diff --git a/data-raw/data_processing.R b/data-raw/data_processing.R index 82e50ec..331f7e9 100644 --- a/data-raw/data_processing.R +++ b/data-raw/data_processing.R @@ -43,7 +43,13 @@ households <- household_data |> package_type_preference), as.factor)) |> dplyr::mutate(dplyr::across(starts_with("business_"), as.factor)) |> - dplyr::mutate(business_water_use = as.logical(business_water_use)) + dplyr::mutate(business_water_use = as.logical(business_water_use)) |> + # neither the household nor respondent has a business + dplyr::mutate(business_ownership = case_when(business_ownership == "no" ~ NA)) |> + dplyr::mutate(time_of_last_struggle_to_find_water = + factor(time_of_last_struggle_to_find_water, + levels = c("over_year_ago", "last_year", + "last_30_days", "last_7_days", "last_3_days"))) @@ -79,12 +85,30 @@ waterpoint_data <- waterpoint_data |> # Modify variable types waterpoints <- waterpoint_data |> + dplyr::mutate(coli_mpn_health_risk = case_match(coli_mpn_health_risk, + "probably_safe" ~ "possibly_safe", + "probably_unsafe" ~ "possibly_unsafe")) |> + dplyr::mutate(tc_mpn_health_risk = case_match(tc_mpn_health_risk, + "probably_safe" ~ "possibly_safe", + "probably_unsafe" ~ "possibly_unsafe")) |> dplyr::mutate(across(c(community, type, available_services, location, owner, constructor, managers, respondent_would_use_to_prepare_rice, perception_of_quality, tap_closure_changes, CBT_sample_source, coli_mpn_health_risk, tc_mpn_health_risk), - as.factor)) + as.factor)) |> + # reorder nominal categorical variables + dplyr::mutate(perception_of_quality = factor(perception_of_quality, levels = c("low", "acceptable", "high"))) |> + ## The classifications were created by the company that made the test. + ## company's instructions for use (https://assets.ctfassets.net/vcps67yikf8u/5IbwfssqfSWqCo0U88GCAw/4ef1a9606f22cba7d79705ba3d096956/CBT_Instructions_EN.pdf) + + dplyr::mutate(coli_mpn_health_risk = factor(coli_mpn_health_risk, + levels = c("safe", "possibly_safe", "possibly_unsafe", "unsafe"))) |> + dplyr::mutate(tc_mpn_health_risk = factor(tc_mpn_health_risk, + levels = c("safe", "possibly_safe", "possibly_unsafe", "unsafe"))) + + + # Export Data ------------------------------------------------------------------ usethis::use_data(households, overwrite = TRUE) usethis::use_data(waterpoints, overwrite = TRUE) diff --git a/data-raw/dictionary.csv b/data-raw/dictionary.csv index ba35817..2b339fc 100644 --- a/data-raw/dictionary.csv +++ b/data-raw/dictionary.csv @@ -62,7 +62,7 @@ data,waterpoints.rda,price_increase,logical,price of any volume of water has inc data,waterpoints.rda,CBT_sample_source,factor,"source of sample for compartment bag test (CBT) supplied by Aquagenx (https://www.aquagenx.com/cbt-ectc/), options including [1] indirect_from_tap_(traveled_through_hose), [2] other_storage_(traveled_through_hose_or_poured_through_container), [3] storage_tank, and [4] tap." data,waterpoints.rda,coli_mpn,double,results of E. Coli most probable number (MPN) test per 100 mL sample data,waterpoints.rda,coli_mpn_ci,double,results of E. Coli most probable number (MPN) test per 100 mL sample - upper 95% confidence interval (CI) -data,waterpoints.rda,coli_mpn_health_risk,factor,"results of E. Coli most probable number (MPN) test per 100 mL sample - descriptive health risk, options including [1]possibly_safe, [2]possibly_unsafe, [3]probably_saf, [4]probably_unsafe, [5] safe, [6]unsafe." +data,waterpoints.rda,coli_mpn_health_risk,factor,"results of E. Coli most probable number (MPN) test per 100 mL sample - descriptive health risk, options including options including [1]safe, [2]possibly_safe, [3] possibly_unsafe and [4]unsafe." data,waterpoints.rda,tc_mpn,double,results of Total Coliforms (TC) most probable number (MPN) test per 100 mL sample data,waterpoints.rda,tc_mpn_ci,double,results of Total Coliforms (TC) most probable number (MPN) test per 100 mL sample - upper 95% confidence interval (CI) -data,waterpoints.rda,tc_mpn_health_risk,factor,"results of Total Coliforms (TC) most probable number (MPN) test per 100 mL sample - descriptive health risk, options including [1]unsafe, [2]possibly_unsafe, and [3]probably_unsafe." +data,waterpoints.rda,tc_mpn_health_risk,factor,"results of Total Coliforms (TC) most probable number (MPN) test per 100 mL sample - descriptive health risk, options including [1]safe, [2]possibly_safe, [3] possibly_unsafe and [4]unsafe." diff --git a/data/households.rda b/data/households.rda index 5b99435..dd13b0a 100644 Binary files a/data/households.rda and b/data/households.rda differ diff --git a/data/waterpoints.rda b/data/waterpoints.rda index 6af2c14..c3476b1 100644 Binary files a/data/waterpoints.rda and b/data/waterpoints.rda differ diff --git a/inst/extdata/households.csv b/inst/extdata/households.csv index aace961..6e0c32a 100644 --- a/inst/extdata/households.csv +++ b/inst/extdata/households.csv @@ -1,117 +1,117 @@ id,community,housing_type,respondent_relationship_to_hh,gender,tenure,years_in_community,adult_count,child_count,rooms_in_hh,business_ownership,business_location,business_category,business_water_use,business_water_source,primary_dw_source,dw_reason_convenience,dw_reason_affordable,dw_reason_available,dw_reason_cold,dw_reason_clean,dw_reason_taste,dw_reason_habit_or_cultural_norm,dw_reason_trustworthy,dw_reason_health,dw_reason_other,package_type_preference,package_size_reason_storage_space,package_size_reason_cost_effective,package_size_reason_temperature,package_size_reason_available_money,package_size_reason_convenience,package_size_reason_size,package_size_reason_avoid_wasting_water,dw_treatment,primary_water_source,primary_source_reason_proximity,primary_source_reason_convenience,primary_source_reason_affordable,primary_source_reason_availability,primary_source_reason_cleanliness,primary_source_reason_other,other_non_dw_source_use,other_non_dw_sources_packaged,other_non_dw_sources_piped_to_home,other_non_dw_sources_piped_to_neighbor,other_non_dw_sources_commercial_tap,other_non_dw_sources_piped_to_compound,other_non_dw_sources_borehole,other_non_dw_sources_dug_well,other_non_dw_sources_spring_water,other_non_dw_sources_delivered_water,other_non_dw_sources_other,secondary_source_reason_availability,secondary_source_reason_unclean,secondary_source_reason_crowding,secondary_source_reason_shower,secondary_source_reason_convenient_location,tap_payment_mode,daily_hh_water_cost_for_pay_to_fetch,daily_hh_water_cost_phhm_for_pay_to_fetch,past_struggle_to_find_water,time_of_last_struggle_to_find_water,weekdays_struggle_to_find_water,past_struggle_primary_reason,tap_closure_knowledge_known,tap_closure_knowledge_sometimes,tap_closure_knowledge_expected_pattern,tap_closure_knowledge_unknown,tap_closure_knowledge_no_answer,coping_mechanism_spend_more,coping_mechanism_purchase_more_to_store_at_home,coping_mechanism_use_other_source,coping_mechanism_sachet_to_cook,coping_mechanism_skipped_cooking,coping_mechanism_sachet_to_bathe,coping_mechanism_skipped_bathing,coping_mechanism_closed_business,coping_mechanism_skipped_laundry,water_storage_drinking_water,water_storage_non_drinking_water,water_storage_none,storage_containers_plastic_jug,storage_containers_uncovered_barrels,storage_containers_covered_barrels,storage_containers_other_covered,storage_containers_other_uncovered,estimated_non_dw_storage_capacity,estimated_stored_non_dw -1,abuja,block_unit,self,female,rented,0,1,0,1,no,NA,NA,NA,NA,packaged,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,individual,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,pay_to_fetch,1,1,TRUE,last_7_days,2,cost,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 -2,abuja,wood_unit,self,female,rented,2,6,1,1,respondent_owned,mobile,food,TRUE,commercial tap,packaged,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,individual,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,28,4,FALSE,NA,0,NA,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 -3,abuja,block_unit,child,male,owned,20,3,1,2,household_owned,home_based,shop,TRUE,packaged,packaged,FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,no_treatment,piped_to_home,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,shares_bill,NA,NA,TRUE,last_7_days,2,availability,FALSE,FALSE,TRUE,TRUE,NA,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,50,25 -4,abuja,block_unit,self,female,rented,1,7,0,1,no,NA,NA,NA,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,individual,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,pay_to_fetch,28,4,TRUE,last_3_days,0,availability,FALSE,FALSE,FALSE,TRUE,NA,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 -5,abuja,block_unit,self,female,rented,20,5,5,1,no,NA,NA,NA,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,individual,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,32,3,TRUE,last_year,0,availability,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,TRUE,FALSE,TRUE,TRUE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,100,70 -6,abuja,wood_unit,self,female,owned,40,5,0,4,household_owned,home_based,other_services,TRUE,commercial tap,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,pay_to_fetch,15,3,TRUE,last_3_days,0,availability,FALSE,FALSE,FALSE,TRUE,NA,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 -7,abuja,wood_unit,self,female,rented,14,2,1,1,respondent_owned,home_based,vended_water,FALSE,NA,packaged,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,pay_to_fetch,20,6,TRUE,last_3_days,2,availability,FALSE,FALSE,TRUE,FALSE,NA,NA,NA,NA,TRUE,TRUE,TRUE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 -8,abuja,other,self,female,owned,30,3,2,2,no,NA,NA,NA,NA,packaged,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,TRUE,TRUE,FALSE,TRUE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,pay_to_fetch,19,3,TRUE,last_year,0,availability,FALSE,FALSE,FALSE,TRUE,NA,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,300,100 -9,abuja,other,self,female,rented,6,2,5,1,respondent_owned,home_based,vended_water,TRUE,packaged,packaged,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,individual,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,TRUE,NA,NA,NA,pay_to_fetch,9,1,TRUE,last_7_days,2,cost,FALSE,FALSE,TRUE,FALSE,NA,FALSE,FALSE,TRUE,TRUE,FALSE,TRUE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 -10,abuja,other,self,female,rented,20,1,1,1,household_owned,home_based,shop,FALSE,NA,packaged,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,shares_bill,NA,NA,TRUE,last_30_days,0,availability,FALSE,FALSE,FALSE,TRUE,NA,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 -11,abuja,block_unit,self,female,rented,10,1,4,1,no,NA,NA,NA,NA,packaged,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,pay_to_fetch,2,0,TRUE,last_7_days,0,availability,FALSE,FALSE,TRUE,FALSE,NA,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 -12,abuja,block_unit,self,female,owned,30,2,4,1,respondent_owned,outside_home,food,TRUE,commercial tap,commercial_tap,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,individual,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,pay_to_fetch,34,5,TRUE,last_3_days,1,availability,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 -13,abuja,block_unit,self,female,owned,17,3,2,1,respondent_owned,outside_home,food,TRUE,commercial tap,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,individual,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,TRUE,NA,NA,pay_to_fetch,18,3,TRUE,last_year,0,availability,FALSE,FALSE,FALSE,TRUE,NA,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 -14,abuja,block_unit,spouse,female,rented,13,2,5,1,no,NA,NA,NA,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,individual,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,no_treatment,commercial_tap,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,17,2,TRUE,over_year_ago,0,availability,FALSE,FALSE,FALSE,TRUE,NA,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 -15,abuja,house,child,female,rented,20,7,5,1,no,NA,NA,NA,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,individual,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,8,0,TRUE,last_3_days,2,availability,FALSE,FALSE,TRUE,TRUE,NA,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,400,200 -16,kg,compound_house,self,male,rented,40,4,5,4,household_owned,outside_home,shop,FALSE,NA,packaged,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,bag,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,boil,spring_water,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,shares_bill,NA,NA,FALSE,NA,0,NA,NA,NA,NA,NA,TRUE,NA,NA,NA,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,20,0 -17,kg,compound_house,other_relative,female,no_payment,50,3,3,1,respondent_owned,home_based,salon,FALSE,NA,packaged,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,individual,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,no_treatment,piped_to_home,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,pay_to_fetch,1,0,TRUE,last_3_days,0,availability,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,TRUE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,100,60 -18,kg,compound_house,other_relative,female,no_payment,50,1,1,1,no,NA,NA,NA,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,individual,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,no_treatment,piped_to_home,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,both,1,0,FALSE,NA,0,NA,NA,NA,NA,NA,TRUE,NA,NA,NA,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,700,700 -19,kg,compound_house,child,female,owned,38,3,1,2,no,NA,NA,NA,NA,piped_to_compound,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,both,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,pay_to_fetch,2,0,FALSE,NA,0,NA,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,300,0 -20,kg,compound_house,child,male,no_payment,16,8,12,12,household_owned,home_based,vended_water,TRUE,piped to compound,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,shares_bill,NA,NA,TRUE,last_year,0,availability,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,200,100 -21,kg,compound_house,other_relative,female,no_payment,40,2,2,2,respondent_owned,home_based,shop,FALSE,NA,packaged,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,TRUE,TRUE,FALSE,FALSE,TRUE,FALSE,no_treatment,piped_to_home,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,shares_bill,NA,NA,FALSE,NA,0,NA,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,1000,1000 -22,kg,compound_house,self,male,rented,20,4,2,1,no,NA,NA,NA,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,bag,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,shares_bill,NA,NA,TRUE,last_7_days,0,availability,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,450,400 -23,kg,compound_house,other_relative,female,no_payment,30,1,0,1,respondent_owned,home_based,food,TRUE,piped to compound,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,both,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,shares_bill,NA,NA,TRUE,last_7_days,0,availability,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,300,300 -24,kg,multistory_apt,spouse,female,rented,3,2,2,2,household_owned,outside_home,food,TRUE,commercial tap,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,7,1,FALSE,NA,0,NA,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,775,150 -25,kg,compound_house,child,female,no_payment,30,5,4,3,no,NA,NA,NA,NA,packaged,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,individual,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,pay_to_fetch,4,0,TRUE,last_7_days,0,availability,FALSE,FALSE,FALSE,TRUE,NA,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,300,150 -26,kg,compound_house,child,male,rented,20,5,2,1,household_owned,home_based,vended_water,TRUE,piped to compound,piped_to_compound,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,20,2,TRUE,last_3_days,4,availability,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,450,450 -27,kg,compound_house,other_relative,female,no_payment,60,4,3,1,respondent_owned,outside_home,food,TRUE,commercial tap,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,individual,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,settle,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,both,10,1,TRUE,last_3_days,0.5,availability,FALSE,FALSE,FALSE,TRUE,NA,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,450,225 -28,kg,compound_house,other_relative,female,no_payment,3,1,0,1,no,NA,NA,NA,NA,packaged,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,individual,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,pay_to_fetch,4,4,FALSE,NA,0,NA,NA,NA,NA,NA,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,120,120 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+99,kg,compound_house,self,female,no_payment,30,1,1,1,NA,home_based,vended_water,TRUE,packaged,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,bag,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,shares_bill,NA,NA,TRUE,last_year,0,availability,TRUE,FALSE,FALSE,FALSE,NA,TRUE,FALSE,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,500,500 +100,kg,compound_house,other_relative,female,no_payment,73,4,2,3,NA,NA,NA,NA,NA,piped_to_compound,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,settle,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,shares_bill,NA,NA,TRUE,over_year_ago,0,availability,FALSE,TRUE,FALSE,FALSE,NA,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,800,400 +101,kg,compound_house,self,female,rented,13,2,5,2,NA,NA,NA,NA,NA,piped_to_compound,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,boil,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,pay_to_fetch,2,0,TRUE,last_3_days,2,availability,FALSE,FALSE,FALSE,TRUE,NA,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,1500,1500 +102,kg,compound_house,self,female,rented,11,2,2,1,NA,NA,NA,NA,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,shares_bill,NA,NA,TRUE,last_7_days,0,availability,FALSE,TRUE,FALSE,FALSE,NA,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,500,300 +103,kg,block_unit,self,female,rented,4,1,2,1,NA,home_based,tailoring,FALSE,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE,bag,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,5,1,TRUE,last_7_days,1,availability,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,TRUE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,150,100 +104,kg,compound_house,self,female,no_payment,30,2,2,1,NA,mobile,food,TRUE,piped to 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+106,kg,compound_house,self,female,no_payment,30,2,4,1,NA,NA,NA,NA,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE,both,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,15,2,TRUE,last_7_days,3,availability,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,TRUE,TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,NA,0,0 +107,kg,compound_house,self,female,rented,55,4,2,1,NA,outside_home,food,TRUE,commercial tap,packaged,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,bag,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,pay_to_fetch,6,1,FALSE,NA,0,NA,TRUE,FALSE,FALSE,FALSE,NA,NA,NA,NA,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE,450,450 +108,kg,compound_house,self,female,rented,10,1,3,2,NA,outside_home,shop,FALSE,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,individual,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,1,0,TRUE,over_year_ago,0,availability,TRUE,FALSE,FALSE,FALSE,NA,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,500,500 +109,kg,compound_house,self,male,no_payment,50,4,2,2,NA,NA,NA,NA,NA,packaged,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,piped_to_compound,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,3,0,TRUE,last_3_days,3,availability,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,650,250 +110,kg,compound_house,child,female,no_payment,8,3,4,1,NA,NA,NA,NA,NA,packaged,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,individual,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,pay_to_fetch,6,0,TRUE,last_3_days,2,availability,FALSE,FALSE,TRUE,TRUE,NA,NA,NA,NA,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,600,600 +111,kg,compound_house,self,female,rented,5,2,0,1,NA,outside_home,shop,FALSE,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,NA,NA,NA,NA,NA,shares_bill,NA,NA,TRUE,last_7_days,0,availability,FALSE,TRUE,FALSE,FALSE,NA,TRUE,FALSE,TRUE,TRUE,TRUE,TRUE,TRUE,FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,200,200 +112,kg,compound_house,child,female,no_payment,13,2,2,1,NA,home_based,food,TRUE,commercial 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+114,kg,compound_house,self,female,rented,7,1,0,1,NA,outside_home,salon,FALSE,NA,packaged,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,both,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,filter,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,0,0,FALSE,NA,0,NA,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,250,200 +115,kg,compound_house,self,female,owned,20,3,0,1,NA,NA,NA,NA,NA,packaged,FALSE,FALSE,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,commercial_tap,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,1,0,TRUE,last_3_days,0,availability,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,1050,1000 +116,kg,compound_house,self,female,rented,17,2,3,3,NA,NA,NA,NA,NA,packaged,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,bag,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,no_treatment,piped_to_compound,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,NA,NA,NA,NA,pay_to_fetch,4,0,TRUE,over_year_ago,0,availability,FALSE,FALSE,FALSE,TRUE,NA,FALSE,FALSE,TRUE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,260,260 diff --git a/inst/extdata/households.xlsx b/inst/extdata/households.xlsx index e385ce7..1f8e0b6 100644 Binary files a/inst/extdata/households.xlsx and b/inst/extdata/households.xlsx differ diff --git a/inst/extdata/waterpoints.csv b/inst/extdata/waterpoints.csv index b48af7d..81896cc 100644 --- a/inst/extdata/waterpoints.csv +++ b/inst/extdata/waterpoints.csv @@ -1,50 +1,50 @@ id,community,type,available_services,location,year_established,year_established_unknown,owner,owner_na,constructor,managers,estimated_storage_capacity_liters,average_visits_per_customer,respondent_would_use_to_prepare_rice,perception_of_quality,tap_closure_days_per_week,price_25_liter_jug,price_20_liter_bucket,price_30_liter_basin,avg_price_per_liter_cedis,tap_closure_changes,flexible_pricing,price_increase,CBT_sample_source,coli_mpn,coli_mpn_ci,coli_mpn_health_risk,tc_mpn,tc_mpn_ci,tc_mpn_health_risk -1,abuja,piped_water,"public_sale_of_water,_bathing",on_the_street,2013,NA,community_member,NA,community_member,member(s)_of_owner_household,800,3,yes,high,NA,2,2,3,0.28,"customers_use_2-liter_bucket_for_bathing,_per-liter_prices_increase_by_33%,_water_point_likely_to_close",FALSE,TRUE,tap,0,2.87,safe,100,9435.1,unsafe 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-30,kg,piped_water,public_sale_of_water,on_the_street,NA,TRUE,community_member,NA,community_member,member(s)_of_owner_household,5000,NA,no,low,NA,1,0.5,1,0.1,NA,FALSE,TRUE,tap,100,9435.1,unsafe,100,9435.1,unsafe -31,kg,piped_water,public_sale_of_water,on_the_street,2018,NA,community_member,NA,community_member,member(s)_of_owner_household,6600,NA,yes,acceptable,NA,1,0.5,NA,0.07,NA,TRUE,TRUE,tap,2.1,6.64,probably_safe,100,9435.1,unsafe -32,kg,piped_water,"public_sale_of_water,_toilet",within_a_compound,2005,NA,community_member,NA,community_member,member(s)_of_owner_household,2000,NA,yes,low,NA,1,1,NA,0.09,NA,TRUE,TRUE,tap,13.6,83.06,possibly_unsafe,100,9435.1,unsafe -33,kg,piped_water,"public_sale_of_water,_bathing,_toilet",within_a_compound,NA,TRUE,community_member,NA,community_member,member(s)_of_owner_household,10000,2,yes,high,NA,1,1.5,0.7,0.14,customers_use_2-liter_bucket_for_bathing,TRUE,TRUE,tap,4.7,22.75,possibly_safe,100,9435.1,unsafe -34,kg,piped_water,public_sale_of_water,on_the_street,2017,NA,community_member,NA,community_member,member(s)_of_owner_household,10000,NA,yes,high,NA,1,0.5,NA,0.07,NA,FALSE,TRUE,storage_tank,100,9435.1,unsafe,100,9435.1,unsafe -35,kg,piped_water,public_sale_of_water,within_a_compound,2017,NA,community_member,NA,community_member,member(s)_of_owner_household,8000,NA,yes,high,NA,0.8,0.4,NA,0.05,NA,FALSE,FALSE,tap,3.4,12.53,possibly_safe,100,9435.1,unsafe -36,kg,piped_water,public_sale_of_water,within_a_compound,2003,NA,community_member,NA,community_member,member(s)_of_owner_household,10000,5,yes,acceptable,NA,1.2,0.6,NA,0.08,NA,TRUE,TRUE,tap,100,9435.1,unsafe,100,9435.1,unsafe -37,kg,piped_water,public_sale_of_water,within_a_compound,1998,NA,household_head,NA,community_member,member(s)_of_owner_household,3200,NA,yes,low,NA,0.6,0.5,NA,0.05,NA,TRUE,FALSE,tap,100,9435.1,unsafe,100,9435.1,unsafe -38,kg,piped_water,public_sale_of_water,on_the_street,2020,NA,community_member,NA,community_member,member(s)_of_owner_household,10000,2,yes,acceptable,NA,1,0.4,1.8,0.12,NA,FALSE,TRUE,storage_tank,48.3,351.91,probably_unsafe,100,9435.1,unsafe -39,kg,piped_water,public_sale_of_water,on_the_street,2020,NA,community_member,NA,community_member,member(s)_of_owner_household,1500,NA,yes,acceptable,NA,1,0.5,NA,0.07,NA,TRUE,NA,tap,13.6,83.06,possibly_unsafe,100,9435.1,unsafe -40,kg,piped_water,"public_sale_of_water,_bathing,_toilet",on_the_street,2000,NA,community_member,NA,community_member,member(s)_of_owner_household,8000,2,yes,acceptable,NA,1,0.5,NA,0.07,customers_use_2-liter_bucket_for_bathing,FALSE,TRUE,tap,48.3,351.91,probably_unsafe,100,9435.1,unsafe -41,kg,piped_water,"public_sale_of_water,_bathing",on_the_street,2000,NA,community_member,NA,community_member,member(s)_of_owner_household,10000,2,yes,acceptable,NA,1,0.4,1,0.09,customers_use_2-liter_bucket_for_bathing,FALSE,FALSE,tap,100,9435.1,unsafe,100,9435.1,unsafe -42,kg,piped_water,public_sale_of_water,on_the_street,NA,TRUE,community_member,NA,community_member,member(s)_of_owner_household,4800,1,yes,acceptable,NA,1,1,1.5,0.14,NA,FALSE,TRUE,tap,100,9435.1,unsafe,100,9435.1,unsafe -43,kg,piped_water,public_sale_of_water,on_the_street,2015,NA,community_member,NA,community_member,member(s)_of_owner_household,1200,NA,yes,acceptable,NA,1,0.5,1,0.1,NA,FALSE,TRUE,tap,100,9435.1,unsafe,100,9435.1,unsafe -44,kg,piped_water,public_sale_of_water,on_the_street,2021,NA,community_member,NA,community_member,member(s)_of_owner_household,8000,NA,yes,acceptable,NA,1,NA,NA,0.04,NA,TRUE,FALSE,tap,13.6,83.06,possibly_unsafe,100,9435.1,unsafe 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-49,kg,piped_water,"public_sale_of_water,_bathing",within_a_compound,2012,NA,household_head,NA,community_member,member(s)_of_owner_household,7000,1,yes,acceptable,NA,1,0.4,NA,0.06,customers_use_2-liter_bucket_for_bathing,FALSE,FALSE,storage_tank,100,9435.1,unsafe,100,9435.1,unsafe +15,abuja,piped_water,"public_sale_of_water,_bathing",on_the_street,2014,NA,community_member,NA,community_member,member(s)_of_owner_household,10000,2,yes,NA,1,2,2,3,0.28,"customers_use_2-liter_bucket_for_bathing,_per-liter_prices_increase_by_33%,_water_point_likely_to_close",FALSE,NA,tap,1.5,7.81,possibly_safe,100,9435.1,NA +16,abuja,piped_water,public_sale_of_water,on_the_street,2000,NA,community_member,NA,community_member,employee(s),5000,NA,yes,high,2,NA,NA,2,0.07,NA,NA,NA,storage_tank,0,2.87,NA,100,9435.1,NA 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+33,kg,piped_water,"public_sale_of_water,_bathing,_toilet",within_a_compound,NA,TRUE,community_member,NA,community_member,member(s)_of_owner_household,10000,2,yes,high,NA,1,1.5,0.7,0.14,customers_use_2-liter_bucket_for_bathing,TRUE,TRUE,tap,4.7,22.75,NA,100,9435.1,NA +34,kg,piped_water,public_sale_of_water,on_the_street,2017,NA,community_member,NA,community_member,member(s)_of_owner_household,10000,NA,yes,high,NA,1,0.5,NA,0.07,NA,FALSE,TRUE,storage_tank,100,9435.1,NA,100,9435.1,NA +35,kg,piped_water,public_sale_of_water,within_a_compound,2017,NA,community_member,NA,community_member,member(s)_of_owner_household,8000,NA,yes,high,NA,0.8,0.4,NA,0.05,NA,FALSE,FALSE,tap,3.4,12.53,NA,100,9435.1,NA +36,kg,piped_water,public_sale_of_water,within_a_compound,2003,NA,community_member,NA,community_member,member(s)_of_owner_household,10000,5,yes,acceptable,NA,1.2,0.6,NA,0.08,NA,TRUE,TRUE,tap,100,9435.1,NA,100,9435.1,NA +37,kg,piped_water,public_sale_of_water,within_a_compound,1998,NA,household_head,NA,community_member,member(s)_of_owner_household,3200,NA,yes,low,NA,0.6,0.5,NA,0.05,NA,TRUE,FALSE,tap,100,9435.1,NA,100,9435.1,NA +38,kg,piped_water,public_sale_of_water,on_the_street,2020,NA,community_member,NA,community_member,member(s)_of_owner_household,10000,2,yes,acceptable,NA,1,0.4,1.8,0.12,NA,FALSE,TRUE,storage_tank,48.3,351.91,possibly_unsafe,100,9435.1,NA +39,kg,piped_water,public_sale_of_water,on_the_street,2020,NA,community_member,NA,community_member,member(s)_of_owner_household,1500,NA,yes,acceptable,NA,1,0.5,NA,0.07,NA,TRUE,NA,tap,13.6,83.06,NA,100,9435.1,NA +40,kg,piped_water,"public_sale_of_water,_bathing,_toilet",on_the_street,2000,NA,community_member,NA,community_member,member(s)_of_owner_household,8000,2,yes,acceptable,NA,1,0.5,NA,0.07,customers_use_2-liter_bucket_for_bathing,FALSE,TRUE,tap,48.3,351.91,possibly_unsafe,100,9435.1,NA +41,kg,piped_water,"public_sale_of_water,_bathing",on_the_street,2000,NA,community_member,NA,community_member,member(s)_of_owner_household,10000,2,yes,acceptable,NA,1,0.4,1,0.09,customers_use_2-liter_bucket_for_bathing,FALSE,FALSE,tap,100,9435.1,NA,100,9435.1,NA +42,kg,piped_water,public_sale_of_water,on_the_street,NA,TRUE,community_member,NA,community_member,member(s)_of_owner_household,4800,1,yes,acceptable,NA,1,1,1.5,0.14,NA,FALSE,TRUE,tap,100,9435.1,NA,100,9435.1,NA +43,kg,piped_water,public_sale_of_water,on_the_street,2015,NA,community_member,NA,community_member,member(s)_of_owner_household,1200,NA,yes,acceptable,NA,1,0.5,1,0.1,NA,FALSE,TRUE,tap,100,9435.1,NA,100,9435.1,NA +44,kg,piped_water,public_sale_of_water,on_the_street,2021,NA,community_member,NA,community_member,member(s)_of_owner_household,8000,NA,yes,acceptable,NA,1,NA,NA,0.04,NA,TRUE,FALSE,tap,13.6,83.06,NA,100,9435.1,NA +45,kg,piped_water,public_sale_of_water,within_a_compound,2018,NA,community_member,NA,community_member,member(s)_of_owner_household,9500,1,yes,low,NA,1,0.5,NA,0.07,NA,FALSE,FALSE,storage_tank,13.6,83.06,NA,100,9435.1,NA +46,kg,natural_spring,public_sale_of_water,within_a_compound,NA,TRUE,NA,TRUE,NA,self-managed_or_managed_by_customer(s),0,NA,no,low,NA,0,0,0,0,NA,NA,NA,tap,32.6,145.55,possibly_unsafe,100,9435.1,NA +47,kg,piped_water,public_sale_of_water,on_the_street,NA,NA,community_member,NA,community_member,member(s)_of_owner_household,450,NA,yes,NA,NA,2,NA,1.5,0.13,NA,FALSE,NA,tap,13.6,83.06,NA,100,9435.1,NA +48,kg,piped_water,public_sale_of_water,within_a_compound,NA,NA,community_member,NA,community_member,member(s)_of_owner_household,450,NA,yes,NA,NA,NA,NA,NA,NA,NA,NA,NA,tap,13.6,83.06,NA,100,9435.1,NA +49,kg,piped_water,"public_sale_of_water,_bathing",within_a_compound,2012,NA,household_head,NA,community_member,member(s)_of_owner_household,7000,1,yes,acceptable,NA,1,0.4,NA,0.06,customers_use_2-liter_bucket_for_bathing,FALSE,FALSE,storage_tank,100,9435.1,NA,100,9435.1,NA diff --git a/inst/extdata/waterpoints.xlsx b/inst/extdata/waterpoints.xlsx index 06a460d..acc87ce 100644 Binary files a/inst/extdata/waterpoints.xlsx and b/inst/extdata/waterpoints.xlsx differ