Pro-active actions - Enumerators rigorous work standards
Interview Duration
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
dates <- c("survey_start","end_survey")
result <- assessmentDuration(ds = ds, dates=dates)
knitr::kable(head(result[["ret_log"]],10))| x |
|---|
| The total time of data collection is 17872.88 minutes and the average time per survey is 35.89 minutes |
print(result[["graph"]])
#> NULLInterview Duration Outliers
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
dates <- c("survey_start","end_survey")
uniquerespondantID <- "X_uuid"
enumeratorID <- "enumerator_id"
reportingColumns <- c(enumeratorID, uniquerespondantID)
sdval<-2
result <- assessmentDurationOutliers(ds = ds,
dates=dates,
sdval=sdval,
reportingColumns=reportingColumns)
#> Loading required package: ggplot2
knitr::kable(head(result[["ret_log"]],10))| enumerator_id | X_uuid | surveytime | zscore |
|---|---|---|---|
| 52 | d18cc342-3e4f-46a2-8ed1-cf4c2bb73ab9 | 107.4667 secs | 2.458512 secs |
| 93 | 7adab422-2c20-4552-beaf-16f1aa831b82 | 113.0833 secs | 2.651431 secs |
| 18 | 25291b40-5a3b-486c-ad4f-52e38939234f | 191.9667 secs | 5.360887 secs |
| 10049 | a6a28f3c-08e7-4f7e-9826-008816ea596d | 117.7833 secs | 2.812865 secs |
| 10021 | a05f7999-53c4-4ab6-a243-2a1a86edde6c | 339.8167 secs | 10.439184 secs |
| 10037 | f597f78d-967b-4f95-8bd2-356e1f07e1b0 | 103.3000 secs | 2.315397 secs |
| 96 | aaf61dda-d04f-4936-9895-f80fae57c247 | 102.6333 secs | 2.292499 secs |
print(result[["graph"]])
Picked up less than a certain number of answers for select multiple questions
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
enumeratorID <- "enumerator_id"
questionsEnumeratorIsLazy <- c(consent_received.shelter_nfi.non_food_items=3,
consent_received.food_security.main_income=3,
consent_received.child_protection.boy_risk=3,
consent_received.child_protection.girl_risk=3)
result <- enumeratorIsLazy(ds = ds,
enumeratorID=enumeratorID,
questionsEnumeratorIsLazy=questionsEnumeratorIsLazy)
#> Loading required package: DescTools
knitr::kable(head(result[["ret_log"]], 10)) | enumeratorID | NbErr | field |
|---|---|---|
| 1 | 2 | consent_received.child_protection.girl_risk |
| 3 | 2 | consent_received.child_protection.girl_risk |
| 6 | 2 | consent_received.child_protection.girl_risk |
| 12 | 6 | consent_received.child_protection.girl_risk |
| 13 | 6 | consent_received.child_protection.girl_risk |
| 14 | 12 | consent_received.child_protection.girl_risk |
| 16 | 9 | consent_received.child_protection.girl_risk |
| 18 | 8 | consent_received.child_protection.girl_risk |
| 19 | 6 | consent_received.child_protection.girl_risk |
| 24 | 6 | consent_received.child_protection.girl_risk |
Are Interviews Completed?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
surveyConsent <- "survey_consent"
dates <- c("survey_start","end_survey")
uniquerespondantID <- "X_uuid"
enumeratorID <- "enumerator_id"
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- isInterviewCompleted(ds = ds,
surveyConsent=surveyConsent,
dates=dates,
reportingColumns=reportingColumns,
deleteIsInterviewCompleted=FALSE)
knitr::kable(head(result[["ret_log"]], 10)) | enumerator_id | X_uuid | survey_end |
|---|
print(result[["graph"]])
Do Interviews include Consent?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
surveyConsent <- "survey_consent"
uniquerespondantID <- "X_uuid"
enumeratorID <- "enumerator_id"
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- isInterviewWithConsent(ds = ds,
surveyConsent=surveyConsent,
reportingColumns=reportingColumns,
deleteIsInterviewWithConsent=FALSE)
knitr::kable(head(result[["ret_log"]], 10)) | enumerator_id | X_uuid | survey_consent |
|---|
print(result[["graph"]])
Is there Missing Values in the reponse?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
enumeratorID <- "enumerator_id"
result <- surveyMissingValues(ds = ds,
enumeratorID=enumeratorID,
enumeratorCheck=FALSE)
knitr::kable(head(result[["ret_log"]], 10)) | variables | pct | |
|---|---|---|
| X.5 | X.5 | 0 |
| instance_name | instance_name | 0 |
| survey_date | survey_date | 0 |
| survey_start | survey_start | 0 |
| enumerator_org | enumerator_org | 0 |
| enumerator_id | enumerator_id | 0 |
| upazilla_name | upazilla_name | 0 |
| union_name | union_name | 0 |
| informed_consent | informed_consent | 100 |
| survey_consent | survey_consent | 0 |
Number of distinct values (not missing) per fields
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
enumeratorID <- "enumerator_id"
result <- surveyDistinctValues(ds = ds,
enumeratorID=enumeratorID,
enumeratorCheck=FALSE)
knitr::kable(head(result[["ret_log"]], 10)) | X.5 | instance_name | survey_date | survey_start | enumerator_org | enumerator_id | upazilla_name | union_name | informed_consent | survey_consent | consent_received.respondent_info.respondent_age | consent_received.respondent_info.respondent_gender | consent_received.respondent_info.hh_head | consent_received.respondent_info.hh_gender | consent_received.respondent_info.hh_size | consent_received.individual_information.repeat_introduction | consent_received.individual_information.inividual_info_count | consent_received.individual_information.adult_female_count | consent_received.individual_information.boy_6_11_count | consent_received.individual_information.girl_6_11_count | consent_received.individual_information.boy_12_18_count | consent_received.individual_information.girl_12_18_count | consent_received.individual_information.individual_edu_aid_count | consent_received.individual_information.hh_head_number_count | consent_received.individual_information.hhead_warning | consent_received.individual_information.individual_group_end | consent_received.wash.primary_watsource | consent_received.wash.primary_watsource_other | consent_received.wash.improved_water_access | consent_received.wash.improved_water_access_other | consent_received.wash.enough_water | consent_received.wash.hh_water_problem | consent_received.wash.water_collection_problem | consent_received.wash.water_collection_problem.too_far | consent_received.wash.water_collection_problem.too_steep | consent_received.wash.water_collection_problem.available_sometime | consent_received.wash.water_collection_problem.dangerous | consent_received.wash.water_collection_problem.tastes_bad | consent_received.wash.water_collection_problem.water_badsmell | consent_received.wash.water_collection_problem.water_notclean | consent_received.wash.water_collection_problem.dont_know | consent_received.wash.water_collection_problem.other | consent_received.wash.water_collection_problem_other | consent_received.wash.water_source_time | consent_received.wash.water_collection_time | consent_received.wash.water_treatment | consent_received.wash.water_treatment_time | consent_received.wash.water_treatment_method | consent_received.wash.water_treatment_method.aquatabs | consent_received.wash.water_treatment_method.pur_sachets | consent_received.wash.water_treatment_method.boiling | consent_received.wash.water_treatment_method.cloth_filters | consent_received.wash.water_treatment_method.household_filters | consent_received.wash.water_treatment_method.solar_disinfection | consent_received.wash.water_treatment_method.other | consent_received.wash.water_treatment_method_other | consent_received.wash.soap_handwash | consent_received.wash.hh_defecation | consent_received.wash.hh_defecation_other | consent_received.wash.latrine_access | consent_received.wash.latrine_access_problems | consent_received.wash.latrine_access_problems.latrine_too_far | consent_received.wash.latrine_access_problems.too_many_using | consent_received.wash.latrine_access_problems.latrine_notclean | consent_received.wash.latrine_access_problems.insufficient_water | consent_received.wash.latrine_access_problems.bad_smell | consent_received.wash.latrine_access_problems.open_defecation_near_lat | consent_received.wash.latrine_access_problems.not_private | consent_received.wash.latrine_access_problems.no_separation | consent_received.wash.latrine_access_problems.route_not_safe | consent_received.wash.latrine_access_problems.latrine_not_safe | consent_received.wash.latrine_access_problems.no_lighting | consent_received.wash.latrine_access_problems.dont_know | consent_received.wash.latrine_access_problems.other | consent_received.wash.latrine_access_problems_other | consent_received.wash.handwash_times | consent_received.wash.handwash_times.before_eating | consent_received.wash.handwash_times.before_cooking | consent_received.wash.handwash_times.after_defecation | consent_received.wash.handwash_times.before_breastfeeding | consent_received.wash.handwash_times.before_feeding_chid | consent_received.wash.handwash_times.after_child_bottom | consent_received.wash.handwash_times.before_prayer | consent_received.wash.handwash_times.hands_look_dirty | consent_received.wash.handwash_times.hands_feel_dirty | consent_received.wash.handwash_times.other | consent_received.wash.handwash_times.dntknow_prefer | consent_received.wash.handwash_times.after_eating | consent_received.wash.handwash_times_other | consent_received.wash.visible_trash | consent_received.wash.visible_faeces | consent_received.wash.visible_waste | consent_received.shelter_nfi.hh_roof_material | consent_received.shelter_nfi.hh_roof_material.tin | consent_received.shelter_nfi.hh_roof_material.tarpaulin | consent_received.shelter_nfi.hh_roof_material.hay | consent_received.shelter_nfi.hh_roof_material.brick_cemen | consent_received.shelter_nfi.hh_roof_material.bamboo | consent_received.shelter_nfi.hh_roof_material.wood | consent_received.shelter_nfi.hh_roof_material.other | consent_received.shelter_nfi.hh_roof_material_other | consent_received.shelter_nfi.hh_wall_material | consent_received.shelter_nfi.hh_wall_material.bricks | consent_received.shelter_nfi.hh_wall_material.clay | consent_received.shelter_nfi.hh_wall_material.bamboo | consent_received.shelter_nfi.hh_wall_material.cement | consent_received.shelter_nfi.hh_wall_material.tarpaulin | consent_received.shelter_nfi.hh_wall_material.wood | consent_received.shelter_nfi.hh_wall_material.tin | consent_received.shelter_nfi.hh_wall_material.other | consent_received.shelter_nfi.hh_wall_material_other | consent_received.shelter_nfi.hh_floor_material | consent_received.shelter_nfi.hh_floor_material.bricks | consent_received.shelter_nfi.hh_floor_material.cement | consent_received.shelter_nfi.hh_floor_material.wood | consent_received.shelter_nfi.hh_floor_material.dirt | consent_received.shelter_nfi.hh_floor_material.other | consent_received.shelter_nfi.hh_floor_material_other | consent_received.shelter_nfi.solar_light | consent_received.shelter_nfi.electricity_grid | consent_received.shelter_nfi.hh_electricity_access | consent_received.shelter_nfi.hh_cyclone_training | consent_received.shelter_nfi.hh_flood_training | consent_received.shelter_nfi.non_food_items | consent_received.shelter_nfi.non_food_items.solar_lamp | consent_received.shelter_nfi.non_food_items.portable_torch | consent_received.shelter_nfi.non_food_items.kitchen_set | consent_received.shelter_nfi.non_food_items.floor_mat | consent_received.shelter_nfi.non_food_items.cooking_stove | consent_received.shelter_nfi.non_food_items.blanket | consent_received.shelter_nfi.non_food_items.mosquito_net | consent_received.shelter_nfi.non_food_items.children_clothes | consent_received.shelter_nfi.non_food_items.male_clothes | consent_received.shelter_nfi.non_food_items.female_clothes | consent_received.shelter_nfi.non_food_items.radio | consent_received.shelter_nfi.non_food_items.umbrella | consent_received.shelter_nfi.non_food_items.fuel | consent_received.shelter_nfi.non_food_items.other | consent_received.shelter_nfi.non_food_items.latrine_bathroom | consent_received.shelter_nfi.non_food_items.tubewell | consent_received.shelter_nfi.non_food_items_other | consent_received.shelter_nfi.cooking_fuel | consent_received.shelter_nfi.cooking_fuel_other | consent_received.shelter_nfi.house_land_ownership | consent_received.shelter_nfi.house_land_ownership_other | consent_received.shelter_nfi.land_house_deed | consent_received.shelter_nfi.rent_hosted | consent_received.shelter_nfi.hh_agreement | consent_received.shelter_nfi.eviction | consent_received.ppi.hh_rooms | consent_received.ppi.hh_television | consent_received.ppi.hh_fans | consent_received.ppi.hh_phones | consent_received.ppi.hh_vehicle | consent_received.ppi.hh_agri_land | consent_received.food_security.food_crisis | consent_received.food_security.less_preferred_expensive | consent_received.food_security.borrowed_food | consent_received.food_security.limit_portion_size | consent_received.food_security.restrict_consumption | consent_received.food_security.reduce_meal_numbers | consent_received.food_security.eat_elsewhere | consent_received.food_security.women_eat_less | consent_received.food_security.men_eat_less | consent_received.food_security.nofood_wholeday | consent_received.food_security.food_list | consent_received.food_security.cereals_tubers | consent_received.food_security.pulses_nuts_seeds | consent_received.food_security.vegetables | consent_received.food_security.fruits | consent_received.food_security.dairy | consent_received.food_security.meat_fish | consent_received.food_security.oil_fats | consent_received.food_security.sweets | consent_received.food_security.spices_condiments | consent_received.food_security.market_access | consent_received.food_security.market_travel_time | consent_received.food_security.main_source_food | consent_received.food_security.main_source_food_other | consent_received.food_security.food_hh_sustain | consent_received.food_security.main_income | consent_received.food_security.main_income.non_agricultural | consent_received.food_security.main_income.agricultural | consent_received.food_security.main_income.domestic | consent_received.food_security.main_income.petty_trade | consent_received.food_security.main_income.small_business | consent_received.food_security.main_income.large_business | consent_received.food_security.main_income.skilled_labour | consent_received.food_security.main_income.fishing | consent_received.food_security.main_income.remittances | consent_received.food_security.main_income.handicrafts | consent_received.food_security.main_income.agricultural_production_sale | consent_received.food_security.main_income.livestock_rearing | consent_received.food_security.main_income.savings | consent_received.food_security.main_income.begging | consent_received.food_security.main_income.food | consent_received.food_security.main_income.other_cash_assistance | consent_received.food_security.main_income.sale_assistance | consent_received.food_security.main_income.assistance_relative_friends | consent_received.food_security.main_income.gather_sell_firewood | consent_received.food_security.main_income.zakat | consent_received.food_security.main_income.other | consent_received.food_security.main_income.none | consent_received.food_security.main_income_other | consent_received.food_security.hh_econ_status | consent_received.food_security.hh_living_standard | consent_received.food_security.hh_spending | consent_received.food_security.spend_food | consent_received.food_security.spend_medication | consent_received.food_security.spend_education | consent_received.food_security.spend_fix_shelter | consent_received.food_security.spend_clothing | consent_received.food_security.spend_hygiene | consent_received.food_security.spend_fuel | consent_received.food_security.spend_hh_items | consent_received.food_security.spend_transport | consent_received.food_security.spend_communication | consent_received.food_security.spend_tobacco | consent_received.food_security.spend_rent | consent_received.food_security.spend_debts | consent_received.food_security.spend_other | consent_received.food_security.work_outside_country | consent_received.food_security.study_outside_country | consent_received.food_security.marry_outside_country | consent_received.food_security.return_outside_country | consent_received.food_security.forced_work_outside_country | consent_received.food_security.never_heard_back | consent_received.health.health_access | consent_received.health.health_access_barriers | consent_received.health.health_access_barriers.health_facility_too_far | consent_received.health.health_access_barriers.infrequent_services | consent_received.health.health_access_barriers.treatment_unavailable | consent_received.health.health_access_barriers.overcrowded_services | consent_received.health.health_access_barriers.insufficient_poorquality_staff | consent_received.health.health_access_barriers.not_adequate_material | consent_received.health.health_access_barriers.dont_know_to_go | consent_received.health.health_access_barriers.safety_concerns | consent_received.health.health_access_barriers.too_expensive | consent_received.health.health_access_barriers.dont_trust_doctors | consent_received.health.health_access_barriers.face_discrimination | consent_received.health.health_access_barriers.other | consent_received.health.health_access_barriers_other | consent_received.health.new_health_facility | consent_received.health.no_access_new_facility | consent_received.health.no_access_new_facility.dont_know_about_services | consent_received.health.no_access_new_facility.services_too_far | consent_received.health.no_access_new_facility.servicesare_not_for_hc | consent_received.health.no_access_new_facility.prefer_services_already_exist | consent_received.health.no_access_new_facility.other | consent_received.health.no_access_new_facility_other | consent_received.health.comm_health_worker | consent_received.health.lactating_women | consent_received.health.pregnant_women | consent_received.health.clinic_visit_pregnancy | consent_received.health.hh_marriage_person | consent_received.health.women_breastfeed_problem | consent_received.health.women_breastfeed_problem.doctors | consent_received.health.women_breastfeed_problem.midwife_nurse | consent_received.health.women_breastfeed_problem.older_relatives | consent_received.health.women_breastfeed_problem.traditional_healer | consent_received.health.women_breastfeed_problem.other_mothers | consent_received.health.women_breastfeed_problem.friends | consent_received.health.women_breastfeed_problem.others | consent_received.health.women_breastfeed_problem.wouldnt_seek_help | consent_received.health.women_breastfeed_problem.not_applicable | consent_received.health.women_breastfeed_problem.dont_know | consent_received.health.women_breastfeed_problem_other | consent_received.education.boy_prim_edu_barrier | consent_received.education.boy_edu_barrier | consent_received.education.boy_edu_barrier.facillities_too_far | consent_received.education.boy_edu_barrier.safety_concerns_way_facilities | consent_received.education.boy_edu_barrier.services_too_expensive | consent_received.education.boy_edu_barrier.services_too_crowded | consent_received.education.boy_edu_barrier.insufficient_poorquality_staff | consent_received.education.boy_edu_barrier.school_not_adequate_infra | consent_received.education.boy_edu_barrier.school_not_adequate_material | consent_received.education.boy_edu_barrier.face_discrimination | consent_received.education.boy_edu_barrier.children_support_family | consent_received.education.boy_edu_barrier.parents_think_not_appropriate | consent_received.education.boy_edu_barrier.other | consent_received.education.boy_edu_barrier.dont_know | consent_received.education.boy_edu_barrier_other | consent_received.education.girl_prim_edu_barrier | consent_received.education.girl_edu_barrier | consent_received.education.girl_edu_barrier.facillities_too_far | consent_received.education.girl_edu_barrier.safety_concerns_way_facilities | consent_received.education.girl_edu_barrier.services_too_expensive | consent_received.education.girl_edu_barrier.services_too_crowded | consent_received.education.girl_edu_barrier.insufficient_poorquality_staff | consent_received.education.girl_edu_barrier.school_not_adequate_infra | consent_received.education.girl_edu_barrier.school_not_adequate_material | consent_received.education.girl_edu_barrier.face_discrimination | consent_received.education.girl_edu_barrier.children_support_family | consent_received.education.girl_edu_barrier.parents_think_not_appropriate | consent_received.education.girl_edu_barrier.other | consent_received.education.girl_edu_barrier.dont_know | consent_received.education.girl_edu_barrier_other | consent_received.education.boy_second_edu_barrier | consent_received.education.boy_edu_barrier_1 | consent_received.education.boy_edu_barrier_1.facillities_too_far | consent_received.education.boy_edu_barrier_1.safety_concerns_way_facilities | consent_received.education.boy_edu_barrier_1.services_too_expensive | consent_received.education.boy_edu_barrier_1.services_too_crowded | consent_received.education.boy_edu_barrier_1.insufficient_poorquality_staff | consent_received.education.boy_edu_barrier_1.school_not_adequate_infra | consent_received.education.boy_edu_barrier_1.school_not_adequate_material | consent_received.education.boy_edu_barrier_1.face_discrimination | consent_received.education.boy_edu_barrier_1.children_support_family | consent_received.education.boy_edu_barrier_1.parents_think_not_appropriate | consent_received.education.boy_edu_barrier_1.other | consent_received.education.boy_edu_barrier_1.dont_know | consent_received.education.boy_edu_barrier_1_other | consent_received.education.girl_second_edu_barrier | consent_received.education.girl_edu_barrier_1 | consent_received.education.girl_edu_barrier_1.facillities_too_far | consent_received.education.girl_edu_barrier_1.safety_concerns_way_facilities | consent_received.education.girl_edu_barrier_1.services_too_expensive | consent_received.education.girl_edu_barrier_1.services_too_crowded | consent_received.education.girl_edu_barrier_1.insufficient_poorquality_staff | consent_received.education.girl_edu_barrier_1.school_not_adequate_infra | consent_received.education.girl_edu_barrier_1.school_not_adequate_material | consent_received.education.girl_edu_barrier_1.face_discrimination | consent_received.education.girl_edu_barrier_1.children_support_family | consent_received.education.girl_edu_barrier_1.parents_think_not_appropriate | consent_received.education.girl_edu_barrier_1.other | consent_received.education.girl_edu_barrier_1.dont_know | consent_received.education.girl_edu_barrier_1_other | consent_received.education.child_rights | consent_received.education.child_education | consent_received.education.edu_aid_material | consent_received.education.edu_aid_kind | consent_received.education.edu_aid_kind.health_hygiene_kit | consent_received.education.edu_aid_kind.winterization_kit | consent_received.education.edu_aid_kind.school_supply | consent_received.education.edu_aid_kind.other | consent_received.education.edu_aid_kind.none | consent_received.education.edu_aid_kind.dont_know | consent_received.education.edu_aid_kind_other | consent_received.child_protection.missing_child | consent_received.child_protection.boy_risk | consent_received.child_protection.boy_risk.violence_home | consent_received.child_protection.boy_risk.violence_community | consent_received.child_protection.boy_risk.child_labour | consent_received.child_protection.boy_risk.child_marriage | consent_received.child_protection.boy_risk.recruitment_armed_group | consent_received.child_protection.boy_risk.kidnapping | consent_received.child_protection.boy_risk.detention | consent_received.child_protection.boy_risk.sexual_abuse | consent_received.child_protection.boy_risk.psychological_trauma | consent_received.child_protection.boy_risk.no_registration_newborn | consent_received.child_protection.boy_risk.natural_hazards | consent_received.child_protection.boy_risk.dntknow_no_answer | consent_received.child_protection.boy_risk.other | consent_received.child_protection.boy_risk_other | consent_received.child_protection.girl_risk | consent_received.child_protection.girl_risk.violence_home | consent_received.child_protection.girl_risk.violence_community | consent_received.child_protection.girl_risk.child_labour | consent_received.child_protection.girl_risk.child_marriage | consent_received.child_protection.girl_risk.recruitment_armed_group | consent_received.child_protection.girl_risk.kidnapping | consent_received.child_protection.girl_risk.detention | consent_received.child_protection.girl_risk.sexual_abuse | consent_received.child_protection.girl_risk.psychological_trauma | consent_received.child_protection.girl_risk.no_registration_newborn | consent_received.child_protection.girl_risk.natural_hazards | consent_received.child_protection.girl_risk.dntknow_no_answer | consent_received.child_protection.girl_risk.other | consent_received.child_protection.girl_risk_other | consent_received.child_protection.child_distress | consent_received.child_protection.child_distress.withdrawn_family_friends | consent_received.child_protection.child_distress.aggressive_outbursts | consent_received.child_protection.child_distress.changes_appetite_eating_habits | consent_received.child_protection.child_distress.headaches | consent_received.child_protection.child_distress.recurrent_bedwetting | consent_received.child_protection.child_distress.sleep_disturbances | consent_received.child_protection.child_distress.upset_stomach_pain | consent_received.child_protection.child_distress.new_recurring_fear | consent_received.child_protection.child_distress.clinging | consent_received.child_protection.child_distress.excessive_crying | consent_received.child_protection.child_distress.behave_younger | consent_received.child_protection.child_distress.startle_easily | consent_received.child_protection.child_distress.substance_abuse | consent_received.child_protection.child_distress.none | consent_received.child_protection.rohingya_interact | consent_received.child_protection.past_interaction_rohingya | consent_received.child_protection.past_interaction_rohingya.social_interactions | consent_received.child_protection.past_interaction_rohingya.buying_goods_services | consent_received.child_protection.past_interaction_rohingya.selling_goods_services | consent_received.child_protection.past_interaction_rohingya.working_for_rohingya | consent_received.child_protection.past_interaction_rohingya.hiring_rohingya_work | consent_received.child_protection.past_interaction_rohingya.renting_to_rohingya | consent_received.child_protection.past_interaction_rohingya.casual_interactions | consent_received.child_protection.past_interaction_rohingya.other | consent_received.child_protection.past_interaction_rohingya.none | consent_received.child_protection.past_interaction_rohingya.prefer_not_answer | consent_received.child_protection.past_interaction_rohingya_other | consent_received.child_protection.rohingya_comm_relation | consent_received.child_protection.opinion_rohingya | consent_received.child_protection.rohingya_feel | consent_received.child_protection.rohingya_feel.competition_services | consent_received.child_protection.rohingya_feel.cultural_difference | consent_received.child_protection.rohingya_feel.unfair_distribution | consent_received.child_protection.rohingya_feel.competition_resources | consent_received.child_protection.rohingya_feel.competition_jobs | consent_received.child_protection.rohingya_feel.threat_crime | consent_received.child_protection.rohingya_feel.other | consent_received.child_protection.rohingya_feel.dont_know | consent_received.child_protection.rohingya_feel.prefer_not_answer | consent_received.child_protection.rohingya_feel_other | consent_received.child_protection.community_groups | consent_received.child_protection.community_groups.health | consent_received.child_protection.community_groups.education | consent_received.child_protection.community_groups.safety_security | consent_received.child_protection.community_groups.respond_natural_disaster | consent_received.child_protection.community_groups.support_disabilities | consent_received.child_protection.community_groups.protect_children | consent_received.child_protection.community_groups.none | consent_received.child_protection.community_groups.other | consent_received.child_protection.community_groups_other | consent_received.child_protection.hh_safe | consent_received.gender_section.women_question | consent_received.gender_section.women_question_consent.menst_material_access | consent_received.gender_section.women_question_consent.menstrual_challenge | consent_received.gender_section.women_question_consent.menstrual_challenge.not_available_market | consent_received.gender_section.women_question_consent.menstrual_challenge.preferred_type_not_available | consent_received.gender_section.women_question_consent.menstrual_challenge.too_expensive | consent_received.gender_section.women_question_consent.menstrual_challenge.other_needs_prioritized | consent_received.gender_section.women_question_consent.menstrual_challenge.other | consent_received.gender_section.women_question_consent.menstrual_challenge.dntknow_prefer | consent_received.gender_section.women_question_consent.menstrual_challenge_other | consent_received.gender_section.women_question_consent.gvb_questions_female | consent_received.gender_section.women_question_consent.female_family_decision | consent_received.gender_section.women_question_consent.contraception_decision | consent_received.gender_section.women_question_consent.female_movement | consent_received.gender_section.women_question_consent.female_market | consent_received.gender_section.women_question_consent.female_health_center | consent_received.gender_section.women_question_consent.female_neighborhood | consent_received.gender_section.women_question_consent.female_religious_space | consent_received.gender_section.women_question_consent.control_money | consent_received.gender_section.women_question_consent.buy_vegetables_fruits | consent_received.gender_section.women_question_consent.buy_clothes | consent_received.gender_section.women_question_consent.buy_medicine | consent_received.gender_section.women_question_consent.buy_toiletries | consent_received.gender_section.women_question_consent.female_need_help | consent_received.gender_section.women_question_consent.female_shelter | consent_received.gender_section.women_question_consent.female_financial_support | consent_received.gender_section_1.male_question | consent_received.gender_section_1.male_question_consent.gbv_questions_male | consent_received.gender_section_1.male_question_consent.family_decision_male | consent_received.gender_section_1.male_question_consent.hh_chores_male | consent_received.gender_section_1.male_question_consent.married_women_work | consent_received.gender_section_1.male_question_consent.right_to_express | consent_received.gender_section_1.male_question_consent.wife_beaten | consent_received.gender_section_1.male_question_consent.son_daughter_school | consent_received.gender_section_1.male_question_consent.community_decision | consent_received.cwc.thing_to_know | consent_received.cwc.thing_to_know.finding_miss_people | consent_received.cwc.thing_to_know.security_situation | consent_received.cwc.thing_to_know.regiter_aid | consent_received.cwc.thing_to_know.get_water | consent_received.cwc.thing_to_know.get_food | consent_received.cwc.thing_to_know.get_shelter | consent_received.cwc.thing_to_know.nutrition_information | consent_received.cwc.thing_to_know.food_prices | consent_received.cwc.thing_to_know.crop_livestock_prices | consent_received.cwc.thing_to_know.get_fuel | consent_received.cwc.thing_to_know.weather_natural_hazards | consent_received.cwc.thing_to_know.get_health_care | consent_received.cwc.thing_to_know.get_help | consent_received.cwc.thing_to_know.prevent_attack | consent_received.cwc.thing_to_know.replace_personal_documentation | consent_received.cwc.thing_to_know.get_access_education | consent_received.cwc.thing_to_know.find_work | consent_received.cwc.thing_to_know.get_transport | consent_received.cwc.thing_to_know.get_financial_support | consent_received.cwc.thing_to_know.about_rohingya | consent_received.cwc.thing_to_know.info_aid_agencies | consent_received.cwc.thing_to_know.aid_complain | consent_received.cwc.thing_to_know.bad_behaviour_aidworker | consent_received.cwc.thing_to_know.expected_aidworker_behaviour | consent_received.cwc.thing_to_know.other | consent_received.cwc.thing_to_know.none | consent_received.cwc.thing_to_know.dntknow_no_answer | consent_received.cwc.thing_to_know_other | consent_received.cwc.information_sources | consent_received.cwc.information_sources.tv | consent_received.cwc.information_sources.face_to_face | consent_received.cwc.information_sources.newspaper | consent_received.cwc.information_sources.radio | consent_received.cwc.information_sources.internet | consent_received.cwc.information_sources.facebook | consent_received.cwc.information_sources.whatsapp | consent_received.cwc.information_sources.sms | consent_received.cwc.information_sources.call | consent_received.cwc.information_sources.loudspeaker | consent_received.cwc.information_sources.community_leaders | consent_received.cwc.information_sources.religious_leaders | consent_received.cwc.information_sources.govt_official | consent_received.cwc.information_sources.police_army | consent_received.cwc.information_sources.aid_worker | consent_received.cwc.information_sources.community_meetings | consent_received.cwc.information_sources.other | consent_received.cwc.information_sources.dntknow_prefer | consent_received.cwc.information_sources_other | consent_received.cwc.accurate_information | consent_received.cwc.accurate_information.tv | consent_received.cwc.accurate_information.face_to_face | consent_received.cwc.accurate_information.newspaper | consent_received.cwc.accurate_information.radio | consent_received.cwc.accurate_information.internet | consent_received.cwc.accurate_information.facebook | consent_received.cwc.accurate_information.whatsapp | consent_received.cwc.accurate_information.sms | consent_received.cwc.accurate_information.call | consent_received.cwc.accurate_information.loudspeaker | consent_received.cwc.accurate_information.community_leaders | consent_received.cwc.accurate_information.religious_leaders | consent_received.cwc.accurate_information.govt_official | consent_received.cwc.accurate_information.police_army | consent_received.cwc.accurate_information.aid_worker | consent_received.cwc.accurate_information.community_meetings | consent_received.cwc.accurate_information.other | consent_received.cwc.accurate_information.dntknow_prefer | consent_received.cwc.accurate_information_other | consent_received.cwc.provide_feedback | consent_received.cwc.provide_feedback.speak_service_provider | consent_received.cwc.provide_feedback.speak_community_leader | consent_received.cwc.provide_feedback.comm_meetings | consent_received.cwc.provide_feedback.helpline | consent_received.cwc.provide_feedback.complaint_form | consent_received.cwc.provide_feedback.suggestion_box | consent_received.cwc.provide_feedback.social_media | consent_received.cwc.provide_feedback.send_sms | consent_received.cwc.provide_feedback.send_email | consent_received.cwc.provide_feedback.send_letter | consent_received.cwc.provide_feedback.other | consent_received.cwc.provide_feedback.dont_know | consent_received.cwc.provide_feedback_other | consent_received.cwc.warning_message | consent_received.cwc.receive_early_warning | consent_received.cwc.receive_early_warning.cyclone_preparedness | consent_received.cwc.receive_early_warning.mosque_loudspeaker | consent_received.cwc.receive_early_warning.signal_flag | consent_received.cwc.receive_early_warning.radio | consent_received.cwc.receive_early_warning.television | consent_received.cwc.receive_early_warning.newspaper | consent_received.cwc.receive_early_warning.internet | consent_received.cwc.receive_early_warning.word_of_mouth | consent_received.cwc.receive_early_warning.other | consent_received.cwc.receive_early_warning.dont_know | consent_received.cwc.receive_early_warning.loudspeaker | consent_received.cwc.receive_early_warning_other | consent_received.cwc.receive_message_future | consent_received.cwc.receive_message_future.cyclone_preparedness | consent_received.cwc.receive_message_future.mosque_loudspeaker | consent_received.cwc.receive_message_future.signal_flag | consent_received.cwc.receive_message_future.radio | consent_received.cwc.receive_message_future.television | consent_received.cwc.receive_message_future.newspaper | consent_received.cwc.receive_message_future.internet | consent_received.cwc.receive_message_future.word_of_mouth | consent_received.cwc.receive_message_future.other | consent_received.cwc.receive_message_future.dont_know | consent_received.cwc.receive_message_future.loudspeaker | consent_received.cwc.receive_message_future_other | end_survey | end_note | gps_reading | X_gps_reading_latitude | X_gps_reading_longitude | X_gps_reading_altitude | X_gps_reading_precision | meta.instanceID | X_id | X_uuid | X_submission_time | X_index | X_parent_table_name | X_parent_index | X_tags | X_notes | X | X.1 | X.2 | X.3 | X.4 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| variables | X.5 | instance_name | survey_date | survey_start | enumerator_org | enumerator_id | upazilla_name | union_name | informed_consent | survey_consent | consent_received.respondent_info.respondent_age | consent_received.respondent_info.respondent_gender | consent_received.respondent_info.hh_head | consent_received.respondent_info.hh_gender | consent_received.respondent_info.hh_size | consent_received.individual_information.repeat_introduction | consent_received.individual_information.inividual_info_count | consent_received.individual_information.adult_female_count | consent_received.individual_information.boy_6_11_count | consent_received.individual_information.girl_6_11_count | consent_received.individual_information.boy_12_18_count | consent_received.individual_information.girl_12_18_count | consent_received.individual_information.individual_edu_aid_count | consent_received.individual_information.hh_head_number_count | consent_received.individual_information.hhead_warning | consent_received.individual_information.individual_group_end | consent_received.wash.primary_watsource | consent_received.wash.primary_watsource_other | consent_received.wash.improved_water_access | consent_received.wash.improved_water_access_other | consent_received.wash.enough_water | consent_received.wash.hh_water_problem | consent_received.wash.water_collection_problem | consent_received.wash.water_collection_problem.too_far | consent_received.wash.water_collection_problem.too_steep | consent_received.wash.water_collection_problem.available_sometime | consent_received.wash.water_collection_problem.dangerous | consent_received.wash.water_collection_problem.tastes_bad | consent_received.wash.water_collection_problem.water_badsmell | consent_received.wash.water_collection_problem.water_notclean | consent_received.wash.water_collection_problem.dont_know | consent_received.wash.water_collection_problem.other | consent_received.wash.water_collection_problem_other | consent_received.wash.water_source_time | consent_received.wash.water_collection_time | consent_received.wash.water_treatment | consent_received.wash.water_treatment_time | consent_received.wash.water_treatment_method | consent_received.wash.water_treatment_method.aquatabs | consent_received.wash.water_treatment_method.pur_sachets | consent_received.wash.water_treatment_method.boiling | consent_received.wash.water_treatment_method.cloth_filters | consent_received.wash.water_treatment_method.household_filters | consent_received.wash.water_treatment_method.solar_disinfection | consent_received.wash.water_treatment_method.other | consent_received.wash.water_treatment_method_other | consent_received.wash.soap_handwash | consent_received.wash.hh_defecation | consent_received.wash.hh_defecation_other | consent_received.wash.latrine_access | consent_received.wash.latrine_access_problems | consent_received.wash.latrine_access_problems.latrine_too_far | consent_received.wash.latrine_access_problems.too_many_using | consent_received.wash.latrine_access_problems.latrine_notclean | consent_received.wash.latrine_access_problems.insufficient_water | consent_received.wash.latrine_access_problems.bad_smell | consent_received.wash.latrine_access_problems.open_defecation_near_lat | consent_received.wash.latrine_access_problems.not_private | consent_received.wash.latrine_access_problems.no_separation | consent_received.wash.latrine_access_problems.route_not_safe | consent_received.wash.latrine_access_problems.latrine_not_safe | consent_received.wash.latrine_access_problems.no_lighting | consent_received.wash.latrine_access_problems.dont_know | consent_received.wash.latrine_access_problems.other | consent_received.wash.latrine_access_problems_other | consent_received.wash.handwash_times | consent_received.wash.handwash_times.before_eating | consent_received.wash.handwash_times.before_cooking | consent_received.wash.handwash_times.after_defecation | consent_received.wash.handwash_times.before_breastfeeding | consent_received.wash.handwash_times.before_feeding_chid | consent_received.wash.handwash_times.after_child_bottom | consent_received.wash.handwash_times.before_prayer | consent_received.wash.handwash_times.hands_look_dirty | consent_received.wash.handwash_times.hands_feel_dirty | consent_received.wash.handwash_times.other | consent_received.wash.handwash_times.dntknow_prefer | consent_received.wash.handwash_times.after_eating | consent_received.wash.handwash_times_other | consent_received.wash.visible_trash | consent_received.wash.visible_faeces | consent_received.wash.visible_waste | consent_received.shelter_nfi.hh_roof_material | consent_received.shelter_nfi.hh_roof_material.tin | consent_received.shelter_nfi.hh_roof_material.tarpaulin | consent_received.shelter_nfi.hh_roof_material.hay | consent_received.shelter_nfi.hh_roof_material.brick_cemen | consent_received.shelter_nfi.hh_roof_material.bamboo | consent_received.shelter_nfi.hh_roof_material.wood | consent_received.shelter_nfi.hh_roof_material.other | consent_received.shelter_nfi.hh_roof_material_other | consent_received.shelter_nfi.hh_wall_material | consent_received.shelter_nfi.hh_wall_material.bricks | consent_received.shelter_nfi.hh_wall_material.clay | consent_received.shelter_nfi.hh_wall_material.bamboo | consent_received.shelter_nfi.hh_wall_material.cement | consent_received.shelter_nfi.hh_wall_material.tarpaulin | consent_received.shelter_nfi.hh_wall_material.wood | consent_received.shelter_nfi.hh_wall_material.tin | consent_received.shelter_nfi.hh_wall_material.other | consent_received.shelter_nfi.hh_wall_material_other | consent_received.shelter_nfi.hh_floor_material | consent_received.shelter_nfi.hh_floor_material.bricks | consent_received.shelter_nfi.hh_floor_material.cement | consent_received.shelter_nfi.hh_floor_material.wood | consent_received.shelter_nfi.hh_floor_material.dirt | consent_received.shelter_nfi.hh_floor_material.other | consent_received.shelter_nfi.hh_floor_material_other | consent_received.shelter_nfi.solar_light | consent_received.shelter_nfi.electricity_grid | consent_received.shelter_nfi.hh_electricity_access | consent_received.shelter_nfi.hh_cyclone_training | consent_received.shelter_nfi.hh_flood_training | consent_received.shelter_nfi.non_food_items | consent_received.shelter_nfi.non_food_items.solar_lamp | consent_received.shelter_nfi.non_food_items.portable_torch | consent_received.shelter_nfi.non_food_items.kitchen_set | consent_received.shelter_nfi.non_food_items.floor_mat | consent_received.shelter_nfi.non_food_items.cooking_stove | consent_received.shelter_nfi.non_food_items.blanket | consent_received.shelter_nfi.non_food_items.mosquito_net | consent_received.shelter_nfi.non_food_items.children_clothes | consent_received.shelter_nfi.non_food_items.male_clothes | consent_received.shelter_nfi.non_food_items.female_clothes | consent_received.shelter_nfi.non_food_items.radio | consent_received.shelter_nfi.non_food_items.umbrella | consent_received.shelter_nfi.non_food_items.fuel | consent_received.shelter_nfi.non_food_items.other | consent_received.shelter_nfi.non_food_items.latrine_bathroom | consent_received.shelter_nfi.non_food_items.tubewell | consent_received.shelter_nfi.non_food_items_other | consent_received.shelter_nfi.cooking_fuel | consent_received.shelter_nfi.cooking_fuel_other | consent_received.shelter_nfi.house_land_ownership | consent_received.shelter_nfi.house_land_ownership_other | consent_received.shelter_nfi.land_house_deed | consent_received.shelter_nfi.rent_hosted | consent_received.shelter_nfi.hh_agreement | consent_received.shelter_nfi.eviction | consent_received.ppi.hh_rooms | consent_received.ppi.hh_television | consent_received.ppi.hh_fans | consent_received.ppi.hh_phones | consent_received.ppi.hh_vehicle | consent_received.ppi.hh_agri_land | consent_received.food_security.food_crisis | consent_received.food_security.less_preferred_expensive | consent_received.food_security.borrowed_food | consent_received.food_security.limit_portion_size | consent_received.food_security.restrict_consumption | consent_received.food_security.reduce_meal_numbers | consent_received.food_security.eat_elsewhere | consent_received.food_security.women_eat_less | consent_received.food_security.men_eat_less | consent_received.food_security.nofood_wholeday | consent_received.food_security.food_list | consent_received.food_security.cereals_tubers | consent_received.food_security.pulses_nuts_seeds | consent_received.food_security.vegetables | consent_received.food_security.fruits | consent_received.food_security.dairy | consent_received.food_security.meat_fish | consent_received.food_security.oil_fats | consent_received.food_security.sweets | consent_received.food_security.spices_condiments | consent_received.food_security.market_access | consent_received.food_security.market_travel_time | consent_received.food_security.main_source_food | consent_received.food_security.main_source_food_other | consent_received.food_security.food_hh_sustain | consent_received.food_security.main_income | consent_received.food_security.main_income.non_agricultural | consent_received.food_security.main_income.agricultural | consent_received.food_security.main_income.domestic | consent_received.food_security.main_income.petty_trade | consent_received.food_security.main_income.small_business | consent_received.food_security.main_income.large_business | consent_received.food_security.main_income.skilled_labour | consent_received.food_security.main_income.fishing | consent_received.food_security.main_income.remittances | consent_received.food_security.main_income.handicrafts | consent_received.food_security.main_income.agricultural_production_sale | consent_received.food_security.main_income.livestock_rearing | consent_received.food_security.main_income.savings | consent_received.food_security.main_income.begging | consent_received.food_security.main_income.food | consent_received.food_security.main_income.other_cash_assistance | consent_received.food_security.main_income.sale_assistance | consent_received.food_security.main_income.assistance_relative_friends | consent_received.food_security.main_income.gather_sell_firewood | consent_received.food_security.main_income.zakat | consent_received.food_security.main_income.other | consent_received.food_security.main_income.none | consent_received.food_security.main_income_other | consent_received.food_security.hh_econ_status | consent_received.food_security.hh_living_standard | consent_received.food_security.hh_spending | consent_received.food_security.spend_food | consent_received.food_security.spend_medication | consent_received.food_security.spend_education | 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consent_received.health.health_access_barriers.health_facility_too_far | consent_received.health.health_access_barriers.infrequent_services | consent_received.health.health_access_barriers.treatment_unavailable | consent_received.health.health_access_barriers.overcrowded_services | consent_received.health.health_access_barriers.insufficient_poorquality_staff | consent_received.health.health_access_barriers.not_adequate_material | consent_received.health.health_access_barriers.dont_know_to_go | consent_received.health.health_access_barriers.safety_concerns | consent_received.health.health_access_barriers.too_expensive | consent_received.health.health_access_barriers.dont_trust_doctors | consent_received.health.health_access_barriers.face_discrimination | consent_received.health.health_access_barriers.other | consent_received.health.health_access_barriers_other | consent_received.health.new_health_facility | consent_received.health.no_access_new_facility | 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consent_received.health.women_breastfeed_problem.friends | consent_received.health.women_breastfeed_problem.others | consent_received.health.women_breastfeed_problem.wouldnt_seek_help | consent_received.health.women_breastfeed_problem.not_applicable | consent_received.health.women_breastfeed_problem.dont_know | consent_received.health.women_breastfeed_problem_other | consent_received.education.boy_prim_edu_barrier | consent_received.education.boy_edu_barrier | consent_received.education.boy_edu_barrier.facillities_too_far | consent_received.education.boy_edu_barrier.safety_concerns_way_facilities | consent_received.education.boy_edu_barrier.services_too_expensive | consent_received.education.boy_edu_barrier.services_too_crowded | consent_received.education.boy_edu_barrier.insufficient_poorquality_staff | consent_received.education.boy_edu_barrier.school_not_adequate_infra | consent_received.education.boy_edu_barrier.school_not_adequate_material | 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consent_received.child_protection.boy_risk | consent_received.child_protection.boy_risk.violence_home | consent_received.child_protection.boy_risk.violence_community | consent_received.child_protection.boy_risk.child_labour | consent_received.child_protection.boy_risk.child_marriage | consent_received.child_protection.boy_risk.recruitment_armed_group | consent_received.child_protection.boy_risk.kidnapping | consent_received.child_protection.boy_risk.detention | consent_received.child_protection.boy_risk.sexual_abuse | consent_received.child_protection.boy_risk.psychological_trauma | consent_received.child_protection.boy_risk.no_registration_newborn | consent_received.child_protection.boy_risk.natural_hazards | consent_received.child_protection.boy_risk.dntknow_no_answer | consent_received.child_protection.boy_risk.other | consent_received.child_protection.boy_risk_other | consent_received.child_protection.girl_risk | consent_received.child_protection.girl_risk.violence_home | consent_received.child_protection.girl_risk.violence_community | consent_received.child_protection.girl_risk.child_labour | consent_received.child_protection.girl_risk.child_marriage | consent_received.child_protection.girl_risk.recruitment_armed_group | consent_received.child_protection.girl_risk.kidnapping | consent_received.child_protection.girl_risk.detention | consent_received.child_protection.girl_risk.sexual_abuse | consent_received.child_protection.girl_risk.psychological_trauma | consent_received.child_protection.girl_risk.no_registration_newborn | consent_received.child_protection.girl_risk.natural_hazards | consent_received.child_protection.girl_risk.dntknow_no_answer | consent_received.child_protection.girl_risk.other | consent_received.child_protection.girl_risk_other | consent_received.child_protection.child_distress | consent_received.child_protection.child_distress.withdrawn_family_friends | consent_received.child_protection.child_distress.aggressive_outbursts | 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consent_received.child_protection.past_interaction_rohingya.social_interactions | consent_received.child_protection.past_interaction_rohingya.buying_goods_services | consent_received.child_protection.past_interaction_rohingya.selling_goods_services | consent_received.child_protection.past_interaction_rohingya.working_for_rohingya | consent_received.child_protection.past_interaction_rohingya.hiring_rohingya_work | consent_received.child_protection.past_interaction_rohingya.renting_to_rohingya | consent_received.child_protection.past_interaction_rohingya.casual_interactions | consent_received.child_protection.past_interaction_rohingya.other | consent_received.child_protection.past_interaction_rohingya.none | consent_received.child_protection.past_interaction_rohingya.prefer_not_answer | consent_received.child_protection.past_interaction_rohingya_other | consent_received.child_protection.rohingya_comm_relation | consent_received.child_protection.opinion_rohingya | consent_received.child_protection.rohingya_feel | consent_received.child_protection.rohingya_feel.competition_services | consent_received.child_protection.rohingya_feel.cultural_difference | consent_received.child_protection.rohingya_feel.unfair_distribution | consent_received.child_protection.rohingya_feel.competition_resources | consent_received.child_protection.rohingya_feel.competition_jobs | consent_received.child_protection.rohingya_feel.threat_crime | consent_received.child_protection.rohingya_feel.other | consent_received.child_protection.rohingya_feel.dont_know | consent_received.child_protection.rohingya_feel.prefer_not_answer | consent_received.child_protection.rohingya_feel_other | consent_received.child_protection.community_groups | consent_received.child_protection.community_groups.health | consent_received.child_protection.community_groups.education | consent_received.child_protection.community_groups.safety_security | consent_received.child_protection.community_groups.respond_natural_disaster | consent_received.child_protection.community_groups.support_disabilities | consent_received.child_protection.community_groups.protect_children | consent_received.child_protection.community_groups.none | consent_received.child_protection.community_groups.other | consent_received.child_protection.community_groups_other | consent_received.child_protection.hh_safe | consent_received.gender_section.women_question | consent_received.gender_section.women_question_consent.menst_material_access | consent_received.gender_section.women_question_consent.menstrual_challenge | consent_received.gender_section.women_question_consent.menstrual_challenge.not_available_market | consent_received.gender_section.women_question_consent.menstrual_challenge.preferred_type_not_available | consent_received.gender_section.women_question_consent.menstrual_challenge.too_expensive | 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consent_received.cwc.information_sources.newspaper | consent_received.cwc.information_sources.radio | consent_received.cwc.information_sources.internet | consent_received.cwc.information_sources.facebook | consent_received.cwc.information_sources.whatsapp | consent_received.cwc.information_sources.sms | consent_received.cwc.information_sources.call | consent_received.cwc.information_sources.loudspeaker | consent_received.cwc.information_sources.community_leaders | consent_received.cwc.information_sources.religious_leaders | consent_received.cwc.information_sources.govt_official | consent_received.cwc.information_sources.police_army | consent_received.cwc.information_sources.aid_worker | consent_received.cwc.information_sources.community_meetings | consent_received.cwc.information_sources.other | consent_received.cwc.information_sources.dntknow_prefer | consent_received.cwc.information_sources_other | consent_received.cwc.accurate_information | 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consent_received.cwc.receive_early_warning.signal_flag | consent_received.cwc.receive_early_warning.radio | consent_received.cwc.receive_early_warning.television | consent_received.cwc.receive_early_warning.newspaper | consent_received.cwc.receive_early_warning.internet | consent_received.cwc.receive_early_warning.word_of_mouth | consent_received.cwc.receive_early_warning.other | consent_received.cwc.receive_early_warning.dont_know | consent_received.cwc.receive_early_warning.loudspeaker | consent_received.cwc.receive_early_warning_other | consent_received.cwc.receive_message_future | consent_received.cwc.receive_message_future.cyclone_preparedness | consent_received.cwc.receive_message_future.mosque_loudspeaker | consent_received.cwc.receive_message_future.signal_flag | consent_received.cwc.receive_message_future.radio | consent_received.cwc.receive_message_future.television | consent_received.cwc.receive_message_future.newspaper | consent_received.cwc.receive_message_future.internet | consent_received.cwc.receive_message_future.word_of_mouth | consent_received.cwc.receive_message_future.other | consent_received.cwc.receive_message_future.dont_know | consent_received.cwc.receive_message_future.loudspeaker | consent_received.cwc.receive_message_future_other | end_survey | end_note | gps_reading | X_gps_reading_latitude | X_gps_reading_longitude | X_gps_reading_altitude | X_gps_reading_precision | meta.instanceID | X_id | X_uuid | X_submission_time | X_index | X_parent_table_name | X_parent_index | X_tags | X_notes | X | X.1 | X.2 | X.3 | X.4 |
| nb | 498 | 498 | 18 | 498 | 2 | 65 | 2 | 11 | 0 | 3 | 43 | 3 | 3 | 3 | 14 | 0 | 14 | 6 | 4 | 4 | 5 | 4 | 9 | 3 | 0 | 0 | 8 | 0 | 4 | 0 | 3 | 3 | 37 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 3 | 7 | 7 | 3 | 4 | 8 | 2 | 2 | 1 | 2 | 2 | 2 | 1 | 0 | 4 | 4 | 0 | 3 | 77 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 0 | 187 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 0 | 3 | 4 | 3 | 36 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 0 | 30 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 0 | 11 | 2 | 2 | 2 | 2 | 1 | 0 | 3 | 3 | 3 | 3 | 3 | 172 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 29 | 5 | 0 | 4 | 0 | 4 | 3 | 3 | 3 | 4 | 3 | 4 | 4 | 3 | 3 | 0 | 8 | 8 | 8 | 8 | 7 | 7 | 8 | 8 | 4 | 0 | 8 | 8 | 8 | 8 | 8 | 8 | 8 | 8 | 8 | 3 | 5 | 6 | 0 | 6 | 122 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 2 | 0 | 6 | 6 | 0 | 27 | 42 | 36 | 21 | 35 | 24 | 32 | 23 | 34 | 27 | 26 | 7 | 27 | 23 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 42 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 2 | 1 | 0 | 4 | 20 | 2 | 2 | 2 | 2 | 1 | 0 | 4 | 3 | 2 | 2 | 3 | 27 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 2 | 0 | 3 | 8 | 2 | 2 | 2 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 0 | 3 | 9 | 2 | 2 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 1 | 0 | 3 | 12 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 1 | 2 | 1 | 1 | 1 | 0 | 3 | 14 | 2 | 2 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 1 | 0 | 4 | 4 | 3 | 8 | 2 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 122 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 5 | 89 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 5 | 84 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 5 | 47 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 1 | 0 | 7 | 6 | 88 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 2 | 0 | 45 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 4 | 3 | 3 | 13 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 0 | 7 | 6 | 0 | 4 | 4 | 4 | 4 | 0 | 4 | 4 | 4 | 4 | 0 | 4 | 3 | 3 | 0 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 218 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 4 | 115 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 1 | 2 | 0 | 113 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 29 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 2 | 2 | 4 | 3 | 59 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 2 | 0 | 119 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 0 | 498 | 0 | 498 | 498 | 498 | 498 | 7 | 497 | 496 | 497 | 496 | 485 | 0 | 3 | 2 | 3 | 3 | 2 | 2 | 2 | 1 |
Other distinct values (not missing) per fields other with count
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
otherPattern <- "_other"
enumeratorID <- "enumerator_id"
result <- surveyOtherValues(ds = ds,
otherPattern=otherPattern,
enumeratorID=enumeratorID,
enumeratorCheck=FALSE)
knitr::kable(head(result[["ret_log"]], 10)) Response Outliers
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
enumeratorID <- "enumerator_id"
uniquerespondantID <- "X_uuid"
reportingColumns <- c(enumeratorID, uniquerespondantID)
sdval <- 2
result <- surveyOutliers(ds = ds,
enumeratorID = enumeratorID,
sdval = sdval,
reportingColumns = reportingColumns,
enumeratorCheck = FALSE)
knitr::kable(head(result[["ret_log"]], 10)) | enumerator_id | X_uuid | values | ind | DistributionType |
|---|---|---|---|---|
| 30003 | ea2e587b-dd65-4d9c-9f0d-ca8cc3f877fd | 3.021103 | consent_received.respondent_info.respondent_age | LogNormal |
| 96 | 31ca6635-07e8-44e8-afcb-e42928440931 | 2.048250 | consent_received.respondent_info.respondent_age | LogNormal |
| 13 | ab916698-4dab-4919-ad70-3cd8390da3c6 | 2.048250 | consent_received.respondent_info.respondent_age | LogNormal |
| 13 | 4faffb4a-8e8c-4417-a8d0-aa4c36b1775d | 2.241889 | consent_received.respondent_info.respondent_age | LogNormal |
| 91 | 9dfa9c28-714b-4efc-93f3-4f9fee3f88fe | 2.423026 | consent_received.respondent_info.respondent_age | LogNormal |
| 42 | 25c51488-2ae2-4d9c-9bf8-653498c7e689 | 2.241889 | consent_received.respondent_info.respondent_age | LogNormal |
| 30007 | a0724b86-fd95-4ab1-b4e3-77dd1157fdca | 2.048250 | consent_received.respondent_info.respondent_age | LogNormal |
| 102 | a8c524d3-6ae7-4018-9972-ed66fe04f397 | 2.992609 | consent_received.respondent_info.respondent_age | LogNormal |
| 10038 | 6b5d4b42-0c76-4917-a932-040f10fd7b44 | 2.048250 | consent_received.respondent_info.respondent_age | LogNormal |
| 18 | 3e5ede43-369c-40f6-b59b-c73a5525a81d | -2.340188 | consent_received.respondent_info.hh_size | LogNormal |
Abnormally High Values
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
questionsSurveyBigValues <-c(consent_received.food_security.spend_food=25000,
consent_received.food_security.spend_medication=25000,
consent_received.food_security.spend_education=25000,
consent_received.food_security.spend_fix_shelter=25000,
consent_received.food_security.spend_clothing=25000,
consent_received.food_security.spend_hygiene=25000,
consent_received.food_security.spend_fuel=25000,
consent_received.food_security.spend_hh_items=25000,
consent_received.food_security.spend_transport=25000,
consent_received.food_security.spend_communication=25000,
consent_received.food_security.spend_tobacco=25000,
consent_received.food_security.spend_rent=25000,
consent_received.food_security.spend_debts=25000,
consent_received.food_security.spend_other=25000)
enumeratorID <- "enumerator_id"
uniquerespondantID <- "X_uuid"
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- surveyBigValues(ds = ds,
questionsSurveyBigValues=questionsSurveyBigValues,
enumeratorID=enumeratorID,
reportingColumns=reportingColumns,
enumeratorCheck=FALSE)
knitr::kable(head(result[["ret_log"]], 10)) | enumerator_id | X_uuid | values | ind | |
|---|---|---|---|---|
| 9 | 43 | a98f85bc-0752-437d-a513-cc729804c303 | 25000 | consent_received.food_security.spend_food |
| 16 | 16 | 67324a24-765c-4ed7-bff0-5c739643b21b | 25000 | consent_received.food_security.spend_food |
| 57 | 65 | 7d6031c7-0dca-476b-89bc-2c5737f0e199 | 30000 | consent_received.food_security.spend_food |
| 209 | 76 | 48a8986e-f3df-4507-9570-171c1499d123 | 40000 | consent_received.food_security.spend_food |
| 220 | 45 | a2656f4d-b3a6-4f2d-b580-2765aca98a37 | 30000 | consent_received.food_security.spend_food |
| 271 | 71 | cba3325e-d926-4d83-8fb2-ef8562c898d2 | 30000 | consent_received.food_security.spend_food |
| 279 | 71 | a0bfb570-21b0-4e8b-96a6-02d54ef28bff | 30000 | consent_received.food_security.spend_food |
| 280 | 30022 | cad17139-8278-4542-ba27-270a31707f80 | 27000 | consent_received.food_security.spend_food |
| 341 | 31 | 933e2ed6-c556-4a86-9b6d-5f84a1e538ca | 30000 | consent_received.food_security.spend_food |
| 396 | 45 | 7291bdc3-652c-414a-9f85-a77c998d0fbc | 30000 | consent_received.food_security.spend_food |
Abnormally Low Values
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
questionsSurveySmallValues <-c(consent_received.food_security.spend_food=25000,
consent_received.food_security.spend_medication=25000,
consent_received.food_security.spend_education=25000,
consent_received.food_security.spend_fix_shelter=25000,
consent_received.food_security.spend_clothing=25000,
consent_received.food_security.spend_hygiene=25000,
consent_received.food_security.spend_fuel=25000,
consent_received.food_security.spend_hh_items=25000,
consent_received.food_security.spend_transport=25000,
consent_received.food_security.spend_communication=25000,
consent_received.food_security.spend_tobacco=25000,
consent_received.food_security.spend_rent=25000,
consent_received.food_security.spend_debts=25000,
consent_received.food_security.spend_other=25000)
enumeratorID <- "enumerator_id"
uniquerespondantID <- "X_uuid"
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- surveySmallValues(ds = ds,
questionsSurveySmallValues=questionsSurveySmallValues,
enumeratorID=enumeratorID,
reportingColumns=reportingColumns,
enumeratorCheck=FALSE)
knitr::kable(head(result[["ret_log"]], 10)) | enumerator_id | X_uuid | values | ind | |
|---|---|---|---|---|
| 1 | 52 | 4e05b9ee-2fb6-4276-ab73-7675e94f5011 | 4000 | consent_received.food_security.spend_food |
| 2 | 10052 | 3c34b46b-96c4-46aa-9d4f-4147527f9042 | 15000 | consent_received.food_security.spend_food |
| 3 | 10049 | b404f0fa-d5ef-4fdf-a217-07509244c1f1 | 10000 | consent_received.food_security.spend_food |
| 5 | 18 | 3e5ede43-369c-40f6-b59b-c73a5525a81d | 7000 | consent_received.food_security.spend_food |
| 6 | 83 | 225f1521-c75d-4a4e-b394-0f02ac8e9d8a | 10000 | consent_received.food_security.spend_food |
| 9 | 43 | a98f85bc-0752-437d-a513-cc729804c303 | 25000 | consent_received.food_security.spend_food |
| 11 | 91 | 13d4e232-ba59-4be6-84b4-f5e7d103f549 | 10000 | consent_received.food_security.spend_food |
| 12 | 52 | d18cc342-3e4f-46a2-8ed1-cf4c2bb73ab9 | 8000 | consent_received.food_security.spend_food |
| 13 | 45 | 3f0d915b-7fa6-4262-8783-8d2c477af2e3 | 10000 | consent_received.food_security.spend_food |
| 14 | 30022 | 93ea674d-29c4-4750-bb48-ce2125a55094 | 7000 | consent_received.food_security.spend_food |
Enumerator Errors Summary
# enumeratorID <- "enumerator_id"
# reports <- c( "isInterviewCompleted",
# "isInterviewInTheCorrectSite",
# "isInterviewTooShort",
# "isInterviewTooShortForTheHouseholdSize",
# "isInterviewWithConsent",
# "isSurveyEndBeforeItStarts",
# "isSurveyMadeInTheFuture",
# "isSurveyOnMoreThanADay",
# "isSurveyStartedBeforeTheAssessment",
# "isuniquerespondantIDDuplicated",
# "isuniquerespondantIDMissing")
#
# result <- enumeratorErrorsSummary(enumeratorID=enumeratorID,ds = ds,
# surveyDate=surveyDate,
# dateFormat=dateFormat,
# surveyConsent=surveyConsent
# reports=reports)
# print(result[["graph"]])Pro-active actions - Enumerators productivity
Summary of daily average productivity
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
surveyDate <- "survey_date"
dateFormat <- "%m/%d/%Y"
surveyConsent <- "survey_consent"
result <- assessmentProductivity(ds = ds,
surveyDate = surveyDate,
dateFormat = dateFormat,
surveyConsent = surveyConsent)
knitr::kable(head(result[["ret_log"]], 10)) | surveydate | NbSurvey |
|---|---|
| 01-12 | 39 |
| 02-12 | 28 |
| 03-12 | 14 |
| 04-12 | 31 |
| 05-12 | 26 |
| 06-12 | 10 |
| 11-11 | 8 |
| 12-11 | 35 |
| 13-11 | 14 |
| 14-11 | 71 |
print(result[["graph"]])
Daily number of filled forms per attempt output
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
surveyDate <- "survey_date"
dateFormat <- "%m/%d/%Y"
surveyConsent <- "survey_consent"
result <- assessmentDailyValidSurveys(
ds = ds,
surveyDate = surveyDate,
dateFormat = dateFormat,
surveyConsent = surveyConsent)
knitr::kable(head(result[["ret_log"]], 10)) | calldate | survey_consent | n |
|---|---|---|
| 20-01 | no | 1 |
| 20-01 | not_eligible | 15 |
| 20-01 | yes | 23 |
| 20-02 | no | 5 |
| 20-02 | not_eligible | 9 |
| 20-02 | yes | 14 |
| 20-03 | not_eligible | 2 |
| 20-03 | yes | 12 |
| 20-04 | not_eligible | 9 |
| 20-04 | yes | 22 |
print(result[["graph"]])
Daily number of filled forms per time in the day
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
surveyDate <- "survey_date"
dateFormat <- "%m/%d/%Y"
surveyConsent <- "survey_consent"
result <- assessmentInterviewTime(ds = ds,
surveyDate=surveyDate,
dateFormat=dateFormat,
surveyConsent=surveyConsent)
knitr::kable(head(result[["ret_log"]], 10)) | surveydate | no | not_eligible | yes |
|---|---|---|---|
| 2018-11-11 | 0 | 2 | 6 |
| 2018-11-12 | 2 | 15 | 18 |
| 2018-11-13 | 1 | 6 | 7 |
| 2018-11-14 | 2 | 15 | 54 |
| 2018-11-15 | 2 | 9 | 25 |
| 2018-11-17 | 0 | 7 | 13 |
| 2018-11-18 | 4 | 7 | 30 |
| 2018-11-19 | 0 | 0 | 10 |
| 2018-11-20 | 2 | 6 | 17 |
| 2018-11-22 | 0 | 5 | 4 |
print(result[["graph"]])
Percentage of non-completed interviews by enumerator
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
surveyConsent <- "survey_consent"
enumeratorID <- "enumerator_id"
result <- enumeratorSurveysConsent(ds = ds,
surveyConsent=surveyConsent,
enumeratorID=enumeratorID)
knitr::kable(head(result[["ret_log"]], 10)) | enumeratorID | no | not_eligible | yes |
|---|---|---|---|
| 1 | 0.00 | 0.00 | 100.00 |
| 3 | 0.00 | 0.00 | 100.00 |
| 6 | 0.00 | 0.00 | 100.00 |
| 12 | 0.00 | 16.67 | 83.33 |
| 13 | 16.67 | 0.00 | 83.33 |
| 14 | 0.00 | 33.33 | 66.67 |
| 16 | 0.00 | 33.33 | 66.67 |
| 18 | 0.00 | 0.00 | 100.00 |
| 19 | 0.00 | 33.33 | 66.67 |
| 24 | 0.00 | 33.33 | 66.67 |
print(result[["graph"]])
Interview Duration per Enumerator
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
dates <- c("survey_start","end_survey")
enumeratorID <- "enumerator_id"
result <- enumeratorSurveysDuration(ds = ds,
dates=dates,
enumeratorID=enumeratorID)
knitr::kable(head(result[["ret_log"]], 10)) | enumeratorID | duration_mean | overall_avg_duration | perc_diff_avg |
|---|---|---|---|
| 1 | 62.54 | 35.89 | 74.25 |
| 3 | 74.50 | 35.89 | 107.58 |
| 6 | 64.10 | 35.89 | 78.60 |
| 12 | 36.18 | 35.89 | 0.81 |
| 13 | 47.65 | 35.89 | 32.77 |
| 14 | 29.03 | 35.89 | -19.11 |
| 16 | 28.35 | 35.89 | -21.01 |
| 18 | 77.40 | 35.89 | 115.66 |
| 19 | 31.89 | 35.89 | -11.15 |
| 24 | 28.82 | 35.89 | -19.70 |
print(result[["graph"]])
Number of Interview by enumerator
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
surveyDate <- "survey_date"
enumeratorID <- "enumerator_id"
result <- enumeratorProductivity(ds = ds,
surveyDate=surveyDate,
enumeratorID=enumeratorID)
knitr::kable(head(result[["ret_log"]], 10)) | enumerator_id | days_worked | total_surveys_done | daily_average |
|---|---|---|---|
| 1 | 2 | 2 | 1.00 |
| 3 | 2 | 2 | 1.00 |
| 6 | 2 | 2 | 1.00 |
| 12 | 3 | 6 | 2.00 |
| 13 | 6 | 6 | 1.00 |
| 14 | 8 | 12 | 1.50 |
| 16 | 9 | 9 | 1.00 |
| 18 | 7 | 8 | 1.14 |
| 19 | 5 | 6 | 1.20 |
| 24 | 4 | 6 | 1.50 |
print(result[["graph"]])
Enumerators with very low or high productivity
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
enumeratorID <- "enumerator_id"
surveyDate <- "survey_date"
sdval<-2
result <- enumeratorProductivityOutliers(ds = ds,
enumeratorID=enumeratorID,
surveyDate=surveyDate,
sdval=sdval)
knitr::kable(head(result[["ret_log"]], 10)) | enumerator_id | days_worked | total_surveys_done | daily_average | survey_outliers | |
|---|---|---|---|---|---|
| 4 | 12 | 3 | 6 | 2 | 2.412083 |
| 12 | 28 | 4 | 8 | 2 | 2.412083 |
| 59 | 10050 | 3 | 6 | 2 | 2.412083 |
print(result[["graph"]])
Corrective actions - Correct set-up of data collection devices and encoding of the forms
How many Attempt for each SampleRespondant ID?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
uniquerespondantID <- "X_uuid"
surveyConsent <- "survey_consent"
enumeratorID <- "enumerator_id"
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- isuniquerespondantIDDuplicated(ds = ds,
uniquerespondantID=uniquerespondantID,
surveyConsent=surveyConsent,
reportingColumns=reportingColumns,
deleteIsuniquerespondantIDDuplicated=FALSE)
knitr::kable(head(result[["ret_log"]], 10)) | enumerator_id | X_uuid | survey_consent | |
|---|---|---|---|
| 194 | 46 | yes |
print(result[["graph"]])
Are there unique respondantID Missing?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
uniquerespondantID <- "X_uuid"
surveyConsent <- "survey_consent"
enumeratorID <- "enumerator_id"
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- isuniquerespondantIDMissing(ds = ds,
uniquerespondantID=uniquerespondantID,
surveyConsent=surveyConsent,
reportingColumns=reportingColumns,
deleteIsuniquerespondantIDMissing=FALSE)
knitr::kable(head(result[["ret_log"]], 10)) | enumerator_id | X_uuid | survey_consent | |
|---|---|---|---|
| 113 | 42 | yes | |
| 194 | 46 | yes |
print(result[["graph"]])
Is there any survey interview lasting on more than a day?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
surveyConsent <- "survey_consent"
dates <- c("survey_start","end_survey")
uniquerespondantID <- "X_uuid"
enumeratorID <- "enumerator_id"
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- isSurveyOnMoreThanADay(ds = ds,
surveyConsent=surveyConsent,
dates=dates,
reportingColumns=reportingColumns,
deleteIsSurveyOnMoreThanADay=FALSE)
knitr::kable(head(result[["ret_log"]], 10))| enumerator_id | X_uuid | survey_start | survey_end |
|---|
print(result[["graph"]])
Is there any survey interview with end date time before start time?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
surveyConsent <- "survey_consent"
dates <- c("survey_start","end_survey")
uniquerespondantID <- "X_uuid"
enumeratorID <- "enumerator_id"
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- isSurveyEndBeforeItStarts(ds = ds,
surveyConsent=surveyConsent,
dates=dates,
reportingColumns=reportingColumns,
deleteIsSurveyEndBeforeItStarts=FALSE)
knitr::kable(head(result[["ret_log"]], 10))| enumerator_id | X_uuid | survey_start | survey_end |
|---|
print(result[["graph"]])
Is there any survey interview with start date after today?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
dates <- c("survey_start","end_survey")
surveyConsent <- "survey_consent"
uniquerespondantID <- "X_uuid"
enumeratorID <- "enumerator_id"
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- isSurveyMadeInTheFuture(ds = ds,
surveyConsent=surveyConsent,
dates=dates,
reportingColumns=reportingColumns,
deleteIsSurveyMadeInTheFuture = FALSE)
knitr::kable(head(result[["ret_log"]], 10))| enumerator_id | X_uuid | survey_start |
|---|
print(result[["graph"]])
Corrective actions - Data collected according the plan
Is there any survey interview starting before official first day?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
dates <- c("survey_start","end_survey")
surveyConsent <- "survey_consent"
startDataCollection <- "2018-11-11"
uniquerespondantID <- "X_uuid"
enumeratorID <- "enumerator_id"
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- isSurveyStartedBeforeTheAssessment(
ds = ds,
dates=dates,
surveyConsent=surveyConsent,
startDataCollection=startDataCollection,
reportingColumns=reportingColumns,
deleteIsSurveyStartedBeforeTheAssessment = FALSE)
knitr::kable(head(result[["ret_log"]], 10))| enumerator_id | X_uuid | survey_start | |
|---|---|---|---|
| 19 | 73 | 46fc2ca2-995a-4e8f-a15f-d34e4f674446 | 2018-11-11T09:35:07.585+06 |
print(result[["graph"]])
Are there interviews appearing too short?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
surveyConsent <- "survey_consent"
dates <- c("survey_start","end_survey")
uniquerespondantID <- "X_uuid"
enumeratorID <- "enumerator_id"
minimumSurveyDuration <- 30
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- isInterviewTooShort(ds = ds,
surveyConsent=surveyConsent,
dates=dates,
minimumSurveyDuration=minimumSurveyDuration,
reportingColumns=reportingColumns,
deleteIsInterviewTooShort=FALSE)
knitr::kable(head(result[["ret_log"]], 10))| enumerator_id | X_uuid | SurveyLength | |
|---|---|---|---|
| 4 | 10046 | b1634db9-9108-486d-a8f1-5706290b5f7d | 1.8311667 |
| 7 | 54 | 06b1df42-600d-4b51-90c0-1ec06b9c2d13 | 1.3205333 |
| 8 | 30022 | 89af7eaf-efa4-4f05-89eb-cae03133258a | 0.7672167 |
| 10 | 10046 | 5222a1b0-75a8-4b99-9ce2-138128f88b73 | 0.5624000 |
| 15 | 45 | 92375644-2a47-4e00-963b-5b33cdf12a6b | 0.6502667 |
| 17 | 96 | 28b89222-1869-433d-95c5-47ab81c4c28c | 1.0778833 |
| 19 | 73 | 46fc2ca2-995a-4e8f-a15f-d34e4f674446 | 0.4145833 |
| 21 | 47 | 288afd76-f646-4696-b40c-f1d6a6e79c5f | 0.5327833 |
| 28 | 30024 | 30eccbea-4e29-4d32-84a1-1925c4cb3d9a | 1.8957833 |
| 33 | 10011 | 05ac6aaa-675c-4cef-b051-df370c876287 | 0.5280667 |
print(result[["graph"]])
Are there interviews appearing too short based on household Size?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
surveyConsent <- "survey_consent"
dates <- c("survey_start","end_survey")
householdSize <-"consent_received.respondent_info.hh_size"
uniquerespondantID <- "X_uuid"
enumeratorID <- "enumerator_id"
minimumSurveyDurationByIndividual <- 10
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- isInterviewTooShortForTheHouseholdSize(ds = ds,
surveyConsent=surveyConsent,
dates=dates,
householdSize=householdSize,
minimumSurveyDurationByIndividual=minimumSurveyDurationByIndividual,
reportingColumns=reportingColumns,
deleteIsInterviewTooShortForTheHouseholdSize=FALSE)
knitr::kable(head(result[["ret_log"]], 10))| enumerator_id | X_uuid | HHSize | SurveyLength | |
|---|---|---|---|---|
| 2 | 10052 | 3c34b46b-96c4-46aa-9d4f-4147527f9042 | 7 | 46.09367 |
| 6 | 83 | 225f1521-c75d-4a4e-b394-0f02ac8e9d8a | 8 | 52.15687 |
| 9 | 43 | a98f85bc-0752-437d-a513-cc729804c303 | 8 | 52.57200 |
| 13 | 45 | 3f0d915b-7fa6-4262-8783-8d2c477af2e3 | 6 | 53.24095 |
| 14 | 30022 | 93ea674d-29c4-4750-bb48-ce2125a55094 | 7 | 58.11412 |
| 16 | 16 | 67324a24-765c-4ed7-bff0-5c739643b21b | 11 | 52.47767 |
| 22 | 26 | 16016bc3-cec1-410b-a7e5-e8b34a8c4c00 | 9 | 41.98670 |
| 23 | 80 | 0d7c18ad-4606-484b-bbe9-519b7e9eb4db | 5 | 31.28085 |
| 24 | 30022 | 58a431d8-af01-452f-a90f-eba8a7732089 | 7 | 39.70487 |
| 25 | 30022 | d00e83a0-70f9-4fdd-98e6-efead831ce56 | 7 | 65.95892 |
print(result[["graph"]])
Are interviews taking place in the expected site?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
dsSite <- "union_name"
dsCoordinates <- c("X_gps_reading_longitude","X_gps_reading_latitude")
load(system.file("admin.RData", package = "HighFrequencyChecks"))
adminBoundaries <- admin
adminBoundariesSite <- "Union"
surveyConsent <- "survey_consent"
uniquerespondantID <- "X_uuid"
enumeratorID <- "enumerator_id"
reportingColumns <- c(enumeratorID, uniquerespondantID)
result <- isInterviewInTheCorrectSite(ds = ds,
dsSite=dsSite,
dsCoordinates = dsCoordinates,
adminBoundaries=adminBoundaries,
adminBoundariesSite=adminBoundariesSite,
surveyConsent=surveyConsent,
reportingColumns=reportingColumns,
correctIsInterviewInTheCorrectSite=FALSE)
#> Loading required package: sp
knitr::kable(head(result[["ret_log"]], 10)) | enumerator_id | X_uuid | SiteRec | SiteReal |
|---|---|---|---|
| 52 | 4e05b9ee-2fb6-4276-ab73-7675e94f5011 | baharchhara | Baharchhara |
| 10052 | 3c34b46b-96c4-46aa-9d4f-4147527f9042 | baharchhara | Baharchhara |
| 10049 | b404f0fa-d5ef-4fdf-a217-07509244c1f1 | baharchhara | Baharchhara |
| 10046 | b1634db9-9108-486d-a8f1-5706290b5f7d | baharchhara | Baharchhara |
| 18 | 3e5ede43-369c-40f6-b59b-c73a5525a81d | baharchhara | Baharchhara |
| 83 | 225f1521-c75d-4a4e-b394-0f02ac8e9d8a | baharchhara | Baharchhara |
| 54 | 06b1df42-600d-4b51-90c0-1ec06b9c2d13 | baharchhara | Baharchhara |
| 30022 | 89af7eaf-efa4-4f05-89eb-cae03133258a | baharchhara | Baharchhara |
| 43 | a98f85bc-0752-437d-a513-cc729804c303 | baharchhara | Baharchhara |
| 10046 | 5222a1b0-75a8-4b99-9ce2-138128f88b73 | baharchhara | Baharchhara |
print(result[["graph"]])
Are interviews taking place in the expected point?
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
load(system.file("SamplePts.RData", package = "HighFrequencyChecks"))
sampledPoints <- SamplePts
dsCoordinates <- c("X_gps_reading_longitude","X_gps_reading_latitude")
buffer <- 10
surveyConsent <- "survey_consent"
uniquerespondantID <- "X_uuid"
enumeratorID <- "enumerator_id"
reportingColumns <- c(enumeratorID, uniquerespondantID)
# result <- isInterviewAtTheSamplePoint(ds = ds,
# dsCoordinates = dsCoordinates,
# sampledPoints=sampledPoints,
# buffer=buffer,
# surveyConsent=surveyConsent,
# reportingColumns=reportingColumns,
# deleteIsInterviewAtTheSamplePoint=FALSE)
# knitr::kable(head(result[["ret_log"]], 10))
# print(result[["graph"]])Overall tracking sheet
load(system.file("sample_dataset.RData", package = "HighFrequencyChecks"))
ds <- sample_dataset
dsSite <- "union_name"
load(system.file("SampleSize.RData", package = "HighFrequencyChecks"))
sampleSizeTable <- SampleSize
sampleSizeTableSite <- "Union"
sampleSizeTableTarget <- "SS"
sampleSizeTableAvailable <- "TotPts" # Usually the Target + a buffer
surveyConsent <- "survey_consent"
consentForValidSurvey <- "yes" # consent value for yes
result <- assessmentTrackingSheet(ds = ds,
dsSite = dsSite,
sampleSizeTable = sampleSizeTable,
sampleSizeTableSite = sampleSizeTableSite,
sampleSizeTableTarget = sampleSizeTableTarget,
sampleSizeTableAvailable = sampleSizeTableAvailable,
surveyConsent = surveyConsent,
consentForValidSurvey = consentForValidSurvey)
knitr::kable(head(result[["ret_log"]], 10)) | Site | Target | PointsAvailable | ValidSurveys | TotalSurveyDone | ToDo | RemainingPoints |
|---|---|---|---|---|---|---|
| baharchhara | 253 | 317 | 12 | 19 | 241 | 298 |
| haldia palong | 260 | 325 | 21 | 27 | 239 | 298 |
| jalia palong | 259 | 324 | 13 | 19 | 246 | 305 |
| nhilla | 259 | 324 | 42 | 54 | 217 | 270 |
| palong khali | 255 | 319 | 72 | 115 | 183 | 204 |
| raja palong | 261 | 327 | 29 | 37 | 232 | 290 |
| ratna palong | 252 | 315 | 19 | 31 | 233 | 284 |
| sabrang | 260 | 325 | 11 | 20 | 249 | 305 |
| teknaf | 259 | 324 | 41 | 74 | 218 | 250 |
| teknaf paurashava | 253 | 317 | 3 | 4 | 250 | 313 |
print(result[["graph"]])