{ "_id": "6a253f234b233be1983998b3", "Package": "cleaningtools", "Title": "cleaningtools package focuses on data cleaning", "Version": "0.0.0.9003", "Authors@R": "c(\nperson(\"Mehedi\", \"Khan\", , \"mh.khan@reach-initiative.org\", role = \"aut\",\ncomment = c(ORCID = \"0000-0002-4276-4485\")),\nperson(\"Yann\", \"Say\", , \"yann.say@impact-initiatives.org\", role = c(\"cre\", \"aut\"),\ncomment = c(ORCID = \"0000-0002-7390-4209\"))\n)", "Description": "The cleaningtools package focuses on cleaning, and has\nthree components: **Check**, which includes a set of functions\nthat flag values, such as check_outliers and check_logical.\n**Create**, which includes a set of functions to create\ndifferent items for use in cleaning, such as the cleaning log\nfrom the checks, clean data, and enumerator performance.\n**Review**, which includes a set of functions to review the\ncleaning.", "License": "MIT + file LICENSE", "URL": "https://impact-initiatives.github.io/cleaningtools/", "VignetteBuilder": "knitr", "Config/testthat/edition": "3", "Encoding": "UTF-8", "LazyData": "true", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.2", "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev libssl-dev\nlibnode-dev", "Repository": "https://humanitarian-user-group.r-universe.dev", "Date/Publication": "2024-11-25 13:17:02 UTC", "RemoteUrl": "https://github.com/impact-initiatives/cleaningtools", "RemoteRef": "HEAD", "RemoteSha": "f917e607115cb9da255d09039965a06bae1736e5", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-07 09:47:17 UTC", "User": "root" }, "Author": "Mehedi Khan [aut] (ORCID: ),\nYann Say [cre, aut] (ORCID: )", "Maintainer": "Yann Say ", "MD5sum": "09ef726d0d0e59a8159ce639ef15ebbd", "_user": "humanitarian-user-group", "_type": "src", "_file": "cleaningtools_0.0.0.9003.tar.gz", "_fileid": "72eae11a93b17178402a751f44ef6a685ce11f50a34c29d09edc23e6b629f449", "_filesize": 6256602, "_sha256": "72eae11a93b17178402a751f44ef6a685ce11f50a34c29d09edc23e6b629f449", "_created": "2026-06-07T09:47:17.000Z", "_published": "2026-06-07T09:51:31.776Z", "_distro": "noble", "_jobs": [ { "job": 79949046568, "time": 209, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7462982874" }, { "job": 79949046583, "time": 218, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7462984126" }, { "job": 79949046567, "time": 177, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7462979335" }, { "job": 79949046593, "time": 154, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7462976309" }, { "job": 79948853731, "time": 190, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7462958894" }, { "job": 79949046619, "time": 129, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7462973908" }, { "job": 79949046581, "time": 180, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7462979841" }, { "job": 79949046597, "time": 172, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7462978857" }, { "job": 79949046601, "time": 111, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7462971852" } ], "_buildurl": "https://github.com/r-universe/humanitarian-user-group/actions/runs/27088978626", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/impact-initiatives/cleaningtools", "_commit": { "id": "f917e607115cb9da255d09039965a06bae1736e5", "author": "yannsay-impact <79831444+yannsay-impact@users.noreply.github.com>", "committer": "GitHub ", "message": "Merge pull request #102 from yannsay-impact/update_readme_badges\n\nupdate readme", "time": 1732540622 }, "_maintainer": { "name": "Yann Say", "email": "yann.say@impact-initiatives.org", "login": "yannsay-impact", "description": "", "uuid": 79831444, "orcid": "0000-0002-7390-4209" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.1.0", "role": "Depends" }, { "package": "assertthat", "role": "Imports" }, { "package": "cluster", "role": "Imports" }, { "package": "data.table", "role": "Imports" }, { "package": "dplyr", "role": "Imports" }, { "package": "fs", "role": "Imports" }, { "package": "glue", "role": "Imports" }, { "package": "magrittr", "role": "Imports" }, { "package": "openxlsx", "role": "Imports" }, { "package": "purrr", "role": "Imports" }, { "package": "randomcoloR", "role": "Imports" }, { "package": "rlang", "role": "Imports" }, { "package": "snakecase", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "stringi", "role": "Imports" }, { "package": "stringr", "role": "Imports" }, { "package": "tibble", "role": "Imports" }, { "package": "tidyr", "role": "Imports" }, { "package": "tidyselect", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "tidyverse", "role": "Suggests" } ], "_owner": "impact-initiatives", "_selfowned": false, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 5, "_contributors": [ { "user": "yannsay-impact", "count": 114, "uuid": 79831444 }, { "user": "mhkhan27", "count": 21, "uuid": 54301198 }, { "user": "geocrunchy", "count": 21, "uuid": 121319689 }, { "user": "redeggplant1", "count": 8, "uuid": 63230276 }, { "user": "abrahamaz", "count": 7, "uuid": 73339994 } ], "_userbio": { "uuid": 29010300, "type": "organization", "name": "HumanitaRian-useR-group" }, "_downloads": { "count": 0, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/cleaningtools" }, "_devurl": "https://github.com/impact-initiatives/cleaningtools", "_pkgdown": "https://impact-initiatives.github.io/cleaningtools/", "_searchresults": 82, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/cleaningtools.html", "extra/contents.json", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_cranurl": false, "_exports": [ "%>%", "add_duration", "add_duration_from_audit", "add_info_to_cleaning_log", "add_percentage_missing", "auto_detect_sm_parents", "auto_sm_parent_children", "check_duplicate", "check_duration", "check_fcs", "check_logical", "check_logical_with_list", "check_others", "check_others_checks", "check_outliers", "check_percentage_missing", "check_pii", "check_soft_duplicates", "check_value", "coerce_to_character", "create_audit_list", "create_clean_data", "create_cleaning_log", "create_col_range", "create_combined_log", "create_duration_from_audit_sum_all", "create_duration_from_audit_with_start_end", "create_formated_wb", "create_formatted_choices", "create_logic_for_other", "create_validation_list", "create_xlsx_cleaning_log", "detect_variable", "recreate_parent_column", "review_cleaning", "review_cleaning_log", "review_others", "review_sample_frame_with_dataset", "verify_valid_choices", "verify_valid_survey" ], "_datasets": [ { "name": "cleaningtools_analysis_by_group", "title": "Analysis by population group", "object": "cleaningtools_analysis_by_group", "class": [ "tbl_df", "tbl", "data.frame" ], "fields": [ "main_variable", "label::English (en)", "label::Arabic (ar)", "choice", "choice_label::English (en)", "choice_label::Arabic (ar)", "subset_1_val", "mean.pct", "mean.pct_low", "mean.pct_upp", "n_unweighted", "subset_1_name", "response_count" ], "rows": 3091, "table": true, "tojson": true }, { "name": "cleaningtools_choices", "title": "Choices tab of kobo tool", "object": "cleaningtools_choices", "class": [ "tbl_df", "tbl", "data.frame" ], "fields": [ "list_name", "name", "label::English (en)", "label::Arabic (ar)", "filter" ], "rows": 970, "table": true, "tojson": true }, { "name": "cleaningtools_clean_data", "title": "Clean data", "object": "cleaningtools_clean_data", "class": [ "tbl_df", "tbl", "data.frame" ], "fields": [ "X.U.FEFF.start", "end", "date_assessment", "deviceid", "enumerator_num", "neighbourhood", "consent_remote", "hhh_r", "will_to_response_r", "age_respondent_r", "age_hoh", "gender_hoh", "displace_status", "displace_status_returnee", "return_date", "num_hh_member", "hh_hosting", "num_hh_hosting", "hh_hosted", "shelter_occupation", "shelter_occupation_other", "property_title", "rental_contract", "inc_employment_pension", "tot_expenses", "primary_livelihood", "primary_livelihood.savings", "primary_livelihood.employment", "primary_livelihood.remittences", "primary_livelihood.retirement_fund", "primary_livelihood.income_renting", "primary_livelihood.selling_assets", "primary_livelihood.selling_assisantance", "primary_livelihood.loans", "primary_livelihood.modm", "primary_livelihood.support", "primary_livelihood.ngo", "primary_livelihood.social_service", "primary_livelihood.illegal", "primary_livelihood.zakat", "primary_livelihood.other", "primary_livelihood.dont_know", "primary_livelihood.prefer_not_answer", "primary_livelihood.own_business", "primary_livelihood_other", "type_employment", "water_sources", "water_sources.piped", "water_sources.tap", "water_sources.borehole", "water_sources.well", "water_sources.bottled", "water_sources.trucking", "water_sources.spring", "water_sources.rainwater", "water_sources.surface", "water_sources.other", "water_sources.dont_know", "water_source_drinking", "treat_drink_water", "treat_drink_water_how", "treat_drink_water_how.boil", "treat_drink_water_how.let_stand", "treat_drink_water_how.expose_sunlight", "treat_drink_water_how.use_chlorine", "treat_drink_water_how.filter", "treat_drink_water_how.other", "treat_drink_water_how.dont_know", "water_source_cook", "treat_cook_water", "treat_cook_water_how", "treat_cook_water_how.boil", "treat_cook_water_how.let_stand", "treat_cook_water_how.expose_sunlight", "treat_cook_water_how.use_chlorine", "treat_cook_water_how.filter", "treat_cook_water_how.other", "treat_cook_water_how.dont_know", "piped_quality", "piped_quality.acceptable", "piped_quality.unacceptable_taste", "piped_quality.unacceptable_colour", "piped_quality.unacceptable_smell", "piped_quality.materials", "piped_quality.no_other", "piped_quality.dont_know", "tap_quality", "tap_quality.acceptable", "tap_quality.unacceptable_taste", "tap_quality.unacceptable_colour", "tap_quality.unacceptable_smell", "tap_quality.materials", "tap_quality.no_other", "tap_quality.dont_know", "borehole_quality", "borehole_quality.acceptable", "borehole_quality.unacceptable_taste", "borehole_quality.unacceptable_colour", "borehole_quality.unacceptable_smell", "borehole_quality.materials", "borehole_quality.no_other", "borehole_quality.dont_know", "trucking_quality", "trucking_quality.acceptable", "trucking_quality.unacceptable_taste", "trucking_quality.unacceptable_colour", "trucking_quality.unacceptable_smell", "trucking_quality.materials", "trucking_quality.no_other", "trucking_quality.dont_know", "water_source_bath", "water_source_clothes", "water_source_house", "own_animals", "water_source_animals", "cultivate_crops", "water_source_crops", "days_available_piped", "days_available_tap", "days_available_borehole", "days_available_trucking", "hours_available_piped", "hours_available_tap", "hours_available_borehole", "hours_available_trucking", "satisfaction_piped", "satisfaction_tap", "satisfaction_borehole", "satisfaction_bottled", "satisfaction_trucking", "spend_piped", "spend_tap", "spend_borehole", "spend_bottled", "spend_trucking", "water_tank", "water_tank_nb_sharing", "water_tank_litres", "water_tank_litres_nb", "water_tank_consent", "water_tank_shape", "water_tank_height", "water_tank_diameter", "water_tank_obs_number", "tank_store_piped", "tank_store_tap", "tank_store_borehole", "tank_store_trucking", "tank_fill_piped", "tank_fill_tap", "tank_fill_borehole", "tank_fill_trucking", "tank_emptied", "bottle_volume", "bottles_per_week", "number_pumps", "pump_horsepower", "pump_days", "pump_hours", "pump_connection_piped_sys", "responsible_collect_water", "seasonal_variation", "air_coolers", "air_coolers_nb", "air_coolers_hours", "access_water_enough", "access_water_enough_why_not", "access_water_enough_why_not.not_enough_hours", "access_water_enough_why_not.amount_not_enough", "access_water_enough_why_not.inconvenient_hours", "access_water_enough_why_not.supply_inconsistent", "access_water_enough_why_not.too_expensive", "access_water_enough_why_not.quality_poor", "access_water_enough_why_not.water_pressure", "access_water_enough_why_not.sources_closed", "access_water_enough_why_not.not_available_shops", "access_water_enough_why_not.tank_capacity", "access_water_enough_why_not.points_difficult_reach", "access_water_enough_why_not.some_groups_no_access", "access_water_enough_why_not.other", "access_water_enough_why_not.dont_know", "access_water_enough_why_not.prefer_not_answer", "access_water_enough_why_not_other", "money_coping_strategy_water", "water_system_connection", "connection_fees", "connection_fees_amount", "pay_water_charges_when", "pay_water_charges_last", "pay_water_charges_amount", "pay_water_charges_method", "pay_water_charges_prefer", "pay_water_charges_why_not", "pay_water_charges_why_not_other", "value_water_service", "pay_more_water_service", "water_meter_know", "water_meter_willing", "why_share_connection", "why_share_connection.cannot_afford", "why_share_connection.legal_status_property", "why_share_connection.legal_status_hh", "why_share_connection.paperwork", "why_share_connection.not_worth", "why_share_connection.government_responsibility", "why_share_connection.civil_docs", "why_share_connection.staff_refused", "why_share_connection.other", "why_share_connection.dont_know", "why_share_connection.prefer_not_answer", "why_no_subscription", "why_no_subscription.cannot_afford", "why_no_subscription.legal_status_property", "why_no_subscription.legal_status_hh", "why_no_subscription.paperwork", "why_no_subscription.not_worth", "why_no_subscription.government_responsibility", "why_no_subscription.civil_docs", "why_no_subscription.staff_refused", "why_no_subscription.other", "why_no_subscription.dont_know", "why_no_subscription.prefer_not_answer", "own_subscription_want", "own_subscription_assist", "own_subscription_assist_type", "own_subscription_assist_type.paperwork", "own_subscription_assist_type.legalising_property", "own_subscription_assist_type.civil_docs", "own_subscription_assist_type.dealing_staff", "own_subscription_assist_type.paying", "own_subscription_assist_type.other", "own_subscription_assist_type.dont_know", "problems_water", "problems_water_who_appr", "problems_water_who_appr.nobody", "problems_water_who_appr.water_office", "problems_water_who_appr.municipal_staff", "problems_water_who_appr.community_rep", "problems_water_who_appr.ninewa_dow", "problems_water_who_appr.ngo", "problems_water_who_appr.plumber", "problems_water_who_appr.other", "problems_water_who_appr.dont_know", "problems_water_who_appr.prefer_not_answer", "problems_water_who_appr_not", "problems_water_who_appr_not_other", "problems_water_action", "problems_water_time", "problems_water_who_attend", "problems_water_who_attend.nobody", "problems_water_who_attend.water_office", "problems_water_who_attend.municipal_staff", "problems_water_who_attend.community_rep", "problems_water_who_attend.ninewa_dow", "problems_water_who_attend.ngo", "problems_water_who_attend.plumber", "problems_water_who_attend.other", "problems_water_who_attend.dont_know", "problems_water_who_attend.prefer_not_answer", "problems_water_main_complaint", "problems_water_main_complaint_other", "leaks", "leaks_reported", "level_service", "level_service_why_poor", "level_service_why_poor_other", "regularity_supply", "water_office_receptiveness", "water_supply_before_2014", "water_supply_rest_neighbourhood", "water_supply_other_neighbourhoods", "water_supply_other_neighbourhoods_how", "water_supply_other_neighbourhoods_how.less_hours_days", "water_supply_other_neighbourhoods_how.smaller_quantity", "water_supply_other_neighbourhoods_how.hours_less_inconvenient", "water_supply_other_neighbourhoods_how.charges_higher", "water_supply_other_neighbourhoods_how.quality_poorer", "water_supply_other_neighbourhoods_how.pressure_lower", "water_supply_other_neighbourhoods_how.infrastructure_poorer", "water_supply_other_neighbourhoods_how.less_infrastructure", "water_supply_other_neighbourhoods_how.other", "water_supply_other_neighbourhoods_how.prefer_not_answer", "water_supply_other_neighbourhoods_why", "majority_pay", "water_office_fixes_leaks", "water_office_maintains", "received_outreach", "trust_water_office", "trust_water_office_why_not", "users_build_trust", "users_build_trust.nothing", "users_build_trust.pay_bills", "users_build_trust.report_leaks", "users_build_trust.conserve_water", "users_build_trust.other", "users_build_trust.dont_know", "users_build_trust.prefer_not_answer", "suggestions_improve_services", "suggestions_improve_services.increase_hours", "suggestions_improve_services.hours_more_convenient", "suggestions_improve_services.improve_quality", "suggestions_improve_services.reduce_price", "suggestions_improve_services.increase_pressure", "suggestions_improve_services.improve_infrastructure", "suggestions_improve_services.new_infrastructure", "suggestions_improve_services.extend_network", "suggestions_improve_services.repair_leaks", "suggestions_improve_services.other", "suggestions_improve_services.dont_know", "suggestions_improve_services.prefer_not_answer", "suggestions_improve_services_other", "help_office_improve", "help_office_improve.cannot_help", "help_office_improve.pay_bills", "help_office_improve.report_leaks", "help_office_improve.conserve_water", "help_office_improve.other", "help_office_improve.dont_know", "help_office_improve.prefer_not_answer", "how_engaged_by_office", "how_engaged_by_office.prefer_not_engaged", "how_engaged_by_office.face_to_face_home", "how_engaged_by_office.face_to_face_office", "how_engaged_by_office.community_rep", "how_engaged_by_office.phone", "how_engaged_by_office.sms", "how_engaged_by_office.email", "how_engaged_by_office.letter", "how_engaged_by_office.twitter", "how_engaged_by_office.facebook", "how_engaged_by_office.whatsapp", "how_engaged_by_office.complaints_box", "how_engaged_by_office.billboards", "how_engaged_by_office.posters", "how_engaged_by_office.leaflets", "how_engaged_by_office.other", "how_engaged_by_office.prefer_not_answer", "prefer_not_engage", "prefer_not_engage_other", "consent_telephone_number", "consent_share_location", "X_id", "X_uuid", "X_submission_time", "X_notes", "X_status", "X_submitted_by", "X_index", "socio_eco_division", "water_sector" ], "rows": 578, "table": true, "tojson": true }, { "name": "cleaningtools_cleaning_log", "title": "Cleaning log", "object": "cleaningtools_cleaning_log", "class": [ "tbl_df", "tbl", "data.frame" ], "fields": [ "X.U.FEFF.reported_date", "X_uuid", "enumerator_num", "questions", "issue", "old_value", "Comments.for.Field.Officer", "Field.Officer.s.response", "change_type", "new_value", "reason" ], "rows": 726, "table": true, "tojson": true }, { "name": "cleaningtools_food_consumption_df", "title": "Dataset with food consumption, household hunger Score component", "object": "cleaningtools_food_consumption_df", "class": [ "data.frame" ], "fields": [ "start", "end", "today", "deviceid", "audit", "audit_URL", "enumerator_id", "organization_name", "organization_name_other", "Calc_filter_organization", "pop_group", "data_collection_mode", "governorate", "district", "point_code", "point_code_other", "point_number", "point_accessible", "reason_point_not_accessible", "reason_point_not_accessible_other", "collect_gps_note", "point_not_accessible_note", "female_voice", "female_voice_note", "female_enum", "no_female_enum_note", "consent", "no_consent", "head_hh", "respondent_able_to_answer", "no_consent_respondent_note", "relationship_respondent", "relationship_respondent_other", "age_respondent", "gender_respondent", "age_respondent_note", "age_head", "gender_head", "Calc_filter_nationality", "hoh_nationality", "hoh_nationality_other", "hh_size", "live_at_same_residence_as_employer", "indv_loop_note", "Sum_age_5_9y", "Sum_age_5_17y", "Sum_age_10_14y", "Sum_age_15_17y", "Sum_age_above_14y", "Sum_age_0_17y", "Sum_age_3_18y", "Sum_age_4_19y", "Sum_age_0_6y", "Sum_age_5_9ym", "Sum_age_10_14ym", "Sum_age_15_17ym", "Sum_age_5_9yf", "Sum_age_10_14yf", "Sum_age_15_17yf", "Sum_age_0_5mn", "Sum_age_6_23mn", "Sum_age_0_23mn", "Sum_age_15_49yf", "Sum_Dis", "Sum_Child_5_17_Dis", "Sum_Child_enrolled", "Sum_F_5_9_not_enrolled", "Sum_M_5_9_not_enrolled", "Sum_F_10_14_not_enrolled", "Sum_M_10_14_not_enrolled", "Sum_F_15_17_not_enrolled", "Sum_M_15_17_not_enrolled", "Sum_Child_Dis_not_enrolled", "Sum_Child_access_online", "Sum_ind_needed_health_care", "Sum_ind_report_health_barrier", "Sum_ind_look_for_paid_job", "Sum_number_head", "Sum_number_co_head_respondent", "Sum_number_co_head_other", "number_head_note", "number_co_head_other_note", "number_head_respondent_note", "check_head_exist_note", "check_co_head_respondent_exist_note", "check_co_head_other_exist_note", "begin_migration_note", "main_reasons_hh_migrated_to_lebanon", "main_reasons_hh_migrated_to_lebanon.looking_for_job", "main_reasons_hh_migrated_to_lebanon.fleeing_conflict_insecurity", "main_reasons_hh_migrated_to_lebanon.education", "main_reasons_hh_migrated_to_lebanon.to_provide_for_my_family", "main_reasons_hh_migrated_to_lebanon.persecution", "main_reasons_hh_migrated_to_lebanon.lack_of_basic_necessities_amenities", "main_reasons_hh_migrated_to_lebanon.other", "main_reasons_hh_migrated_to_lebanon.dont_know", "main_reasons_hh_migrated_to_lebanon.prefer_not_to_answer", "main_reasons_hh_migrated_to_lebanon_other", "years_of_migration", "hh_relocated_since_2019", "relocating_primary_reason", "relocating_primary_reason_other", "hh_relocated_from", "movement_expectations_3_months", "country_destination_3_months", "country_destination_3_months_other", "district_destination_3_months", "movement_intentions_next_3_months", "movement_expectations_12_months", "country_destination_12_months", "country_destination_12_months_other", "district_destination_12_months", "movement_intentions_next_12_months", "wish_to_return_to_country_of_origion", "main_reasons_not_returning_to_country_of_origin", "main_reasons_not_returning_to_country_of_origin.fear_trauma_associated_with_return_to_area_country_of_origin", "main_reasons_not_returning_to_country_of_origin.conflict_in_area_country_of_origin", "main_reasons_not_returning_to_country_of_origin.lack_of_safety_and_security_in_area_country_of_origin", "main_reasons_not_returning_to_country_of_origin.no_financial_means_to_return_and_restart", "main_reasons_not_returning_to_country_of_origin.lack_of_livelihood_income_generating_activities_in_area_country_of_origin", "main_reasons_not_returning_to_country_of_origin.lack_of_basic_necessities_amenities", "main_reasons_not_returning_to_country_of_origin.lack_of_education_opportunities_in_the_area_country_of_origin", "main_reasons_not_returning_to_country_of_origin.immediate_family_and_network_will_not_return", "main_reasons_not_returning_to_country_of_origin.health_condition_does_not_allow_me_to_return", "main_reasons_not_returning_to_country_of_origin.administrative_barriers_to_return", "main_reasons_not_returning_to_country_of_origin.living_conditions_are_better_in_current_area", "main_reasons_not_returning_to_country_of_origin.no_specific_reason_for_not_intending_to_return", "main_reasons_not_returning_to_country_of_origin.other", "main_reasons_not_returning_to_country_of_origin.dont_know", "main_reasons_not_returning_to_country_of_origin.prefer_not_to_answer", "main_reasons_not_returning_to_country_of_origin_other", "main_reasons_returning_to_country_of_origin", "main_reasons_returning_to_country_of_origin.unable_to_access_basic_needs", "main_reasons_returning_to_country_of_origin.unable_to_send_remittances_to_family_in_country_of_origin", "main_reasons_returning_to_country_of_origin.lack_of_social_security_network_in_lebanon", "main_reasons_returning_to_country_of_origin.unsafe_exploitative_working_conditions_in_lebanon_unpaid_wages", "main_reasons_returning_to_country_of_origin.working_and_living_conditions_in_lebanon_not_as_advertised_envisioned", "main_reasons_returning_to_country_of_origin.end_of_employment_period", "main_reasons_returning_to_country_of_origin.immediate_family_and_friends_are_returning", "main_reasons_returning_to_country_of_origin.family_ties", "main_reasons_returning_to_country_of_origin.other", "main_reasons_returning_to_country_of_origin.dont_know", "main_reasons_returning_to_country_of_origin.prefer_not_to_answer", "main_reasons_returning_to_country_of_origin_other", "begin_education_note", "transferred_between_private_and_public", "modalities_children_using_for_distance_learning", "modalities_children_using_for_distance_learning.online_live_classes_with_teachers", "modalities_children_using_for_distance_learning.home_visits_by_teachers", "modalities_children_using_for_distance_learning.phone_whatsapp_communication_with_teachers", "modalities_children_using_for_distance_learning.radio_classes", "modalities_children_using_for_distance_learning.television_classes", "modalities_children_using_for_distance_learning.audio_mp3_classes", "modalities_children_using_for_distance_learning.learning_app_on_phone_tablet", "modalities_children_using_for_distance_learning.online_materials", "modalities_children_using_for_distance_learning.school_textbooks", "modalities_children_using_for_distance_learning.reading_books", "modalities_children_using_for_distance_learning.other_paper_based_learning_materials", "modalities_children_using_for_distance_learning.other", "modalities_children_using_for_distance_learning.dont_know", "modalities_children_using_for_distance_learning.prefer_not_to_answer", "modalities_children_using_for_distance_learning_other", "girls_5_9_dropped_out", "boys_5_9_dropped_out", "girls_10_14_dropped_out", "boys_10_14_dropped_out", "girls_15_17_dropped_out", "boys_15_17_dropped_out", "dis_5_17_dropped_out", "main_reason_child_drop_out", "main_reason_child_drop_out.enrolled_attending_non_formal_informal_education_program", "main_reason_child_drop_out.no_space_in_school", "main_reason_child_drop_out.school_denied_enrollment_registration", "main_reason_child_drop_out.no_school_in_the_area_too_far_from_residence", "main_reason_child_drop_out.difficulties_at_school_with_curriculum", "main_reason_child_drop_out.difficulties_at_school_with_language_of_instruction", "main_reason_child_drop_out.child_does_not_go_to_school_due_to_marriage", "main_reason_child_drop_out.child_does_not_go_to_school_due_to_work", "main_reason_child_drop_out.child_does_not_go_to_school_due_to_disability", "main_reason_child_drop_out.child_does_not_go_to_school_because_of_health_problems_diseases", "main_reason_child_drop_out.child_does_not_go_to_school_due_to_fear_of_contracting_from_covid_19", "main_reason_child_drop_out.cultural_religious_reasons", "main_reason_child_drop_out.fear_of_violence_in_schools", "main_reason_child_drop_out.fear_of_violent_on_the_way_to_schools", "main_reason_child_drop_out.fear_of_bullying", "main_reason_child_drop_out.cost_of_education", "main_reason_child_drop_out.age_is_not_appropriate_for_the_intended_grade_level", "main_reason_child_drop_out.other", "main_reason_child_drop_out.dont_know", "main_reason_child_drop_out.prefer_not_to_answer", "main_reason_child_drop_out_other", "begin_health_note", "accessing_health_care_coping_mechanisms", "accessing_health_care_coping_mechanisms.switched_to_a_public_health_care_facility_instead_of_private", "accessing_health_care_coping_mechanisms.delayed_or_canceled_hosptial_admission_doctors_visit_or_other_treatment", "accessing_health_care_coping_mechanisms.delayed_or_canceled_diagnostic_procedure_or_other_analysis", "accessing_health_care_coping_mechanisms.went_to_the_pharmacy_instead_of_the_doctor_or_clinic", "accessing_health_care_coping_mechanisms.managed_health_problem_with_home_remedy", "accessing_health_care_coping_mechanisms.reduced_non_medical_household_expenses", "accessing_health_care_coping_mechanisms.borrowed_money_to_afford_medical_care", "accessing_health_care_coping_mechanisms.sold_hh_asset", "accessing_health_care_coping_mechanisms.no_coping_mechanisms_needed", "accessing_health_care_coping_mechanisms.not_coping_mechanisms_available_to_the_hh", "accessing_health_care_coping_mechanisms.other", "accessing_health_care_coping_mechanisms.dont_know", "accessing_health_care_coping_mechanisms.prefer_not_to_answer", "accessing_health_care_coping_mechanisms_other", "accessing_medication_barriers", "accessing_medication_barriers.none_applicable_the_household_did_not_need_to_access_medication", "accessing_medication_barriers.no_barrier_to_access_medication", "accessing_medication_barriers.medication_is_not_available_in_the_health_facility", "accessing_medication_barriers.medication_is_not_available_in_private_pharmacy", "accessing_medication_barriers.couldnt_afford_the_cost_of_the_medication", "accessing_medication_barriers.couldnt_afford_doctors_visit_to_obtain_prescription", "accessing_medication_barriers.insurance_or_nssf_not_honored", "accessing_medication_barriers.dont_trust_the_quality_source_of_available_medicine", "accessing_medication_barriers.other", "accessing_medication_barriers.dont_know", "accessing_medication_barriers.prefer_not_to_answer", "accessing_medication_barriers_other", "accessing_medication_coping_mechanisms", "accessing_medication_coping_mechanisms.switched_to_substitutes_generics", "accessing_medication_coping_mechanisms.rationed_existing_medication", "accessing_medication_coping_mechanisms.acquired_medication_from_outside_Lebanon", "accessing_medication_coping_mechanisms.received_or_exchanged_medicine_through_informal_networks", "accessing_medication_coping_mechanisms.reduced_non_medical_household_expenses_to_afford_medication", "accessing_medication_coping_mechanisms.borrowed_money_to_afford_medication", "accessing_medication_coping_mechanisms.no_coping_mechanisms_needed", "accessing_medication_coping_mechanisms.no_coping_mechanisms_available_to_the_hh", "accessing_medication_coping_mechanisms.other", "accessing_medication_coping_mechanisms.dont_know", "accessing_medication_coping_mechanisms.prefer_not_to_answer", "accessing_medication_coping_mechanisms_other", "get_to_nearest_functional_health_facility_in_minutes", "child_receiving_routine_vaccination_barriers", "child_receiving_routine_vaccination_barriers.no_barriers_experienced", "child_receiving_routine_vaccination_barriers.vaccine_is_not_available_in_my_community", "child_receiving_routine_vaccination_barriers.cant_afford_cost_of_receiving_the_vaccine", "child_receiving_routine_vaccination_barriers.fear_of_exposure_to_covid_19_at_vaccination_site", "child_receiving_routine_vaccination_barriers.vaccination_site_is_difficult_to_access", "child_receiving_routine_vaccination_barriers.long_waiting_time_for_the_service", "child_receiving_routine_vaccination_barriers.worried_about_side_effects_of_vaccines", "child_receiving_routine_vaccination_barriers.dont_know_where_to_go_to_get_vaccines", "child_receiving_routine_vaccination_barriers.do_not_want_to_vaccine_children", "child_receiving_routine_vaccination_barriers.have_concerns_about_safety_or_quality_of_vaccines_at_vaccination_site", "child_receiving_routine_vaccination_barriers.fear_or_distrust_of_health_workers_at_vaccination_site", "child_receiving_routine_vaccination_barriers.dont_know_at_what_age_i_should_bring_my_child_for_vaccines", "child_receiving_routine_vaccination_barriers.child_is_not_old_enough", "child_receiving_routine_vaccination_barriers.other", "child_receiving_routine_vaccination_barriers.dont_know", "child_receiving_routine_vaccination_barriers.prefer_not_to_answer", "child_receiving_routine_vaccination_barriers_other", "household_have_any_kind_of_insurance", "begin_food_security_note", "food_consumption_score_note", "cereals_grains_roots_tubers", "beans_legumes_pulses_nuts", "milk_dairy_products", "meat_fish_eggs", "vegetables", "fruite", "oil_fat_butter", "sugar_sugary_food", "condiments_spices", "no_food_to_eat_because_of_lack_of_resources", "how_often_no_food_to_eat_because_of_lack_of_resources", "hh_memeber_sleep_hungry", "how_often_hh_memeber_sleep_hungry", "hh_member_go_a_whole_day_and_night_without_eating", "how_often_hh_member_go_a_whole_day_and_night_without_eating", "reduced_coping_strategies_index_note", "rely_on_less_preferred_and_less_expensive_food", "rely_on_help_from_a_relative_or_friend", "limit_portion_size_of_meals_at_meal_times", "restrict_consumption_by_adults_in_order_for_small_children", "reduce_number_of_meals_eaten_in_a_day", "livelihood_coping_strategy_index_note", "stress_1_sold_household_goods_radio_furniture_television_jewelery", "stress_2_spent_some_or_all_of_your_households_savings", "stress_3_bought_food_on_credit_and_or_borrowed_money_to_purchase_food", "crisis_1_married_children_under_18", "crisis_2_sold_productive_assets_and_or_means_of_transport", "crisis_3_withdrew_school_aged_children_from_school", "crisis_4_reduced_non_food_expenditures_on_education", "crisis_5_reduced_non_food_expenditures_on_health", "emergency_1_asked_for_money_from_strangers_begged", "emergency_2_sold_house_and_or_land", "emergency_3_accepted_high_risk_dangerous_or_exploiative_work", "emergency_4_involved_school_aged_chldren_in_income_generation", "begin_livelihood_note", "employment_main_barriers", "employment_main_barriers.no_obstacles_faced_in_finding_work", "employment_main_barriers.increased_competition_for_jobs_not_enough_jobs", "employment_main_barriers.employers_prefer_hiring_individuals_of_other_nationality_", "employment_main_barriers.available_jobs_are_too_far_away_commute_is_too_expensive", "employment_main_barriers.only_low_skilled_dangerous_or_low_paying_jobs", "employment_main_barriers.less_preferred_job_types", "employment_main_barriers.underqualified_for_available_jobs", "employment_main_barriers.lack_of_family_personal_connections", "employment_main_barriers.lack_of_livelihood_employment_opportunities_for_women", "employment_main_barriers.lack_of_livelihood_employment_opportunities_for_persons_with_disabilities", "employment_main_barriers.other", "employment_main_barriers.dont_know", "employment_main_barriers.prefer_not_to_answer", "employment_main_barriers_other", "trouble_meeting_essential_needs", "trouble_meeting_essential_needs.did_not_have_trouble_meeting_essential_needs", "trouble_meeting_essential_needs.food_needs", "trouble_meeting_essential_needs.communication_needs", "trouble_meeting_essential_needs.education_needs", "trouble_meeting_essential_needs.health_needs", "trouble_meeting_essential_needs.shelter_needs", "trouble_meeting_essential_needs.transport_services", "trouble_meeting_essential_needs.water", "trouble_meeting_essential_needs.electricity", "trouble_meeting_essential_needs.dont_know", "trouble_meeting_essential_needs.prefer_not_to_answer", "main_reason_trouble_meeting_essential_needs", "main_reason_trouble_meeting_essential_needs_other", "household_total_expenditure_in_lbp", "hh_expenditures_note", "accomodation", "medicine_health_products", "water_from_all_sources_combined_including_utilities", "hygiene_items", "energy_for_cooking", "communication", "electricity_including_private_generator", "other_expenses", "health_services_excluding_medicine", "debt_repayment", "education_tuition_transportation", "main_sources_of_income", "main_sources_of_income.savings", "main_sources_of_income.income_from_renting_out_house_land_or_property", "main_sources_of_income.employment_contracted", "main_sources_of_income.daily_intermittent_work", "main_sources_of_income.international_remittances", "main_sources_of_income.retirement_fund_or_pension", "main_sources_of_income.selling_household_assets", "main_sources_of_income.selling_assistance_received", "main_sources_of_income.loans_debt", "main_sources_of_income.support_from_community", "main_sources_of_income.support_from_friends_and_or_family_inside_the_country", "main_sources_of_income.ngo_un_governemental_or_charity_assistance", "main_sources_of_income.social_service_disability_allowance", "main_sources_of_income.illegal_or_socially_degrading_activities", "main_sources_of_income.agriculture_livestock_or_herding", "main_sources_of_income.self_employment", "main_sources_of_income.other", "main_sources_of_income.dont_know", "main_sources_of_income.prefer_not_to_answer", "main_sources_of_income_other", "total_income_category_in_lbp", "total_debt_in_lbp", "main_reasons_taking_debt", "main_reasons_taking_debt.healthcare", "main_reasons_taking_debt.food", "main_reasons_taking_debt.education", "main_reasons_taking_debt.clothing_nfis", "main_reasons_taking_debt.utility_bills", "main_reasons_taking_debt.rent", "main_reasons_taking_debt.building_reconstruction_rehabilitation", "main_reasons_taking_debt.major_purchase", "main_reasons_taking_debt.business_related_expenses_or_loans", "main_reasons_taking_debt.debt_related_to_migration", "main_reasons_taking_debt.other", "main_reasons_taking_debt.dont_know", "main_reasons_taking_debt.prefer_not_to_answer", "main_reasons_taking_debt_other", "begin_wash_note", "main_source_of_drinking_water", "main_source_of_drinking_water_other", "time_to_fetch_water", "who_fetch_water", "who_fetch_water.boys", "who_fetch_water.girls", "who_fetch_water.women", "who_fetch_water.men", "who_fetch_water.all", "other_sources_of_drinking_water", "other_sources_of_drinking_water.no", "other_sources_of_drinking_water.piped_connection_to_house", "other_sources_of_drinking_water.piped_connection_to_neighbours_house", "other_sources_of_drinking_water.public_tap_standpipe", "other_sources_of_drinking_water.protected_borehole_or_tubewell", "other_sources_of_drinking_water.unprotected_borehole_or_tubewell", "other_sources_of_drinking_water.protected_well", "other_sources_of_drinking_water.unprotected_well", "other_sources_of_drinking_water.protected_spring", "other_sources_of_drinking_water.unprotected_spring", "other_sources_of_drinking_water.rainwater_collection", "other_sources_of_drinking_water.tanker_truck", "other_sources_of_drinking_water.bottled_water", "other_sources_of_drinking_water.surface_water", "other_sources_of_drinking_water.other", "other_sources_of_drinking_water.dont_know", "other_sources_of_drinking_water.prefer_not_to_answer", "other_sources_of_drinking_water_other", "water_needs", "water_needs.drinking", "water_needs.cooking", "water_needs.personal_hygiene", "water_needs.other_domestic_purposes", "water_needs.none_of_the_above", "water_needs.dont_know", "water_needs.prefer_not_to_answer", "adapt_to_lack_of_water", "adapt_to_lack_of_water.less_preferred_water_sources_for_drinking_water", "adapt_to_lack_of_water.surface_water_for_drinking_water", "adapt_to_lack_of_water.less_preferred_water_sources_for_other_purposes", "adapt_to_lack_of_water.surface_water_for_other_purposes", "adapt_to_lack_of_water.fetch_water_at_a_source_further_than_the_usual_one", "adapt_to_lack_of_water.send_children_to_fetch_water", "adapt_to_lack_of_water.fetch_water_at_a_source_that_could_be_dangerous", "adapt_to_lack_of_water.spend_money_on_water_should_be_used_for_other_purposes", "adapt_to_lack_of_water.reduce_drinking_water_consumption", "adapt_to_lack_of_water.reduce_water_consumption_for_other_purposes", "adapt_to_lack_of_water.other", "adapt_to_lack_of_water.dont_know", "adapt_to_lack_of_water.prefer_not_to_answer", "adapt_to_lack_of_water_other", "sanitation_facility_hh_use", "sanitation_facility_hh_use_other", "toilet_latrine_wastewater_drain_into", "toilet_latrine_wastewater_drain_into_other", "share_sanitation_facility_with_other_hh", "how_many_hh_use_this_sanitation_facility", "shared_sanitation_facility_is_safe", "shared_sanitation_facility_is_safe.segregated_by_gender", "shared_sanitation_facility_is_safe.has_adequate_lighting", "shared_sanitation_facility_is_safe.can_be_locked_from_the_inside", "shared_sanitation_facility_is_safe.has_a_safe_and_well_lite_route_to_it", "shared_sanitation_facility_is_safe.none_of_the_above", "shared_sanitation_facility_is_safe.dont_know", "shared_sanitation_facility_is_safe.prefer_not_to_answer", "where_members_wash_their_hands", "how_waste_managed", "how_waste_managed_other", "waste_collected_on_regular_basis", "hh_sort_waste", "hh_sort_waste.no_not_sorting_any_of_the_waste", "hh_sort_waste.yes_organic_waste", "hh_sort_waste.yes_recyclable_waste", "hh_sort_waste.yes_other_types_such_as_diapers_toilet_paper_sanitary_napkins", "hh_sort_waste.dont_know", "hh_sort_waste.prefer_not_to_answer", "issues_accessing_hygien_items", "issues_accessing_hygien_items.hh_does_not_have_any_issue", "issues_accessing_hygien_items.hh_had_issues_but_did_not_try_to_adapt", "issues_accessing_hygien_items.rely_on_less_preferred_types_of_nfi", "issues_accessing_hygien_items.rely_on_substitutes", "issues_accessing_hygien_items.buying_nfi_at_market_place_further_than_the_usual_one", "issues_accessing_hygien_items.buying_nfi_at_market_place_in_a_dangerous_place", "issues_accessing_hygien_items.borrow_nfi_from_friend_or_relative", "issues_accessing_hygien_items.spend_money_on_nfi_that_should_be_used_for_other_purposes", "issues_accessing_hygien_items.reduce_nfi_consumption_for_personal_hygiene", "issues_accessing_hygien_items.reduce_nfi_consumption_for_other_purposes", "issues_accessing_hygien_items.other", "issues_accessing_hygien_items.dont_know", "issues_accessing_hygien_items.prefer_not_to_answer", "issues_accessing_hygien_items_other", "accessing_menstrual_materials_problems", "accessing_menstrual_materials_problems.no_problem", "accessing_menstrual_materials_problems.no_women_available", "accessing_menstrual_materials_problems.menstrual_materials_are_too_expensive", "accessing_menstrual_materials_problems.menstrual_materials_are_not_available_at_the_market", "accessing_menstrual_materials_problems.market_is_too_far_away", "accessing_menstrual_materials_problems.going_to_the_market_is_dangerous", "accessing_menstrual_materials_problems.market_is_difficult_to_reach", "accessing_menstrual_materials_problems.some_groups_do_not_have_access_to_the_market", "accessing_menstrual_materials_problems.dont_like_quality_of_menstrual_materials", "accessing_menstrual_materials_problems.other", "accessing_menstrual_materials_problems.dont_know", "accessing_menstrual_materials_problems.prefer_not_to_answer", "accessing_menstrual_materials_problems_other", "begin_shelter_note", "shelter_type_hh_live_in", "shelter_type_hh_live_in_other", "shelter_issues", "shelter_issues.shelter_totally_or_partially_collapsed", "shelter_issues.damaged_structure", "shelter_issues.presence_of_dirt_or_debris", "shelter_issues.window_doors_are_not_sealed_to_natural_elements", "shelter_issues.leaking_roof", "shelter_issues.leakage_rottenness_in_the_walls_floors", "shelter_issues.water_pipes_not_functional", "shelter_issues.lack_of_water_supply", "shelter_issues.sanitation_pipes_not_functional_lack_of_or_defective_sewage_system", "shelter_issues.latrine_toilet_is_not_useable", "shelter_issues.bathing_washing_facilities_are_not_useable", "shelter_issues.electricity_installation_connection_are_not_adequately_installed_or_not_safe", "shelter_issues.lack_of_insulation_from_cold", "shelter_issues.limited_ventilation", "shelter_issues.none_of_the_above", "what_damage_concern", "what_damage_concern.damaged_roof", "what_damage_concern.damaged_walls", "what_damage_concern.damaged_columns", "what_damage_concern.none_of_the_above", "living_conditions_inside_shelter_issues", "living_conditions_inside_shelter_issues.at_least_one_member_has_to_sleep_outside_or_on_the_floor", "living_conditions_inside_shelter_issues.unable_to_cook_and_or_store_food_properly", "living_conditions_inside_shelter_issues.unable_to_store_water_properly", "living_conditions_inside_shelter_issues.unable_to_adequately_perform_personal_hygiene", "living_conditions_inside_shelter_issues.does_not_feel_protected_in_the_Shelter", "living_conditions_inside_shelter_issues.insufficient_privacy", "living_conditions_inside_shelter_issues.unable_to_keep_warm_or_cool", "living_conditions_inside_shelter_issues.none_of_the_above", "living_conditions_inside_shelter_issues.dont_know", "living_conditions_inside_shelter_issues.prefer_not_to_answer", "occupancy_arrangement_in_current_dwelling", "occupancy_arrangement_in_current_dwelling_other", "rent_cost_per_month_in_lbp", "number_of_rooms_occupied_by_hh", "housing_land_and_property_problems", "housing_land_and_property_problems.ownership_dispute_with_third_party", "housing_land_and_property_problems.inheritance_dispute", "housing_land_and_property_problems.dispute_with_tenants", "housing_land_and_property_problems.unlawful_secondary_informal_occupation", "housing_land_and_property_problems.mortgage_related_dispute_with_the_bank", "housing_land_and_property_problems.property_pledge", "housing_land_and_property_problems.seizure_process", "housing_land_and_property_problems.dispute_over_use_modification_of_Cultural_heritage_building", "housing_land_and_property_problems.threat_of_eviction_living_under_an_eviction_notice", "housing_land_and_property_problems.lack_or_loss_of_housing_land_tenancy_or_other_ownership_documentation", "housing_land_and_property_problems.looting_of_private_property", "housing_land_and_property_problems.other", "housing_land_and_property_problems.dont_know", "housing_land_and_property_problems.prefer_not_to_answer", "housing_land_and_property_problems.none_of_the_above", "housing_land_and_property_problems_other", "when_hh_expected_demanded_to_leave_property_shelter", "who_issued_notice", "who_issued_notice_authority_other", "who_issued_notice_other", "reason_to_issue_notice", "reason_to_issue_notice_other", "begin_energy_communication_note", "hh_have_network_coverage_to_use_mobile_phone", "cooking_energy_sources", "cooking_energy_sources.gas", "cooking_energy_sources.diesel", "cooking_energy_sources.wood", "cooking_energy_sources.briquette", "cooking_energy_sources.electrict_powered_cooker", "cooking_energy_sources.charcoal", "cooking_energy_sources.bruning_trash", "cooking_energy_sources.none", "cooking_energy_sources.other", "cooking_energy_sources.dont_know", "cooking_energy_sources.prefer_not_to_answer", "cooking_energy_sources_other", "hh_electricity_sources", "hh_electricity_sources.private_generator", "hh_electricity_sources.neighbourhood_generator", "hh_electricity_sources.main_network", "hh_electricity_sources.solar_panels", "hh_electricity_sources.battery", "hh_electricity_sources.no_source_of_electricity", "hh_electricity_sources.other", "hh_electricity_sources.dont_know", "hh_electricity_sources.prefer_not_to_answer", "hh_electricity_sources_other", "avg_number_of_hours_hh_have_access_to_power_per_day", "strategies_hh_adopt_to_cope_with_electricity_shortages", "strategies_hh_adopt_to_cope_with_electricity_shortages.did_not_use_any_coping_mechanism_because_did_not_need_to", "strategies_hh_adopt_to_cope_with_electricity_shortages.did_not_use_any_coping_mechanism_because_was_not_able_to", "strategies_hh_adopt_to_cope_with_electricity_shortages.spend_money_usually_spent_on_other_things_to_pay_the_electricity_bill", "strategies_hh_adopt_to_cope_with_electricity_shortages.loan_debt", "strategies_hh_adopt_to_cope_with_electricity_shortages.selling_household_assests", "strategies_hh_adopt_to_cope_with_electricity_shortages.sharing_the_electricity_bill_with_neighbors", "strategies_hh_adopt_to_cope_with_electricity_shortages.illegal_connection_to_main_grid", "strategies_hh_adopt_to_cope_with_electricity_shortages.reduce_electricity_consumption", "strategies_hh_adopt_to_cope_with_electricity_shortages.getting_electricity_from_outside_the_household", "strategies_hh_adopt_to_cope_with_electricity_shortages.other", "strategies_hh_adopt_to_cope_with_electricity_shortages.dont_know", "strategies_hh_adopt_to_cope_with_electricity_shortages.prefer_not_to_answer", "strategies_hh_adopt_to_cope_with_electricity_shortages_other", "begin_protection_note", "hh_members_have_id_document", "hh_members_currently_have_legal_residency_in_Lebanon", "reason_some_hh_memebers_have_no_legal_residency_in_lebanon", "reason_some_hh_memebers_have_no_legal_residency_in_lebanon_other", "main_safety_security_concerns_for_women", "main_safety_security_concerns_for_women.none", "main_safety_security_concerns_for_women.being_robbed", "main_safety_security_concerns_for_women.being_threatened_with_violence", "main_safety_security_concerns_for_women.kidnapping", "main_safety_security_concerns_for_women.exortion_bribery", "main_safety_security_concerns_for_women.Confiscation_of_id_papers", "main_safety_security_concerns_for_women.suffering_from_physical_harassment_or_violence", "main_safety_security_concerns_for_women.suffering_from_verbal_harassment", "main_safety_security_concerns_for_women.suffering_from_sexual_harassment_or_violence", "main_safety_security_concerns_for_women.discrimination_or_persecution_ethnicity", "main_safety_security_concerns_for_women.discrimination_or_persecution_gender", "main_safety_security_concerns_for_women.other", "main_safety_security_concerns_for_women.dont_know", "main_safety_security_concerns_for_women.prefer_not_to_answer", "main_safety_security_concerns_for_women_other", "main_safety_security_concerns_for_men", "main_safety_security_concerns_for_men.none", "main_safety_security_concerns_for_men.being_robbed", "main_safety_security_concerns_for_men.being_threatened_with_violence", "main_safety_security_concerns_for_men.kidnapping", "main_safety_security_concerns_for_men.exortion_bribery", "main_safety_security_concerns_for_men.Confiscation_of_id_papers", "main_safety_security_concerns_for_men.suffering_from_physical_harassment_or_violence", "main_safety_security_concerns_for_men.suffering_from_verbal_harassment", "main_safety_security_concerns_for_men.suffering_from_sexual_harassment_or_violence", "main_safety_security_concerns_for_men.discrimination_or_persecution_ethnicity", "main_safety_security_concerns_for_men.discrimination_or_persecution_gender", "main_safety_security_concerns_for_men.other", "main_safety_security_concerns_for_men.dont_know", "main_safety_security_concerns_for_men.prefer_not_to_answer", "main_safety_security_concerns_for_men_other", "main_safety_security_concerns_for_girls_less_than_18", "main_safety_security_concerns_for_girls_less_than_18.none", "main_safety_security_concerns_for_girls_less_than_18.being_robbed", "main_safety_security_concerns_for_girls_less_than_18.being_threatened_with_violence", "main_safety_security_concerns_for_girls_less_than_18.kidnapping", "main_safety_security_concerns_for_girls_less_than_18.exortion_bribery", "main_safety_security_concerns_for_girls_less_than_18.Confiscation_of_id_papers", "main_safety_security_concerns_for_girls_less_than_18.suffering_from_physical_harassment_or_violence", "main_safety_security_concerns_for_girls_less_than_18.suffering_from_verbal_harassment", "main_safety_security_concerns_for_girls_less_than_18.suffering_from_sexual_harassment_or_violence", "main_safety_security_concerns_for_girls_less_than_18.discrimination_or_persecution_ethnicity", "main_safety_security_concerns_for_girls_less_than_18.discrimination_or_persecution_gender", "main_safety_security_concerns_for_girls_less_than_18.other", "main_safety_security_concerns_for_girls_less_than_18.dont_know", "main_safety_security_concerns_for_girls_less_than_18.prefer_not_to_answer", "main_safety_security_concerns_for_girls_less_than_18_other", "main_safety_security_concerns_for_boys_less_than_18", "main_safety_security_concerns_for_boys_less_than_18.none", "main_safety_security_concerns_for_boys_less_than_18.being_robbed", "main_safety_security_concerns_for_boys_less_than_18.being_threatened_with_violence", "main_safety_security_concerns_for_boys_less_than_18.kidnapping", "main_safety_security_concerns_for_boys_less_than_18.exortion_bribery", "main_safety_security_concerns_for_boys_less_than_18.Confiscation_of_id_papers", "main_safety_security_concerns_for_boys_less_than_18.suffering_from_physical_harassment_or_violence", "main_safety_security_concerns_for_boys_less_than_18.suffering_from_verbal_harassment", "main_safety_security_concerns_for_boys_less_than_18.suffering_from_sexual_harassment_or_violence", "main_safety_security_concerns_for_boys_less_than_18.discrimination_or_persecution_ethnicity", "main_safety_security_concerns_for_boys_less_than_18.discrimination_or_persecution_gender", "main_safety_security_concerns_for_boys_less_than_18.other", "main_safety_security_concerns_for_boys_less_than_18.dont_know", "main_safety_security_concerns_for_boys_less_than_18.prefer_not_to_answer", "main_safety_security_concerns_for_boys_less_than_18_other", "location_that_women_and_girls_avoid_because_they_feel_unsafe", "areas_women_girls_in_community_avoid_or_feel_unsafe_about", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.there_are_no_areas_that_women_and_girls_avoid_because_they_feel_unsafe", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.markets", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.social_community_religious_areas", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.on_their_way_to_school", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.on_their_way_to_community_centers_health_centers", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.on_their_way_back_home_form_a_religious_place", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.in_their_homes", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.in_public_transportation", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.on_the_street_in_the_neighborhood", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.other", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.dont_know", "areas_women_girls_in_community_avoid_or_feel_unsafe_about.prefer_not_to_answer", "areas_women_girls_in_community_avoid_or_feel_unsafe_about_other", "main_safety_security_concerns_for_disability_children_less_than_18", "main_safety_security_concerns_for_disability_children_less_than_18.none", "main_safety_security_concerns_for_disability_children_less_than_18.being_robbed", "main_safety_security_concerns_for_disability_children_less_than_18.being_threatened_with_violence", "main_safety_security_concerns_for_disability_children_less_than_18.kidnapping", "main_safety_security_concerns_for_disability_children_less_than_18.exortion_bribery", "main_safety_security_concerns_for_disability_children_less_than_18.Confiscation_of_id_papers", "main_safety_security_concerns_for_disability_children_less_than_18.suffering_from_physical_harassment_or_violence", "main_safety_security_concerns_for_disability_children_less_than_18.suffering_from_verbal_harassment", "main_safety_security_concerns_for_disability_children_less_than_18.suffering_from_sexual_harassment_or_violence", "main_safety_security_concerns_for_disability_children_less_than_18.discrimination_or_persecution_ethnicity", "main_safety_security_concerns_for_disability_children_less_than_18.discrimination_or_persecution_gender", "main_safety_security_concerns_for_disability_children_less_than_18.other", "main_safety_security_concerns_for_disability_children_less_than_18.dont_know", "main_safety_security_concerns_for_disability_children_less_than_18.prefer_not_to_answer", "main_safety_security_concerns_for_disability_children_less_than_18_other", "child_less_than_18_not_currently_living_in_hh", "how_many_children_are_not_living_in_the_hh", "reason_children_are_not_living_in_the_hh", "reason_children_are_not_living_in_the_hh.married_and_left_the_house", "reason_children_are_not_living_in_the_hh.left_the_house_to_seek_employment", "reason_children_are_not_living_in_the_hh.left_the_house_to_study", "reason_children_are_not_living_in_the_hh.left_the_house_to_engage_with_the_army_or_armed_groups", "reason_children_are_not_living_in_the_hh.kidnapped_abducted", "reason_children_are_not_living_in_the_hh.missing_left_and_no_news", "reason_children_are_not_living_in_the_hh.arbitrarily_detained", "reason_children_are_not_living_in_the_hh.other", "reason_children_are_not_living_in_the_hh.dont_know", "reason_children_are_not_living_in_the_hh.prefer_not_to_answer", "reason_children_are_not_living_in_the_hh_other", "child_less_than_18_engage_in_employment_outside_home", "begin_aap_note", "hh_received_aid_in_the_past_12_months", "when_was_the_last_time_your_hh_received_aid", "hh_satisfied_with_the_aid_you_received", "why_were_you_not_satisfied_with_the_aid_received", "why_were_you_not_satisfied_with_the_aid_received.quality_was_not_good_enough", "why_were_you_not_satisfied_with_the_aid_received.quantity_was_not_good_enough", "why_were_you_not_satisfied_with_the_aid_received.did_not_receive_the_aid_on_time_delays_in_delivery_of_aid", "why_were_you_not_satisfied_with_the_aid_received.assistance_delivered_was_not_adequate_to_the_needs_of_hh", "why_were_you_not_satisfied_with_the_aid_received.unable_to_share_feedback_or_making_a_complaint", "why_were_you_not_satisfied_with_the_aid_received.wanted_to_be_more_consulted_and_involved", "why_were_you_not_satisfied_with_the_aid_received.was_not_safe_to_access_use", "why_were_you_not_satisfied_with_the_aid_received.other", "why_were_you_not_satisfied_with_the_aid_received.dont_know", "why_were_you_not_satisfied_with_the_aid_received.prefer_not_to_answer", "why_were_you_not_satisfied_with_the_aid_received_other", "know_how_to_report_a_feedback_on_a_humanitarian_program", "how_household_prefer_to_give_feedback_to_aid_agencies", "how_household_prefer_to_give_feedback_to_aid_agencies.face_to_face_at_home_with_aid_worker", "how_household_prefer_to_give_feedback_to_aid_agencies.face_to_face_in_office_other_venue_with_aid_worker", "how_household_prefer_to_give_feedback_to_aid_agencies.face_to_face_with_member_of_the_community", "how_household_prefer_to_give_feedback_to_aid_agencies.complaints_and_suggestions_box", "how_household_prefer_to_give_feedback_to_aid_agencies.phone_call", "how_household_prefer_to_give_feedback_to_aid_agencies.sms", "how_household_prefer_to_give_feedback_to_aid_agencies.whatsApp", "how_household_prefer_to_give_feedback_to_aid_agencies.facebook", "how_household_prefer_to_give_feedback_to_aid_agencies.facebook_messenger", "how_household_prefer_to_give_feedback_to_aid_agencies.tweet", "how_household_prefer_to_give_feedback_to_aid_agencies.other", "how_household_prefer_to_give_feedback_to_aid_agencies.do_not_want_to_provide_feedback", "how_household_prefer_to_give_feedback_to_aid_agencies_other", "reasons_not_use_complaint_mechanisms_to_provide_feedback", "reasons_not_use_complaint_mechanisms_to_provide_feedback.complaints_do_not_result_in_a_positive_change", "reasons_not_use_complaint_mechanisms_to_provide_feedback.judgement_by_the_family_and_or_community", "reasons_not_use_complaint_mechanisms_to_provide_feedback.worry_that_negative_feedback_would_affect_future_aid", "reasons_not_use_complaint_mechanisms_to_provide_feedback.lack_of_confidentiality_data_protection", "reasons_not_use_complaint_mechanisms_to_provide_feedback.lack_of_transparency_in_the_process", "reasons_not_use_complaint_mechanisms_to_provide_feedback.negative_experience_with_complaint_handlers_in_the_past", "reasons_not_use_complaint_mechanisms_to_provide_feedback.other", "reasons_not_use_complaint_mechanisms_to_provide_feedback.dont_know", "reasons_not_use_complaint_mechanisms_to_provide_feedback.prefer_not_to_answer", "reasons_not_use_complaint_mechanisms_to_provide_feedback_other", "barriers_hh_experienced_trying_to_access_assistance", "barriers_hh_experienced_trying_to_access_assistance.have_not_tried_to_access", "barriers_hh_experienced_trying_to_access_assistance.none", "barriers_hh_experienced_trying_to_access_assistance.residing_in_an_inaccessible_area", "barriers_hh_experienced_trying_to_access_assistance.residing_in_an_area_where_providers_do_not_operate", "barriers_hh_experienced_trying_to_access_assistance.denied_as_a_result_of_political_affiliation", "barriers_hh_experienced_trying_to_access_assistance.deemed_ineligible_or_denied_as_a_result_of_nationality", "barriers_hh_experienced_trying_to_access_assistance.was_deemed_ineligible", "barriers_hh_experienced_trying_to_access_assistance.lack_of_resources_by_providers", "barriers_hh_experienced_trying_to_access_assistance.lack_of_documentation", "barriers_hh_experienced_trying_to_access_assistance.did_not_understand_application_procedures", "barriers_hh_experienced_trying_to_access_assistance.did_not_know_how_to_apply", "barriers_hh_experienced_trying_to_access_assistance.other", "barriers_hh_experienced_trying_to_access_assistance.dont_know", "barriers_hh_experienced_trying_to_access_assistance.prefer_not_to_answer", "barriers_hh_experienced_trying_to_access_assistance_other", "type_of_assistance_hh_prefer_to_receive", "type_of_assistance_hh_prefer_to_receive.not_want_to_receive_humanitarian_assistance_not_need_to_receive_assistance", "type_of_assistance_hh_prefer_to_receive.in_kind_food", "type_of_assistance_hh_prefer_to_receive.in_kind_nfis", "type_of_assistance_hh_prefer_to_receive.physical_cash", "type_of_assistance_hh_prefer_to_receive.cash_via_bank_transfer", "type_of_assistance_hh_prefer_to_receive.cash_via_prepaid_cards", "type_of_assistance_hh_prefer_to_receive.cash_via_mobile_money", "type_of_assistance_hh_prefer_to_receive.vouchers", "type_of_assistance_hh_prefer_to_receive.Services_healthcare_education", "type_of_assistance_hh_prefer_to_receive.other", "type_of_assistance_hh_prefer_to_receive.dont_know", "type_of_assistance_hh_prefer_to_receive.prefer_not_to_answer", "type_of_assistance_hh_prefer_to_receive_other", "top_three_priority_needs_note", "first_priority_need", "first_priority_need_other", "first_need_preferred_modality_to_get_assistance", "first_need_preferred_modality_to_get_assistance_other", "second_priority_need", "second_priority_need_other", "second_need_preferred_modality_to_get_assistance", "second_need_preferred_modality_to_get_assistance_other", "third_priority_need", "third_priority_need_other", "third_need_preferred_modality_to_get_assistance", "third_need_preferred_modality_to_get_assistance_other", "hh_satisfied_with_the_way_aid_workers_generally_behave", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.do_not_listen_to_anyone_in_our_community", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.do_not_speak_to_anyone_in_our_community", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.only_listen_to_local_leaders_head_men", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.only_speak_to_local_leaders_head_men", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.when_we_give_them_feedback_or_make_complaints_nothing_changes", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.do_not_provide_enough_information_about_registration_eligibility_or_distributions", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.show_lack_of_respect_for_local_cultures", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.are_disrespectful_in_their_interactions_with_individual_members_of_our_community", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.asked_for_favors_in_exchange_for_the_aid_service", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.other", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.dont_know", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave.prefer_not_to_answer", "reason_hh_not_satisfied_with_the_way_aid_workers_generally_behave_other", "hh_preferred_channel_of_receiving_information", "hh_preferred_channel_of_receiving_information.phone_call_hotline", "hh_preferred_channel_of_receiving_information.sms", "hh_preferred_channel_of_receiving_information.social_media", "hh_preferred_channel_of_receiving_information.tv", "hh_preferred_channel_of_receiving_information.newspapers_magazines", "hh_preferred_channel_of_receiving_information.billboards_posters", "hh_preferred_channel_of_receiving_information.leaflets", "hh_preferred_channel_of_receiving_information.face_to_face", "hh_preferred_channel_of_receiving_information.other", "hh_preferred_channel_of_receiving_information.dont_know", "hh_preferred_channel_of_receiving_information.prefer_not_to_answer", "hh_preferred_channel_of_receiving_information_other", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.safety_and_security", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.status_of_housing", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.food_security_child_nutrition_livelihoods", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.water_services", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.electricity_services", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.education", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.healthcare", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.legal_services", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.housing_land_and_property_services", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.explosive_hazards_clearance", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.obtaining_or_renewing_official_documentation", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.mhpss_services", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.women_specialized_services", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.assistance_to_return_to_country_of_origin", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.do_not_want_to_receive_information", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.other", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.dont_know", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors.prefer_not_to_answer", "information_type_hh_prefer_to_receive_from_humanitarian_aid_actors_other", "X_id", "X_uuid", "X_submission_time", "X_validation_status", "X_notes", "X_status", "X_submitted_by", "X_tags", "X_index" ], "rows": 5363, "table": true, "tojson": true }, { "name": "cleaningtools_overall_analysis", "title": "Nation/all population level analysis.", "object": "cleaningtools_overall_analysis", "class": [ "tbl_df", "tbl", "data.frame" ], "fields": [ "main_variable", "label::English (en)", "label::Arabic (ar)", "choice", "choice_label::English (en)", "choice_label::Arabic (ar)", "mean.pct", "mean.pct_low", "mean.pct_upp", "n_unweighted", "response_count" ], "rows": 479, "table": true, "tojson": true }, { "name": "cleaningtools_raw_data", "title": "Raw data", "object": "cleaningtools_raw_data", "class": [ "tbl_df", "tbl", "data.frame" ], "fields": [ "X.U.FEFF.start", "end", "date_assessment", "deviceid", "enumerator_num", "neighbourhood", "consent_remote", "hhh_r", "will_to_response_r", "age_respondent_r", "age_hoh", "gender_hoh", "displace_status", "displace_status_returnee", "return_date", "num_hh_member", "hh_hosting", "num_hh_hosting", "hh_hosted", "shelter_occupation", "shelter_occupation_other", "property_title", "rental_contract", "inc_employment_pension", "tot_expenses", "primary_livelihood", "primary_livelihood.savings", "primary_livelihood.employment", "primary_livelihood.remittences", "primary_livelihood.retirement_fund", "primary_livelihood.income_renting", "primary_livelihood.selling_assets", "primary_livelihood.selling_assisantance", "primary_livelihood.loans", "primary_livelihood.modm", "primary_livelihood.support", "primary_livelihood.ngo", "primary_livelihood.social_service", "primary_livelihood.illegal", "primary_livelihood.zakat", "primary_livelihood.other", "primary_livelihood.dont_know", "primary_livelihood.prefer_not_answer", "primary_livelihood.own_business", "primary_livelihood_other", "type_employment", "water_sources", "water_sources.piped", "water_sources.tap", "water_sources.borehole", "water_sources.well", "water_sources.bottled", "water_sources.trucking", "water_sources.spring", "water_sources.rainwater", "water_sources.surface", "water_sources.other", "water_sources.dont_know", "water_source_drinking", "treat_drink_water", "treat_drink_water_how", "treat_drink_water_how.boil", "treat_drink_water_how.let_stand", "treat_drink_water_how.expose_sunlight", "treat_drink_water_how.use_chlorine", "treat_drink_water_how.filter", "treat_drink_water_how.other", "treat_drink_water_how.dont_know", "water_source_cook", "treat_cook_water", "treat_cook_water_how", "treat_cook_water_how.boil", "treat_cook_water_how.let_stand", "treat_cook_water_how.expose_sunlight", "treat_cook_water_how.use_chlorine", "treat_cook_water_how.filter", "treat_cook_water_how.other", "treat_cook_water_how.dont_know", "piped_quality", "piped_quality.acceptable", "piped_quality.unacceptable_taste", "piped_quality.unacceptable_colour", "piped_quality.unacceptable_smell", "piped_quality.materials", "piped_quality.no_other", "piped_quality.dont_know", "tap_quality", "tap_quality.acceptable", "tap_quality.unacceptable_taste", "tap_quality.unacceptable_colour", "tap_quality.unacceptable_smell", "tap_quality.materials", "tap_quality.no_other", "tap_quality.dont_know", "borehole_quality", "borehole_quality.acceptable", "borehole_quality.unacceptable_taste", "borehole_quality.unacceptable_colour", "borehole_quality.unacceptable_smell", "borehole_quality.materials", "borehole_quality.no_other", "borehole_quality.dont_know", "trucking_quality", "trucking_quality.acceptable", "trucking_quality.unacceptable_taste", "trucking_quality.unacceptable_colour", "trucking_quality.unacceptable_smell", "trucking_quality.materials", "trucking_quality.no_other", "trucking_quality.dont_know", "water_source_bath", "water_source_clothes", "water_source_house", "own_animals", "water_source_animals", "cultivate_crops", "water_source_crops", "days_available_piped", "days_available_tap", "days_available_borehole", "days_available_trucking", "hours_available_piped", "hours_available_tap", "hours_available_borehole", "hours_available_trucking", "satisfaction_piped", "satisfaction_tap", "satisfaction_borehole", "satisfaction_bottled", "satisfaction_trucking", "spend_piped", "spend_tap", "spend_borehole", "spend_bottled", "spend_trucking", "water_tank", "water_tank_nb_sharing", "water_tank_litres", "water_tank_litres_nb", "water_tank_consent", "water_tank_shape", "water_tank_height", "water_tank_diameter", "water_tank_obs_number", "tank_store_piped", "tank_store_tap", "tank_store_borehole", "tank_store_trucking", "tank_fill_piped", "tank_fill_tap", "tank_fill_borehole", "tank_fill_trucking", "tank_emptied", "bottle_volume", "bottles_per_week", "number_pumps", "pump_horsepower", "pump_days", "pump_hours", "pump_connection_piped_sys", "responsible_collect_water", "seasonal_variation", "air_coolers", "air_coolers_nb", "air_coolers_hours", "access_water_enough", "access_water_enough_why_not", "access_water_enough_why_not.not_enough_hours", "access_water_enough_why_not.amount_not_enough", "access_water_enough_why_not.inconvenient_hours", "access_water_enough_why_not.supply_inconsistent", "access_water_enough_why_not.too_expensive", "access_water_enough_why_not.quality_poor", "access_water_enough_why_not.water_pressure", "access_water_enough_why_not.sources_closed", "access_water_enough_why_not.not_available_shops", "access_water_enough_why_not.tank_capacity", "access_water_enough_why_not.points_difficult_reach", "access_water_enough_why_not.some_groups_no_access", "access_water_enough_why_not.other", "access_water_enough_why_not.dont_know", "access_water_enough_why_not.prefer_not_answer", "access_water_enough_why_not_other", "money_coping_strategy_water", "water_system_connection", "connection_fees", "connection_fees_amount", "pay_water_charges_when", "pay_water_charges_last", "pay_water_charges_amount", "pay_water_charges_method", "pay_water_charges_prefer", "pay_water_charges_why_not", "pay_water_charges_why_not_other", "value_water_service", "pay_more_water_service", "water_meter_know", "water_meter_willing", "why_share_connection", "why_share_connection.cannot_afford", "why_share_connection.legal_status_property", "why_share_connection.legal_status_hh", "why_share_connection.paperwork", "why_share_connection.not_worth", "why_share_connection.government_responsibility", "why_share_connection.civil_docs", "why_share_connection.staff_refused", "why_share_connection.other", "why_share_connection.dont_know", "why_share_connection.prefer_not_answer", "why_no_subscription", "why_no_subscription.cannot_afford", "why_no_subscription.legal_status_property", "why_no_subscription.legal_status_hh", "why_no_subscription.paperwork", "why_no_subscription.not_worth", "why_no_subscription.government_responsibility", "why_no_subscription.civil_docs", "why_no_subscription.staff_refused", "why_no_subscription.other", "why_no_subscription.dont_know", "why_no_subscription.prefer_not_answer", "own_subscription_want", "own_subscription_assist", "own_subscription_assist_type", "own_subscription_assist_type.paperwork", "own_subscription_assist_type.legalising_property", "own_subscription_assist_type.civil_docs", "own_subscription_assist_type.dealing_staff", "own_subscription_assist_type.paying", "own_subscription_assist_type.other", "own_subscription_assist_type.dont_know", "problems_water", "problems_water_who_appr", "problems_water_who_appr.nobody", "problems_water_who_appr.water_office", "problems_water_who_appr.municipal_staff", "problems_water_who_appr.community_rep", "problems_water_who_appr.ninewa_dow", "problems_water_who_appr.ngo", "problems_water_who_appr.plumber", "problems_water_who_appr.other", "problems_water_who_appr.dont_know", "problems_water_who_appr.prefer_not_answer", "problems_water_who_appr_not", "problems_water_who_appr_not_other", "problems_water_action", "problems_water_time", "problems_water_who_attend", "problems_water_who_attend.nobody", "problems_water_who_attend.water_office", "problems_water_who_attend.municipal_staff", "problems_water_who_attend.community_rep", "problems_water_who_attend.ninewa_dow", "problems_water_who_attend.ngo", "problems_water_who_attend.plumber", "problems_water_who_attend.other", "problems_water_who_attend.dont_know", "problems_water_who_attend.prefer_not_answer", "problems_water_main_complaint", "problems_water_main_complaint_other", "leaks", "leaks_reported", "level_service", "level_service_why_poor", "level_service_why_poor_other", "regularity_supply", "water_office_receptiveness", "water_supply_before_2014", "water_supply_rest_neighbourhood", "water_supply_other_neighbourhoods", "water_supply_other_neighbourhoods_how", "water_supply_other_neighbourhoods_how.less_hours_days", "water_supply_other_neighbourhoods_how.smaller_quantity", "water_supply_other_neighbourhoods_how.hours_less_inconvenient", "water_supply_other_neighbourhoods_how.charges_higher", "water_supply_other_neighbourhoods_how.quality_poorer", "water_supply_other_neighbourhoods_how.pressure_lower", "water_supply_other_neighbourhoods_how.infrastructure_poorer", "water_supply_other_neighbourhoods_how.less_infrastructure", "water_supply_other_neighbourhoods_how.other", "water_supply_other_neighbourhoods_how.prefer_not_answer", "water_supply_other_neighbourhoods_why", "majority_pay", "water_office_fixes_leaks", "water_office_maintains", "received_outreach", "trust_water_office", "trust_water_office_why_not", "users_build_trust", "users_build_trust.nothing", "users_build_trust.pay_bills", "users_build_trust.report_leaks", "users_build_trust.conserve_water", "users_build_trust.other", "users_build_trust.dont_know", "users_build_trust.prefer_not_answer", "suggestions_improve_services", "suggestions_improve_services.increase_hours", "suggestions_improve_services.hours_more_convenient", "suggestions_improve_services.improve_quality", "suggestions_improve_services.reduce_price", "suggestions_improve_services.increase_pressure", "suggestions_improve_services.improve_infrastructure", "suggestions_improve_services.new_infrastructure", "suggestions_improve_services.extend_network", "suggestions_improve_services.repair_leaks", "suggestions_improve_services.other", "suggestions_improve_services.dont_know", "suggestions_improve_services.prefer_not_answer", "suggestions_improve_services_other", "help_office_improve", "help_office_improve.cannot_help", "help_office_improve.pay_bills", "help_office_improve.report_leaks", "help_office_improve.conserve_water", "help_office_improve.other", "help_office_improve.dont_know", "help_office_improve.prefer_not_answer", "how_engaged_by_office", "how_engaged_by_office.prefer_not_engaged", "how_engaged_by_office.face_to_face_home", "how_engaged_by_office.face_to_face_office", "how_engaged_by_office.community_rep", "how_engaged_by_office.phone", "how_engaged_by_office.sms", "how_engaged_by_office.email", "how_engaged_by_office.letter", "how_engaged_by_office.twitter", "how_engaged_by_office.facebook", "how_engaged_by_office.whatsapp", "how_engaged_by_office.complaints_box", "how_engaged_by_office.billboards", "how_engaged_by_office.posters", "how_engaged_by_office.leaflets", "how_engaged_by_office.other", "how_engaged_by_office.prefer_not_answer", "prefer_not_engage", "prefer_not_engage_other", "consent_telephone_number", "consent_share_location", "X_id", "X_uuid", "X_submission_time", "X_notes", "X_status", "X_submitted_by", "X_index" ], "rows": 632, "table": true, "tojson": true }, { "name": "cleaningtools_sample_frame", "title": "Sample frame", "object": "cleaningtools_sample_frame", "class": [ "data.frame" ], "fields": [ "Managed.by", "Governorate", "Neighbourhood", "Total.no.of.HH", "Collected", "Remaining" ], "rows": 42, "table": true, "tojson": true }, { "name": "cleaningtools_survey", "title": "Survey tab of kobo tool", "object": "cleaningtools_survey", "class": [ "tbl_df", "tbl", "data.frame" ], "fields": [ "type", "name", "label::English (en)", "label::Arabic (ar)", "hint::English (en)", "hint::Arabic (ar)", "required", "relevant", "choice_filter", "constraint", "constraint_message::English (en)", "constraint_message::Arabic (ar)", "appearance", "parameters" ], "rows": 235, "table": true, "tojson": true } ], "_help": [ { "page": "add_duration", "title": "Creates a duration variable using the start and end time of the survey", "topics": [ "add_duration" ] }, { "page": "add_duration_from_audit", "title": "Adds duration from the audit file", "topics": [ "add_duration_from_audit" ] }, { "page": "add_info_to_cleaning_log", "title": "Add information to the cleaning log", "topics": [ "add_info_to_cleaning_log" ] }, { "page": "add_percentage_missing", "title": "Adds the percentage of missing values per row", "topics": [ "add_percentage_missing" ] }, { "page": "auto_detect_sm_parents", "title": "Detect select multiple parent columns", "topics": [ "auto_detect_sm_parents" ] }, { "page": "auto_sm_parent_child", "title": "detect and group together select multiple parent and children columns", "topics": [ "auto_sm_parent_child", "auto_sm_parent_children" ] }, { "page": "check_duplicate", "title": "Checks for duplicated values in columns", "topics": [ "check_duplicate" ] }, { "page": "check_duration", "title": "Check if duration is outside of a range", "topics": [ "check_duration" ] }, { "page": "check_fcs", "title": "FCS component checks", "topics": [ "check_fcs" ] }, { "page": "check_logical", "title": "Check a logical test", "topics": [ "check_logical" ] }, { "page": "check_logical_with_list", "title": "Check several logical test", "topics": [ "check_logical_with_list" ] }, { "page": "check_others", "title": "Generate a log for other follow up questions", "topics": [ "check_others" ] }, { "page": "check_others_checks", "title": "Check if the input passed to the check_others function is correct", "topics": [ "check_others_checks" ] }, { "page": "check_outliers", "title": "check outliers over the dataset", "topics": [ "check_outliers" ] }, { "page": "check_percentage_missing", "title": "Check the percentages of missing value", "topics": [ "check_percentage_missing" ] }, { "page": "check_pii", "title": "Checks for potential PII", "topics": [ "check_pii" ] }, { "page": "check_soft_duplicates", "title": "Checks for survey similarities - Soft Duplicates", "topics": [ "check_soft_duplicates" ] }, { "page": "check_value", "title": "Check for value(s) in the dataset", "topics": [ "check_value" ] }, { "page": "cleaningtools_analysis_by_group", "title": "Analysis by population group", "topics": [ "cleaningtools_analysis_by_group" ] }, { "page": "cleaningtools_choices", "title": "Choices tab of kobo tool", "topics": [ "cleaningtools_choices" ] }, { "page": "cleaningtools_clean_data", "title": "Clean data", "topics": [ "cleaningtools_clean_data" ] }, { "page": "cleaningtools_cleaning_log", "title": "Cleaning log", "topics": [ "cleaningtools_cleaning_log" ] }, { "page": "cleaningtools_food_consumption_df", "title": "Dataset with food consumption, household hunger Score component", "topics": [ "cleaningtools_food_consumption_df" ] }, { "page": "cleaningtools_overall_analysis", "title": "Nation/all population level analysis.", "topics": [ "cleaningtools_overall_analysis" ] }, { "page": "cleaningtools_raw_data", "title": "Raw data", "topics": [ "cleaningtools_raw_data" ] }, { "page": "cleaningtools_sample_frame", "title": "Sample frame", "topics": [ "cleaningtools_sample_frame" ] }, { "page": "cleaningtools_survey", "title": "Survey tab of kobo tool", "topics": [ "cleaningtools_survey" ] }, { "page": "coerce_to_character", "title": "Coerce numeric values to character, without scientific noting and NA are kept as NA.", "topics": [ "coerce_to_character" ] }, { "page": "create_audit_list", "title": "Read all audit files from a zip", "topics": [ "create_audit_list" ] }, { "page": "create_clean_data", "title": "implement cleaning log on raw data set.", "topics": [ "create_clean_data" ] }, { "page": "create_cleaning_log", "title": "Compares 2 dataset and logs differences", "topics": [ "create_cleaning_log" ] }, { "page": "create_cleaning_template", "title": "Create a project folder with a cleaning template", "topics": [ "create_cleaning_template" ] }, { "page": "create_col_range", "title": "Generate excel range to be used for the data validation formula in excel", "topics": [ "create_col_range" ] }, { "page": "create_combined_log", "title": "Merging the cleaning logs", "topics": [ "create_combined_log" ] }, { "page": "create_duration_from_audit_sum_all", "title": "Calculate duration from audit summing all time", "topics": [ "create_duration_from_audit_sum_all" ] }, { "page": "create_duration_from_audit_with_start_end", "title": "Calculate duration from audit between 2 questions", "topics": [ "create_duration_from_audit_with_start_end" ] }, { "page": "create_formated_wb", "title": "Creates formatted workbook with openxlsx", "topics": [ "create_formated_wb" ] }, { "page": "create_formatted_choices", "title": "Format and filter Choices for 'select_one' Questions", "topics": [ "create_formatted_choices" ] }, { "page": "create_logic_for_other", "title": "Create logical checks for \"other\" values.", "topics": [ "create_logic_for_other" ] }, { "page": "create_validation_list", "title": "Create a Validation List for Data Entry", "topics": [ "create_validation_list" ] }, { "page": "create_xlsx_cleaning_log", "title": "Creates formatted excel for cleaning log", "topics": [ "create_xlsx_cleaning_log" ] }, { "page": "detect_variable", "title": "detects variables names in code", "topics": [ "detect_variable" ] }, { "page": "recreate_parent_column", "title": "This function recreates the columns for select multiple questions", "topics": [ "recreate_parent_column" ] }, { "page": "review_cleaning", "title": "Review cleaning", "topics": [ "review_cleaning" ] }, { "page": "review_cleaning_log", "title": "Review cleaning log", "topics": [ "review_cleaning_log" ] }, { "page": "review_others", "title": "Review discrepancy between kobo relevancies and the dataset.", "topics": [ "review_others" ] }, { "page": "review_sample_frame_with_dataset", "title": "Compares the sample frame with the clean data", "topics": [ "review_sample_frame_with_dataset" ] }, { "page": "verify_valid_choices", "title": "Verify if the Kobo choices dataframe is valid", "topics": [ "verify_valid_choices" ] }, { "page": "verify_valid_survey", "title": "Verify if the Kobo survey dataframe is valid", "topics": [ "verify_valid_survey" ] } ], "_readme": "https://github.com/impact-initiatives/cleaningtools/raw/HEAD/readme.md", "_rundeps": [ "assertthat", "cli", "cluster", "colorspace", "cpp11", "curl", "data.table", "dplyr", "farver", "fs", "generics", "glue", "jsonlite", "labeling", "lifecycle", "magrittr", "openxlsx", "pillar", "pkgconfig", "purrr", "R6", "randomcoloR", "RColorBrewer", "Rcpp", "rlang", "Rtsne", "scales", "snakecase", "stringi", "stringr", "tibble", "tidyr", "tidyselect", "utf8", "V8", "vctrs", "viridisLite", "withr", "zip" ], "_score": 3.9138138523837167, "_indexed": false, "_nocasepkg": "cleaningtools", "_universes": [ "humanitarian-user-group" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.0.0.9003", "date": "2026-06-07T09:49:46.000Z", "distro": "noble", "commit": "f917e607115cb9da255d09039965a06bae1736e5", "fileid": "91b1c01c185f27587a1c1b0eea82498b0815547e80d726c167f104736c825d96", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/humanitarian-user-group/actions/runs/27088978626" }, { "r": "4.6.0", "os": "linux", "version": "0.0.0.9003", "date": "2026-06-07T09:49:45.000Z", "distro": "noble", "commit": "f917e607115cb9da255d09039965a06bae1736e5", "fileid": "66e70428b7f365a534fffde6ebb4c575f00ae4015aa82471fe6408ccf5716be1", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/humanitarian-user-group/actions/runs/27088978626" }, { "r": "4.5.3", "os": "mac", "version": "0.0.0.9003", "date": "2026-06-07T09:49:19.000Z", "commit": "f917e607115cb9da255d09039965a06bae1736e5", "fileid": "7c915b0f652488d12693578b33b197d372ea3a9c8220e07539e7b3903320f8c6", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/humanitarian-user-group/actions/runs/27088978626" }, { "r": "4.6.0", "os": "mac", "version": "0.0.0.9003", "date": "2026-06-07T09:48:59.000Z", "commit": "f917e607115cb9da255d09039965a06bae1736e5", "fileid": "7cb4a96a4b8a76a55f3799f27a5847acd48dcff4fa00e25de8df21be48ecc530", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/humanitarian-user-group/actions/runs/27088978626" }, { "r": "4.6.0", "os": "wasm", "version": "0.0.0.9003", "date": "2026-06-07T09:49:49.000Z", "commit": "f917e607115cb9da255d09039965a06bae1736e5", "fileid": "ea779dcca38b216846fd226c6db4d5f1e5eb61f9b60abbe77049616879df4784", "status": "success", "buildurl": "https://github.com/r-universe/humanitarian-user-group/actions/runs/27088978626" }, { "r": "4.7.0", "os": "win", "version": "0.0.0.9003", "date": "2026-06-07T09:48:45.000Z", "commit": "f917e607115cb9da255d09039965a06bae1736e5", "fileid": "f5c7ef79025055f7634eb3f354872c4b2c777b248b44e2552eaec9c96e8bb32b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/humanitarian-user-group/actions/runs/27088978626" }, { "r": "4.5.3", "os": "win", "version": "0.0.0.9003", "date": "2026-06-07T09:48:39.000Z", "commit": "f917e607115cb9da255d09039965a06bae1736e5", "fileid": "7930ac9c6b9fa1e7ebf7dcf17a9e480c1bfda81c3bba333b438d1102666dfee3", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/humanitarian-user-group/actions/runs/27088978626" }, { "r": "4.6.0", "os": "win", "version": "0.0.0.9003", "date": "2026-06-07T09:48:28.000Z", "commit": "f917e607115cb9da255d09039965a06bae1736e5", "fileid": "403f3d2afa0d9aa3ffcf38d8899959a51faf6762d7dc698ebdeea462d9615fa3", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/humanitarian-user-group/actions/runs/27088978626" } ] }