfloat64Source column.``
problems_water_now_host_lack_fuelfloat64Source column.``
problems_water_now_host_physical_constraintsfloat64Source column.``
problems_water_now_host_logistical_constraintsfloat64Source column.``
problems_water_now_host_safety_constraintsfloat64Source column.``
problems_water_now_host_lack_money_resourcesfloat64Source column.``
problems_water_now_host_system_overstretchedfloat64Source column.``
problems_water_now_host_decrease_water_vendorsfloat64Source column.``
problems_water_now_host_lack_chemicalsfloat64Source column.``
problems_water_now_host_water_pollutedfloat64Source column.``
problems_water_now_host_otherfloat64Source column.``
problems_water_now_host_dont_knowfloat64Source column.``
problems_water_now_host_prefer_not_to_answerfloat64Source column.``
measures_safe_water_now_hoststringSource column.``
measures_safe_water_now_host_disinfection_tabletsfloat64Source column.``
measures_safe_water_now_host_household_filtersfloat64Source column.``
measures_safe_water_now_host_use_chlorinefloat64Source column.``
measures_safe_water_now_host_buy_bottled_waterfloat64Source column.``
measures_safe_water_now_host_otherfloat64Source column.``
measures_safe_water_now_host_dont_knowfloat64Source column.``
measures_safe_water_now_host_prefer_not_to_answerfloat64Source column.``
pay_for_water_now_hoststringSource column.``
form_of_payment_now_hoststringSource column.``
time_to_access_water_now_hoststringSource column.``
interruption_water_now_hoststringSource column.``
difficulty_seeing_closestringSource column.``
difficulty_seeing_close_yes_transportfloat64Source column.``
difficulty_seeing_close_yes_housingfloat64Source column.``
difficulty_seeing_close_yes_assistancefloat64Source column.``
difficulty_seeing_close_yes_assistive_devicesfloat64Source column.``
difficulty_seeing_close_nofloat64Source column.``
difficulty_seeing_close_prefer_not_to_answerfloat64Source column.``
difficulty_hearing_closestringSource column.``
difficulty_hearing_close_yes_transportfloat64Source column.``
difficulty_hearing_close_yes_housingfloat64Source column.``
difficulty_hearing_close_yes_assistancefloat64Source column.``
difficulty_hearing_close_yes_assistive_devicesfloat64Source column.``
difficulty_hearing_close_nofloat64Source column.``
difficulty_hearing_close_prefer_not_to_answerfloat64Source column.``
difficulty_walking_closestringSource column.``
difficulty_walking_close_yes_transportfloat64Source column.``
difficulty_walking_close_yes_housingfloat64Source column.``
difficulty_walking_close_yes_assistancefloat64Source column.``
difficulty_walking_close_yes_assistive_devicesfloat64Source column.``
difficulty_walking_close_nofloat64Source column.``
difficulty_walking_close_prefer_not_to_answerfloat64Source column.``
difficulty_remembering_closestringSource column.``
difficulty_remembering_close_yes_transportfloat64Source column.``
difficulty_remembering_close_yes_housingfloat64Source column.``
difficulty_remembering_close_yes_assistancefloat64Source column.``
difficulty_remembering_close_yes_assistive_devicesfloat64Source column.``
difficulty_remembering_close_nofloat64Source column.``
difficulty_remembering_close_prefer_not_to_answerfloat64Source column.``
difficulty_selfcare_closestringSource column.``
difficulty_selfcare_close_yes_transportfloat64Source column.``
difficulty_selfcare_close_yes_housingfloat64Source column.``
difficulty_selfcare_close_yes_assistancefloat64Source column.``
difficulty_selfcare_close_yes_assistive_devicesfloat64Source column.``
difficulty_selfcare_close_nofloat64Source column.``
difficulty_selfcare_close_prefer_not_to_answerfloat64Source column.``
difficulty_communicating_closestringSource column.``
difficulty_communicating_close_yes_transportfloat64Source column.``
difficulty_communicating_close_yes_housingfloat64Source column.``
difficulty_communicating_close_yes_assistancefloat64Source column.``
difficulty_communicating_close_yes_assistive_devicesfloat64Source column.``
difficulty_communicating_close_nofloat64Source column.``
difficulty_communicating_close_prefer_not_to_answerfloat64Source column.``
assistance_receivedstringSource column.``
assistance_received_yes_financial_support_moneyfloat64Source column.``
assistance_received_yes_specialized_healthcarefloat64Source column.``
assistance_received_yes_equipment_to_help_with_your_difffloat64Source column.``
assistance_received_yes_otherfloat64Source column.``
assistance_received_nofloat64Source column.``
assistance_received_prefer_not_to_answerfloat64Source column.``
what_is_the_main_language_you_hausafloat64Source column.``
what_is_the_main_language_you_nubianfloat64Source column.``
what_is_the_main_language_you_lingofloat64Source column.``
what_types_of_crops_did_your_hsorghumfloat64Source column.``
what_types_of_crops_did_your_hmilletfloat64Source column.``
what_types_of_crops_did_your_hwheatfloat64Source column.``
what_types_of_crops_did_your_hsunflowerfloat64Source column.``
what_types_of_crops_did_your_hwhite_beansfloat64Source column.``
what_types_of_crops_did_your_hbeansfloat64Source column.``
what_types_of_crops_did_your_hred_beansfloat64Source column.``
what_types_of_crops_did_your_hokrafloat64Source column.``
what_types_of_crops_did_your_hsesamefloat64Source column.``
what_types_of_crops_did_your_hhibiscusfloat64Source column.``
what_types_of_crops_did_your_heggplantsfloat64Source column.``
what_types_of_crops_did_your_hwatermelonsfloat64Source column.``
what_types_of_crops_did_your_hsweet_potatofloat64Source column.``
what_types_of_crops_did_your_hpotatofloat64Source column.``
what_types_of_crops_did_your_htomatofloat64Source column.``
what_types_of_crops_did_your_horangefloat64Source column.``
what_types_of_crops_did_your_hmangofloat64Source column.``
what_types_of_crops_did_your_hlemonfloat64Source column.``
what_types_of_crops_did_your_hcloverfloat64Source column.``
what_types_of_crops_did_your_hpeanutsfloat64Source column.``
what_types_of_crops_did_your_hdatesfloat64Source column.``
what_types_of_crops_did_your_hgarlicfloat64Source column.``
what_types_of_crops_did_your_hcucumberfloat64Source column.``
what_types_of_crops_did_your_hotherfloat64Source column.``
what_types_of_crops_does_your_sorghumfloat64Source column.``
what_types_of_crops_does_your_milletfloat64Source column.``
what_types_of_crops_does_your_wheatfloat64Source column.``
what_types_of_crops_does_your_sunflowerfloat64Source column.``
what_types_of_crops_does_your_white_beansfloat64Source column.``
what_types_of_crops_does_your_beansfloat64Source column.``
what_types_of_crops_does_your_red_beansfloat64Source column.``
what_types_of_crops_does_your_okrafloat64Source column.``
what_types_of_crops_does_your_sesamefloat64Source column.``
what_types_of_crops_does_your_hibiscusfloat64Source column.``
what_types_of_crops_does_your_eggplantsfloat64Source column.``
what_types_of_crops_does_your_watermelonsfloat64Source column.``
what_types_of_crops_does_your_sweet_potatofloat64Source column.``
what_types_of_crops_does_your_potatofloat64Source column.``
what_types_of_crops_does_your_tomatofloat64Source column.``
what_types_of_crops_does_your_orangefloat64Source column.``
what_types_of_crops_does_your_mangofloat64Source column.``
what_types_of_crops_does_your_lemonfloat64Source column.``
what_types_of_crops_does_your_cloverfloat64Source column.``
what_types_of_crops_does_your_peanutsfloat64Source column.``
what_types_of_crops_does_your_datesfloat64Source column.``
what_types_of_crops_does_your_garlicfloat64Source column.``
what_types_of_crops_does_your_cucumberfloat64Source column.``
what_types_of_crops_does_your_otherfloat64Source column.``
what_is_the_main_language_you_2stringSource column.``
source_period_start_yearInt64First year inferred from source resource metadata.2019
source_period_end_yearInt64Last year inferred from source resource metadata.2019
source_period_labelcategoryHuman-readable period inferred from source resource metadata.2019
source_providercategoryPublishing organization.Internal Displacement Monitoring Centre (IDMC)
source_datasetcategorySource package title.Sudan: Socio Economic Impacts of Internal Displacement
source_resourcecategorySource resource title.idmc_sudan_socioeconomicimpact_idps_06122024_10012025.xlsx
source_package_idcategoryCKAN package UUID.e064196f-3bb4-463f-b1ef-239e54a1be14
source_resource_idcategoryCKAN resource UUID.3718c290-ab89-456e-a444-e1617d8c578d
source_urlcategoryOriginal source resource URL.https://data.humdata.org/dataset/e064196f-3bb4-463f-b1ef-239e54a1be14/re
license_idcategorySource license identifier.cc-by
retrieved_atcategoryUTC retrieval timestamp.2026-08-19T22:17:30Z
variable_namestringSource column.``
label_original_auguststringSource column.``
orderfloat64Source column.``
sectionstringSource column.``
section_namestringSource column.``
subsectionstringSource column.``
universestringSource column.``
label_originalstringSource column.``
label_original_correctedstringSource column.``
questionstringSource column.``
answer_choicestringSource column.``
type_questionstringSource column.``
skip_logicstringSource column.``
answer_valuesstringSource column.``
n_answersfloat64Source column.``
type_answerstringSource column.``
answer_values_codestringSource column.``

Usage

python
from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-sudan-sudan-socio-economic-impacts-of-internal-displacement-be461e33")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

python
sample_country = df[df["country_iso3"] == "SDN"]

Work with indicators

python
if "indicator_id" in df.columns:
    print(df["indicator_id"].value_counts().head())
    sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])

Citation

bibtex
@misc{electric_sheep_africa_africa_sudan_sudan_socio_economic_impacts_of_internal_displacement_be461e33_2019,
  title        = {Sudan: Socio Economic Impacts of Internal Displacement | Africa (Sudan official open data)},
  author       = {Internal Displacement Monitoring Centre (IDMC)},
  year         = {2019},
  url          = {https://data.humdata.org/dataset/socio-economic-impacts-of-internal-displacement-in-sudan},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-sudan-sudan-socio-economic-impacts-of-internal-displacement-be461e33}}
}

License

Released under CC BY 4.0.

Original data (c) Internal Displacement Monitoring Centre (IDMC). When using this dataset, please cite both the original source above and the Electric Sheep Africa repackaging.

About Electric Sheep

Electric Sheep Africa is part of the Electric Sheep mission: a unified, ML-ready data layer for Africa on Hugging Face. We pull data from authoritative open sources, normalize the schemas, package as Parquet, and publish with consistent dataset cards so researchers and developers can use load_dataset() to start working in seconds.

Browse the full collection: huggingface.co/electricsheepafrica

Provenance: ingested 2026-08-19 via the Electric Sheep pipeline. Source URL: https://data.humdata.org/dataset/e064196f-3bb4-463f-b1ef-239e54a1be14/resource/3718c290-ab89-456e-a444-e1617d8c578d/download/idmcsudansocioeconomicimpactidps06122024_10012025.xlsx