From ec105743333fe99c121515f9025d094cc78788ca Mon Sep 17 00:00:00 2001 From: Edouard Date: Mon, 27 Nov 2023 16:10:43 -0500 Subject: [PATCH] clean the repo --- .gitignore | 16 +- .../missing_gender_result.csv | 0 deduplicate.R | 774 ------------------ deduplicate.Rmd | 8 +- fastlink.R | 260 ------ img/Record-linkage-example.png | Bin 0 -> 248996 bytes concept.png => img/concept.png | Bin evaluation.png => img/evaluation.png | Bin pipe.png => img/pipe.png | Bin img/prob.png | Bin 0 -> 70505 bytes record-linkage.png => img/record-linkage.png | Bin img/record-linkage.webp | Bin 0 -> 97158 bytes index.Rmd | 6 +- index.html | 23 +- 14 files changed, 24 insertions(+), 1063 deletions(-) rename missing_gender_result.csv => data-raw/missing_gender_result.csv (100%) delete mode 100644 deduplicate.R delete mode 100644 fastlink.R create mode 100644 img/Record-linkage-example.png rename concept.png => img/concept.png (100%) rename evaluation.png => img/evaluation.png (100%) rename pipe.png => img/pipe.png (100%) create mode 100644 img/prob.png rename record-linkage.png => img/record-linkage.png (100%) create mode 100644 img/record-linkage.webp diff --git a/.gitignore b/.gitignore index e75435c..69e2a14 100644 --- a/.gitignore +++ b/.gitignore @@ -1,49 +1,37 @@ # History files .Rhistory .Rapp.history - # Session Data files .RData .RDataTmp - # User-specific files .Ruserdata - # Example code in package build process *-Ex.R - # Output files from R CMD build /*.tar.gz - # Output files from R CMD check /*.Rcheck/ - # RStudio files .Rproj.user/ - # produced vignettes vignettes/*.html vignettes/*.pdf - # OAuth2 token, see https://github.com/hadley/httr/releases/tag/v0.3 .httr-oauth - # knitr and R markdown default cache directories *_cache/ /cache/ - # Temporary files created by R markdown *.utf8.md *.knit.md - # R Environment Variables .Renviron - # pkgdown site docs/ - # translation temp files po/*~ - # RStudio Connect folder rsconnect/ +record_linkage.Rproj +deduplicate.html diff --git a/missing_gender_result.csv b/data-raw/missing_gender_result.csv similarity index 100% rename from missing_gender_result.csv rename to data-raw/missing_gender_result.csv diff --git a/deduplicate.R b/deduplicate.R deleted file mode 100644 index fa3e6c0..0000000 --- a/deduplicate.R +++ /dev/null @@ -1,774 +0,0 @@ -################################################## -### A script workflow for Record linkage ---------- -################################################## - -library(tidyverse) -# install.packages("fastLink") -library(fastLink) - -## Load the data - -# which is here already the results of merging multiple list from different excel files -data <- readxl::read_excel(here::here("data-raw", "Registros2.xlsx"), - sheet = "Sheet1", - col_types = c("numeric", - "text", "text", "text", "text", "text", - "text", "text", "date", "numeric", - "numeric", "numeric", "text", "text", - "text", "text", "text", "text", "text", - "text", "text", "text", "text", "text", - "text", "text", "text", "text", "text", - "text", "text")) |> - janitor::clean_names() - - -#dput(names(data)) -## Cleaning functions ############### - - -#' clean_age -#' -#' This functions cleans the age identifiers in the context of record linkage. -#' -#' If the date of birth is present, it will parse it, extract year and month, -#' and recalculate both age and age range -#' -#' If the date of birth is not mentioned, then it will use age and date_record -#' to reconstruct an estimated date of birth - and recalculate the rest -#' -#' @param frame frame with the data -#' @param date_birth variable name for the date of birth in the frame -#' @param date_record variable name for the date of birth in the frame -#' @param age variable name for the date of birth in the frame -#' @param age_range variable name for the date of birth in the frame -#' -#' @return the same column but cleaned... -#' -#' @export -clean_age <- function(frame, - date_birth, - date_record, - age, - age_range){ - - #frame$date_birth - frame2 <- frame |> - ## Rename variable - dplyr::rename( date_birth = paste0(date_birth), - date_record = paste0(date_record), - age = paste0(age), - age_range = paste0(age_range) ) |> - dplyr::mutate( - ## In case there is no date of birth - but we have an age, we recalculate it.. - - date_birth = dplyr::case_when( - # Case we age but no DOB and date registration - is.na(date_birth) & !(is.na(age)) & !(is.na(date_record)) ~ - lubridate::as_date(date_record) - lubridate::dyears(age) , - - # Case we age but no DOB and date registration - is.na(date_birth) & !(is.na(age)) & is.na(date_record) ~ - today() - lubridate::dyears(age) , - - # Case take what we have... - TRUE ~ lubridate::as_date(date_birth) ) , - ## make sure it is in the correct format - date_birth = lubridate::as_date(date_birth), - - day_birth = as.numeric( - lubridate::day(date_birth)), - - month_birth = as.numeric( - lubridate::month(date_birth)), - - year_birth= as.numeric( - lubridate::year(date_birth)), - - age = round( as.numeric(today() - date_birth) / 365), - - age_range = dplyr::case_when( - ## if age cohort was already present and we have no DOb, retain it - # !(is.na(age_range )) & is.na( date_birth) & - age <5 ~ "0-4", - - # !(is.na(age_range )) & is.na( date_birth) & - age >=5 & age <= 11 ~ "4-11", - - #!(is.na(age_range )) & is.na( date_birth) & - age >= 12 & age <= 17 ~ "12-17", - # !(is.na(age_range )) & is.na( date_birth) & - age >= 18 & age <= 59 ~ "18-59", - - # !(is.na(age_range )) & is.na( date_birth) & - age >= 60 ~ "60+", - - TRUE ~ age_range ) ) - - return(frame2) -} - - -## Testing... -# frame <- data |> -# dplyr::select(fecha_de_nacimiento, -# date_record, edad, age_range) |> -# clean_age( date_birth = "fecha_de_nacimiento", -# date_record = "date_record", -# age = "edad", -# age_range = "age_range") - - - -#' remove_spaces_based_on_patterns -#' Utility sub-function to remove spaces based on patterns -#' This function helps cleaning name decomposition - in case it is not included in the original data -#' -#' In case, there's only 2 elements, it will fill only firstname and fathername -#' The function also identify family prefix to be bind such as for spanish -#' "DEL", 'DE", "DE LOS", "DE LAS" -#' -#' @param vector a list of string with names -remove_spaces_based_on_patterns <- function(vector, - nameprefix = data.frame( - pat1 = c( "DE LA ", "DEL ", "DE LOS ", "DE LAS ","DE ", "SAN ", "LA ", "DA "), - pat2 = c( "DE_LA_", "DEL_", "DE_LOS_", "DE_LAS_", "DE_", "SAN_", "LA_", "DA_") ) -) { - for (i in 1:nrow(nameprefix) ) { - # i <- 4 - #cat(paste0(nameprefix[i, c("pat1")],"\n", vector, "\n")) - vector <- stringr::str_replace_all(string = vector, - pattern = nameprefix[i, c("pat1")], - replacement = nameprefix[i, c("pat2")]) - # cat(paste0(vector, "\n")) - } - return(vector) -} -## Test function -remove_spaces_based_on_patterns(vector = "ADRIENNE DE LOS ANGELES MILANESE PARISIANNA") - - -#' reset_spaces_based_on_patterns -#' Utility sub-function to remove spaces based on patterns -#' This function helps cleaning name decomposition - in case it is not included in the original data -#' -#' In case, there's only 2 elements, it will fill only firstname and fathername -#' The function also identify family prefix to be bind such as for spanish -#' "DEL", 'DE", "DE LOS", "DE LAS" -#' -#' @param vector a list of string with names -reset_spaces_based_on_patterns <- function(vector, - nameprefix = data.frame( - pat1 = c( "DE LA ", "DEL ", "DE LOS ", "DE LAS ","DE ", "SAN ", "LA ", "DA "), - pat2 = c( "DE_LA_", "DEL_", "DE_LOS_", "DE_LAS_", "DE_", "SAN_", "LA_", "DA_") ) - ) { - - - for (i in 1:nrow(nameprefix) ) { - # i <- 1 - # cat(paste0( nameprefix[i, c("pat1")],"\n",vector, "\n")) - vector <- stringr::str_replace_all(string = vector, - pattern = nameprefix[i, c("pat2")], - replacement = nameprefix[i, c("pat1")]) - #cat(paste0(vector, "\n")) - } - return(vector) -} - - - - -#' separate_fullname -#' -#' This function clean name decomposition - in case it is not included in the original data -#' -#' Performing this name decomposition is important in order to enhance record linkage -#' as the name pattern can be different (either "firstname_fathername_mother_name" or -#' "fathername_mothername_firstname") which will minimise linkage probabibility -#' -#' In case, there's only 2 elements, it will fill only firstname and fathername -#' The function also identify family prefix to be bind such as for spanish -#' "DEL", 'DE", "DE LOS", "DE LAS" -#' -#' @param fullname full name including everything together -#' @param firstname first name -#' @param fathername father name -#' @param mothername mother name -#' @param namepattern either "firstname_fathername_mother_name" or -#' "fathername_mothername_firstname" -#' -#' @return a clean list with c("firstname","fathername","mothername") -#' -#' @export -separate_fullname <- function(frame, - fullname, - firstname, - fathername, - mothername, - namepattern - ){ - ## Let's go! - framesp <- frame |> - ## Rename variable - dplyr::rename( fullname = paste0(fullname), - firstname = paste0(firstname), - fathername = paste0(fathername), - mothername = paste0(mothername), - namepattern = paste0(namepattern) ) |> - - ### Lets clean all spaces and get everything to upper - dplyr::mutate( fullname_or = fullname, - fullname = trimws(stringr::str_squish(fullname), - which = "both", - whitespace = "[ \t\r\n]"), - fullname = toupper(fullname)) |> - ### Lets apply the prefix space replacement... - dplyr::mutate( fullname_pref = remove_spaces_based_on_patterns(vector = fullname), - fullname = fullname_pref ) |> - ## Counting th enumber of space to understand the structure of the full name - dplyr::mutate( numspace = stringr::str_count(fullname, ' ')) |> - tidyr::separate_wider_delim(fullname, - delim = " ", - names_sep = "", - too_few = "align_start") |> - - ### Now reconstruct the first name, father and mother name based on cases - - ## Let summarize the logic...! - ## Based on the number of componnent in the full name - ranging from 0 to 4 - - ## Case A: "firstname_fathername_mother_name" - # numspace == 0 ## only firstname = fullname1 - # numspace = 1 ## firstname = fullname1 & fathername = fullname2 - # numspace = 2 ## firstname = fullname1 & fathername = fullname2 & mothername = fullname3 - # numspace = 3 ## firstname = paste0(fullname1, " ", fullname2) & fathername = fullname3 & mothername = fullname4 - # numspace = 4 ## firstname = paste0(fullname1, " ", fullname2, " ", fullname3) & fathername = fullname4 & mothername = fullname5 - - # ## Case B: "fathername_mothername_firstname" - # numspace == 0 ## only fathername = fullname1 - # numspace = 1 ## fathername = fullname1 & firstname = fullname2 - # numspace = 2 ## fathername = fullname1 & mothername = fullname2 & firstname = fullname3 - # numspace = 3 ## fathername = fullname1 & mothername = fullname2 & firstname = paste0(fullname3, " ", fullname3) - # numspace = 4 ## fathername = fullname1 & mothername = fullname2 & firstname = paste0(fullname3, " ", fullname4, " ", fullname5) - - ### Now reconstruct fathername - dplyr::mutate( fathername = dplyr::case_when( - is.na(fathername) & namepattern == "firstname_fathername_mother_name" & - numspace == 0 ~ "", - - is.na(fathername) & namepattern == "firstname_fathername_mother_name" & - numspace == 1 ~ fullname2, - - is.na(fathername) & namepattern == "firstname_fathername_mother_name" & - numspace == 2 ~ fullname2, - - is.na(fathername) & namepattern == "firstname_fathername_mother_name" & - numspace == 3 ~ fullname3, - - is.na(fathername) & namepattern == "firstname_fathername_mother_name" & - numspace == 4 ~ fullname4, - - - is.na(fathername) & namepattern == "fathername_mothername_firstname" & - numspace == 0 ~ fullname1, - - is.na(fathername) & namepattern == "fathername_mothername_firstname" & - numspace == 1 ~ fullname1, - - is.na(fathername) & namepattern == "fathername_mothername_firstname" & - numspace == 2 ~ fullname1, - - is.na(fathername) & namepattern == "fathername_mothername_firstname" & - numspace == 3 ~ fullname1, - - is.na(fathername) & namepattern == "fathername_mothername_firstname" & - numspace == 4 ~ fullname1, - - TRUE ~ fathername )) |> - - ### Now reconstruct mothername - dplyr::mutate( mothername = dplyr::case_when( - is.na(mothername) & namepattern == "firstname_fathername_mother_name" & - numspace == 0 ~ "", - - is.na(mothername) & namepattern == "firstname_fathername_mother_name" & - numspace == 1 ~ "", - - is.na(mothername) & namepattern == "firstname_fathername_mother_name" & - numspace == 2 ~ fullname3, - - is.na(mothername) & namepattern == "firstname_fathername_mother_name" & - numspace == 3 ~ fullname4, - - is.na(mothername) & namepattern == "firstname_fathername_mother_name" & - numspace == 4 ~ fullname5, - - - is.na(mothername) & namepattern == "fathername_mothername_firstname" & - numspace == 0 ~ "", - - is.na(mothername) & namepattern == "fathername_mothername_firstname" & - numspace == 1 ~ "", - - is.na(mothername) & namepattern == "fathername_mothername_firstname" & - numspace == 2 ~ fullname2, - - is.na(mothername) & namepattern == "fathername_mothername_firstname" & - numspace == 3 ~ fullname2, - - is.na(mothername) & namepattern == "fathername_mothername_firstname" & - numspace == 4 ~ fullname2, - - TRUE ~ mothername )) |> - - - ### Now reconstruct firstname - dplyr::mutate( firstname = dplyr::case_when( - is.na(firstname) & namepattern == "firstname_fathername_mother_name" & - numspace == 0 ~ fullname1, - - is.na(firstname) & namepattern == "firstname_fathername_mother_name" & - numspace == 1 ~ fullname1, - - is.na(firstname) & namepattern == "firstname_fathername_mother_name" & - numspace == 2 ~ fullname1, - - is.na(firstname) & namepattern == "firstname_fathername_mother_name" & - numspace == 3 ~ paste0(fullname1, " ", fullname2 ), - - is.na(firstname) & namepattern == "firstname_fathername_mother_name" & - numspace == 4 ~ paste0(fullname1, " ", fullname2, " ", fullname3), - - is.na(firstname) & namepattern == "fathername_mothername_firstname" & - numspace == 0 ~ "", - - is.na(firstname) & namepattern == "fathername_mothername_firstname" & - numspace == 1 ~ fullname2, - - is.na(firstname) & namepattern == "fathername_mothername_firstname" & - numspace == 2 ~ fullname3, - - is.na(firstname) & namepattern == "fathername_mothername_firstname" & - numspace == 3 ~ paste0(fullname3, " ", fullname4 ) , - - is.na(firstname) & namepattern == "fathername_mothername_firstname" & - numspace == 4 ~ paste0(fullname3, " ", fullname4, " ", fullname5) , - - TRUE ~ firstname )) |> - - - ### Lets reset the prefix space replacement... - dplyr::mutate( - firstname = reset_spaces_based_on_patterns(vector = firstname), - fathername = reset_spaces_based_on_patterns(vector = fathername), - mothername = reset_spaces_based_on_patterns(vector = mothername)) |> - - ## then clean intermediate variables - dplyr::select( - fullname1, - fullname2, - fullname3, - fullname4, - - fullname5, fullname_or, - fullname_pref, - numspace ) - - - return(framesp) -} - -## Testing... -# frame <- data |> -# dplyr::filter( is.na(nombres) ) |> -# # dplyr::select(nombre_completo, name_pattern, -# # nombres, apellido_paterno, apellido_materno) |> -# separate_fullname(fullname= "nombre_completo", -# namepattern= "name_pattern", -# firstname = "nombres", -# fathername = "apellido_paterno", -# mothername = "apellido_materno") - - - - - -#' separate_firstname -#' -#' This function decomposition - in case there is a space in -#' -#' Performing this name decomposition is important in order to enhance record linkage -#' -#' @param firstname first name -#' @return a clean list with c("firstname1","firstname2","firstname3") -#' -#' @export -separate_firstname <- function(frame, - firstname ) { - ## Let's go! - framesp <- frame |> - ## Rename variable - dplyr::rename( firstname = paste0(firstname) ) |> - - ### Lets clean all spaces and get everything to upper - dplyr::mutate( firstname_or = firstname, - firstname = trimws(stringr::str_squish(firstname), - which = "both", - whitespace = "[ \t\r\n]"), - firstname = toupper(firstname)) |> - dplyr::mutate( firstname = remove_spaces_based_on_patterns(vector = firstname) ) |> - - ## Counting the number of space to understand the structure of the full name - tidyr::separate_wider_delim(firstname, - delim = " ", - names_sep = "", - too_few = "align_start") |> - dplyr::mutate( firstname1 = reset_spaces_based_on_patterns(vector = firstname1), - firstname2 = reset_spaces_based_on_patterns(vector = firstname2), - firstname3 = reset_spaces_based_on_patterns(vector = firstname3)) - - return(framesp) -} - -framefirstname <- data |> - separate_firstname(firstname = "nombres" ) - - - -#' separate_familyname -#' -#' This function helps in decomposing names in case there is a space -#' in the father name and the mother name is empty -#' -#' Performing this name decomposition is important in order to enhance record linkage -#' -#' @param fathernamevar father name -#' @param mothernamevar mother name -#' @return a clean list with c("firstname1","firstname2","firstname3") -#' -#' @export -separate_familyname <- function(frame, - fathernamevar, - mothernamevar) { - ## Let's go! - framesp <- frame |> - ## Rename variable - dplyr::rename( fathername = paste0(fathernamevar), - mothername = paste0(mothernamevar) ) |> - - ### Lets clean all spaces and get everything to upper - dplyr::mutate( fathername_or = fathername, - fathername= trimws(stringr::str_squish( fathername), - which = "both", - whitespace = "[ \t\r\n]"), - fathername = toupper( fathername)) |> - dplyr::mutate( fathername = remove_spaces_based_on_patterns(vector = fathername) ) |> - - ## Counting the number of space to understand the structure of the full name - tidyr::separate_wider_delim( fathername, - delim = " ", - names_sep = "", - too_few = "align_start") |> - dplyr::mutate( fathername1 = reset_spaces_based_on_patterns(vector = fathername1), - fathername2 = reset_spaces_based_on_patterns(vector = fathername2), - fathername3 = reset_spaces_based_on_patterns(vector = fathername3)) |> - - dplyr::mutate( fathername = dplyr::if_else( is.na(mothername), fathername1, fathername_or ) ) |> - dplyr::mutate( mothername = dplyr::if_else( is.na(mothername), fathername2, mothername)) |> - dplyr::select( - fathername1, - fathername2, - fathername3, - fathername_or) - - return(framesp) -} - -# frame <- data |> -# dplyr::select(apellido_paterno, apellido_materno) |> -# separate_familyname( fathernamevar = "apellido_paterno", -# mothernamevar = "apellido_materno" ) - - -#' cleanvar -#' -#' function for data cleaning with additional name removal logic -#' -#' @param names_column name of the column to treat -#' @param toRemove default vector with stuff to remove from name -#' c(" JR", " SR", " IV", " III", " II") -#' @return names_column_new name of the column treat -#' -#' @export -cleanvar <- function(names_column, - toRemove = c(" JR", " JUNIOR", " SR", " IV", " III", " II")) { - # Convert to uppercase - names_column_new <- toupper(names_column) - # Remove specified name suffixes - for (tR in toRemove) { - names_column_new <- gsub(tR, "", names_column_new) - } - # Convert special characters to ASCII equivalents - names_column_new <- iconv(names_column_new, "latin1", "ASCII//TRANSLIT", sub = "") - # Remove punctuation, digits, and all spaces - names_column_new <- gsub("[[:punct:][:digit:]][[:space:]]", "", names_column_new) - # Create a new variable with only alphabetic characters - names_column_new <- gsub("[^[:alpha:]]", "", names_column_new) - - return(names_column_new) -} - - -## Pipeline for data post processing ##################### -data.prep <- data |> - - ## Filter where the phone number is not available -- "NO REFIERE" - dplyr::filter( telefono != "NO REFIERE") |> - - ## Clean age_range - #data |> dplyr::select(age_range) |> dplyr::distinct() |> dplyr::pull() - dplyr::mutate( age_range = dplyr::case_when( - age_range == "18 A 59 AÑOS" ~ "0-4", - TRUE ~ age_range )) |> - - ## Clean DOb & Age - clean_age( date_birth = "fecha_de_nacimiento", - date_record = "date_record", - age = "edad", - age_range = "age_range") |> - - ## Clean the names - separate_fullname(fullname= "nombre_completo", - namepattern= "name_pattern", - firstname = "nombres", - fathername = "apellido_paterno", - mothername = "apellido_materno") |> - - separate_firstname(firstname = "firstname") |> - - separate_familyname( fathername = "fathername", - mothername = "mothername") |> - - - ## Clean the gender variable - # data |> dplyr::select(genero) |> dplyr::distinct() |> dplyr::pull() - dplyr::mutate(gender = dplyr::case_when( - genero %in% c("F" ,"FEMENINO" ,"f", "Femenino") ~ "F", - genero %in% c("M" , "MASCULINO" , "Masculino") ~ "M", - genero %in% c("X", "Otro") ~ "Ot", - TRUE ~ NA )) |> - - ## Only retain the nationality of interest - # data |> dplyr::select(nacionalidad) |> dplyr::distinct() |> dplyr::pull() - dplyr::mutate(nationality = dplyr::case_when( - nacionalidad %in% c("Venzuela", "venezuela", "Venezolana", - "VENEZUELA", - "Venezuela", "VENEZOLANO", "VENEZOLANA") ~ "VEN", - nacionalidad %in% c("COLOMBIANO", "COLOMBIANA", "COLOMBIA", - "colombia", "Colombia", "Nac. Colombia", - "Colombiana" ) ~ "COL", - TRUE ~ "other" )) |> - dplyr::filter( nationality %in% c("VEN", "COL" )) |> - ## Apply cleanvar() - # Perform data cleaning on dfA using the clean_names function - dplyr::mutate_at( dplyr::vars(firstname1, firstname2, fathername, mothername, - asistencia, departamento, #telefono, - planilla, socio), - list(new = cleanvar)) |> - - - ### identify single data source - dplyr::mutate(datasource = paste0(socio_new, "_", planilla_new)) #|> - - # # ## Retain only fields for record linkage - # dplyr::select(datasource, nationality, - # firstname_new, fathername_new, mothername_new, - # asistencia_new, departamento_new, - # telefono, gender) - - - -dput(names(data.prep)) - - -table(data.prep$gender, useNA = "ifany") -table(data.prep$nationality, useNA = "ifany") - -## Check the datasource that we will compare -table(data.prep$datasource, useNA = "ifany") - -## See if can use departamento for blocking -table(data.prep$datasource, data.prep$departamento_new, useNA = "ifany") - -alldatasource <- data.prep |> - dplyr::select(datasource) |> - dplyr::distinct() |> - dplyr::pull() - -alldatasource - - -## Let's get 2 comparison dataset... ########## -dfA <- data.prep |> - dplyr::filter(datasource == alldatasource[9]) |> - dplyr::select( - datasource) - -dfB <- data.prep |> - dplyr::filter(datasource == alldatasource[6])|> - dplyr::select( - datasource) - -matches.out <- fastLink::fastLink( - dfA = dfA, - dfB = dfB, - # Specify the vector of variable names to be used for matching. - # These variable names should exist in both dfA and dfB - varnames = c("nationality" , - "firstname1_new" ,"firstname2_new" , - "fathername_new" ,"mothername_new", - "day_birth", "month_birth", "year_birth", - # "asistencia_new" , "departamento_new", "telefono_new" , - "gender" ), - - # Specify which variables among varnames should be compared using string distance - stringdist.match = c( "firstname1_new" ,"firstname2_new" , - "fathername_new" ,"mothername_new"), - - # Specify which variables present in stringdist.match can be partially matched - partial.match = c( "firstname1_new" ,"firstname2_new" , - "fathername_new" ,"mothername_new"), - - # Specify which variables should be matched numerically - # Must be a subset of 'varnames' and must not be present in 'stringdist.match'. - numeric.match = c( "day_birth", "month_birth", "year_birth" - # "telefono_new" - #'dob_day', 'dob_month', 'dob_year' - ), - - # Specify the number of CPU cores to utilize (parallel processing). - ## Get the number of detected cores minus 1, Reserve one core for - #non-computational tasks to help prevent system slowdowns or unresponsiveness - n.cores = parallel::detectCores() - 1, - return.all = TRUE, - return.df = TRUE) - -## Review the matching in each orginal frame -matchedA <- dfA[matches.out$matches$inds.a, ] -matchedB <- dfB[matches.out$matches$inds.b, ] - -# Confusion Matrice -fastLink::confusion(matches.out, threshold = 0.98) - -# Examine the EM object: -#matches.out$EM - -# Summarize the accuracy of the match: -# each column gives the match count, match rate, -# false discovery rate (FDR) and false negative rate (FNR) -# under different cutoffs for matches based on the posterior -# probability of a match. -summary(matches.out) - -## Gt the output... -matched_dfs <- fastLink::getMatches( - dfA = dfA, - dfB = dfB, - fl.out = matches.out, - threshold.match = 0.85 -) - -# Display the matches ################### -# convert dfA rownames to a column -dfA_clean <- dfA |> rownames_to_column() - -# convert dfB rownames to a column -dfB_clean <- dfB |> rownames_to_column() - -# convert all columns in matches dataset to character, -#so they can be joined to the rownames -matches_clean <- matched_dfs |> - dplyr::mutate(dplyr::across(dplyr::everything(), as.character)) - -# Join matches to dfA, then add dfB -# column "inds.b" is added to dfA -complete <- dplyr::left_join(dfA_clean, - matches_clean, - by = c("rowname" = "inds.a")) - -# column(s) from dfB are added -complete <- dplyr::left_join(complete, - dfB_clean, - by = c("inds.b" = "rowname")) - - - -# Preprocessing Matches via Blocking ################# -blockgender_out <- fastLink::blockData(dfA, dfB, varnames = "gender") - -## Subset dfA into blocks -dfA_block1 <- dfA[blockgender_out$block.1$dfA.inds,] -dfA_block2 <- dfA[blockgender_out$block.2$dfA.inds,] - -## Subset dfB into blocks -dfB_block1 <- dfB[blockgender_out$block.1$dfB.inds,] -dfB_block2 <- dfB[blockgender_out$block.2$dfB.inds,] - -## Run fastLink on each -link.1 <- fastLink::fastLink( - dfA = dfA_block1, - dfB = dfB_block1, - # Specify the vector of variable names to be used for matching. - # These variable names should exist in both dfA and dfB - varnames = c("nationality" , - "firstname1_new" ,"firstname2_new" , - "fathername_new" ,"mothername_new", - "day_birth", "month_birth", "year_birth", - # "asistencia_new" , "departamento_new", "telefono_new" , - "gender" ), - - # Specify which variables among varnames should be compared using string distance - stringdist.match = c( "firstname1_new" ,"firstname2_new" , - "fathername_new" ,"mothername_new"), - - # Specify which variables present in stringdist.match can be partially matched - partial.match = c( "firstname1_new" ,"firstname2_new" , - "fathername_new" ,"mothername_new"), - - # Specify which variables should be matched numerically - # Must be a subset of 'varnames' and must not be present in 'stringdist.match'. - numeric.match = c( "day_birth", "month_birth", "year_birth" - # "telefono_new" - #'dob_day', 'dob_month', 'dob_year' - ), - - # Specify the number of CPU cores to utilize (parallel processing). - ## Get the number of detected cores minus 1, Reserve one core for - #non-computational tasks to help prevent system slowdowns or unresponsiveness - n.cores = parallel::detectCores() - 1, - return.df = TRUE) - -link.2 <- fastLink::fastLink( - dfA = dfA_block2, - dfB = dfB_block2, - # Specify the vector of variable names to be used for matching. - # These variable names should exist in both dfA and dfB - varnames = c("nationality" , - "firstname1_new" ,"firstname2_new" , - "fathername_new" ,"mothername_new", - "day_birth", "month_birth", "year_birth", - # "asistencia_new" , "departamento_new", "telefono_new" , - "gender" ), - - # Specify which variables among varnames should be compared using string distance - stringdist.match = c( "firstname1_new" ,"firstname2_new" , - "fathername_new" ,"mothername_new"), - - # Specify which variables present in stringdist.match can be partially matched - partial.match = c( "firstname1_new" ,"firstname2_new" , - "fathername_new" ,"mothername_new"), - - # Specify which variables should be matched numerically - # Must be a subset of 'varnames' and must not be present in 'stringdist.match'. - numeric.match = c( "day_birth", "month_birth", "year_birth" - # "telefono_new" - #'dob_day', 'dob_month', 'dob_year' - ), - - # Specify the number of CPU cores to utilize (parallel processing). - ## Get the number of detected cores minus 1, Reserve one core for - #non-computational tasks to help prevent system slowdowns or unresponsiveness - n.cores = parallel::detectCores() - 1, - return.df = TRUE) - -## aggregate multiple matches into a single summary with aggregateEM() -agg.out <- fastLink::aggregateEM(em.list = list(link.1, link.2)) - - - -# Preprocessing Matches via Blocking ################# diff --git a/deduplicate.Rmd b/deduplicate.Rmd index 95c1ee0..9699b05 100644 --- a/deduplicate.Rmd +++ b/deduplicate.Rmd @@ -648,11 +648,11 @@ missing_gender <- data.prep |> ## let's us an API to identify gender based on firstname # devtools::install_github("coccopuffs/GenderGuesser") #missing_gender_result <- GenderGuesser::guessGender(missing_gender) -# write.csv(missing_gender_result, "missing_gender_result.csv", row.names = FALSE) +# write.csv(missing_gender_result, here::here("data-raw","missing_gender_result.csv"), row.names = FALSE) # Results are saved locally to avoid calling too many times the API -missing_gender_result <- readr::read_csv("missing_gender_result.csv") +missing_gender_result <- readr::read_csv(here::here("data-raw","missing_gender_result.csv")) missing_gender_results <- missing_gender_result |> dplyr::filter(!(is.na(gender))) |> @@ -829,8 +829,8 @@ dup <- dplyr::rows_append(dup, matchedA ) dup1 <- dup |> dplyr::distinct() -write.csv(dup1, "dup.csv", row.names = FALSE ) -write.csv(data.prep, "data.prep.csv", row.names = FALSE ) +write.csv(dup1, here::here("data-raw","dup.csv"), row.names = FALSE ) +write.csv(data.prep, here::here("data-raw","data.prep.csv"), row.names = FALSE ) # Examine the EM object: #matches.out$EM diff --git a/fastlink.R b/fastlink.R deleted file mode 100644 index 75c5530..0000000 --- a/fastlink.R +++ /dev/null @@ -1,260 +0,0 @@ -# Clear the workspace by removing all objects -rm(list = ls()) - -# Load the pacman package if it is not already installed. -# if (!requireNamespace("pacman", quietly = TRUE)) { -# install.packages("pacman") -# } -# -# pacman::p_load( -# dplyr, # Data manipulation and transformation -# data.table, # Fast data manipulation with data tables -# stringi, # Character string processing -# lubridate, # Date and time handling -# janitor, # Data cleaning and tabulation functions -# parallel, # Parallel computing -# fastLink, # Record linkage and deduplication -# stringdist # String distance computation -# ) - -# Get the number of detected cores minus 1 -# Reserve one core for non-computational tasks to help prevent system slowdowns or unresponsiveness -numCores <- parallel::detectCores() - 1 - -# Example data frames dfA and dfB -# Replace these with your actual data frames - - -#data(samplematch) - -dfA <- data.frame( - FIRST_NAME = c("John", "Mary", "Robert", "Michael", "Jennifer", "David", "Karen", "Maria", "Carlos", "James"), - LAST_NAME = c("Smith III", "Johnson!", "Williams123", "Brown", "Jones", "Davis", "Miller", "Garcia", "Martinez", "Andrson"), - BIRTH_DATE = c("1981-05-20", "1990-05-15", "1978-12-10", "1985-08-02", "1993-11-25", "1977-03-30", "1988-06-18", "1991-02-05", "1980-09-12", "1982-07-09"), - gender = c("M", "F", "M", "M", "F", "M", "F", "F", "M", "M") -) - -dfB <- data.frame( - RecipientNameFirst = c("John", "Mary", "Robert", "Michael", "Jennifer", "David", "Karenn", "Carloas", "Mariaa", "James"), - RecipientNameLast = c("Smith iv", "Brown-", "Williams", "Jones", "John son", "No Name", "Miller", "Martinez", "Garcia", "Anderson"), - RecipientDateOfBirth = c("1981-05-21", "1992-09-25", "1978-10-12", "1985-08-02", "1993-11-25", "1977-03-30", "1988-06-18", "1980-09-12", "1991-02-05", "1982-07-09"), - gender = c("M", "F", "M", "M", "F", "M", "F", "M", "F", "M") -) - -# # Example data frames dfA and dfB -# dfA <- fread(file = 'dfA.csv', -# sep = ",", -# header = T, -# nThread = numCores) -# -# dfB <- fread(file = 'dfB.csv', -# sep = ",", -# header = T, -# nThread = numCores) - -# Assign a unique key ID to each row -dfA <- dfA |> - dplyr::mutate(row_idA = paste("dfA_", dplyr::row_number(), sep = "")) - -dfB <- dfB |> - dplyr::mutate(row_idB = paste("dfB_", dplyr::row_number(), sep = "")) - -# Convert the date column to a valid date format. -dfA$BIRTH_DATE <- as.Date(dfA$BIRTH_DATE, format = "%Y-%m-%d") # "%m/%d/%Y" -dfB$RecipientDateOfBirth <- as.Date(dfB$RecipientDateOfBirth, format = "%Y-%m-%d") # "%m/%d/%Y" -# -# # Create new date variables by splitting date of birth into three different parts. -dfA <- dfA |> - dplyr::mutate(dob_day = as.numeric(lubridate::day(BIRTH_DATE)), - dob_month = as.numeric(lubridate::month(BIRTH_DATE)), - dob_year = as.numeric(lubridate::year(BIRTH_DATE)), - DOB=BIRTH_DATE) - -dfB <- dfB |> - dplyr::mutate(dob_day = as.numeric(lubridate::day(RecipientDateOfBirth)), - dob_month = as.numeric(lubridate::month(RecipientDateOfBirth)), - dob_year = as.numeric(lubridate::year(RecipientDateOfBirth)), - DOB=RecipientDateOfBirth) - - -# Define a function for data cleaning with additional name removal logic -clean_names <- function(names_column) { - # Step 0: Convert to uppercase - names_column_new <- toupper(names_column) - # Step 1: Remove specified name suffixes - toRemove <- c(" JR", " SR", " IV", " III", " II") - for (tR in toRemove) { - names_column_new <- gsub(tR, "", names_column_new) - } - # Step 2: Convert special characters to ASCII equivalents - names_column_new <- iconv(names_column_new, "latin1", "ASCII//TRANSLIT", sub = "") - # Step 3: Remove punctuation, digits, and all sapces - names_column_new <- gsub("[[:punct:][:digit:]][[:space:]]", "", names_column_new) - # Step 4: Create a new variable with only alphabetic characters - names_column_new <- gsub("[^[:alpha:]]", "", names_column_new) - return(names_column_new) -} - -# Perform data cleaning on dfA using the clean_names function -dfA <- dfA |> - dplyr::mutate_at(dplyr::vars(FIRST_NAME, LAST_NAME), list(new = clean_names)) |> - dplyr::mutate(FN = FIRST_NAME_new, LN = LAST_NAME_new) - -# Perform data cleaning on dfB using the clean_names function -dfB <- dfB |> - dplyr::mutate_at(dplyr::vars(RecipientNameFirst, RecipientNameLast), list(new = clean_names)) |> - dplyr::mutate(FN = RecipientNameFirst_new, LN = RecipientNameLast_new) - - -rm(clean_names) - -# # Create no name list -NoNameList <- c( - "NICKNAME", - "NOFAMILYNAME", - "NOFIRSTNAME", - "NOLASTNAME", - "NOMIDDLENAME", - "NONAME", - "NO", - "UNKNOWN", - "UNK", - "UN", - "NA" -) -# -# # Blank out the names in the data if they match any of the strings in the NoNameList -dfA <- dfA |> - dplyr::mutate(FN = dplyr::case_when( - FN %in% NoNameList~ "", - TRUE ~ FN), - LN = dplyr::case_when( - LN %in% NoNameList ~ "", - TRUE ~ LN)) - -dfB <- dfB |> - dplyr::mutate(FN = dplyr::case_when( - FN %in% NoNameList~ "", - TRUE ~ FN), - LN = dplyr::case_when( - LN %in% NoNameList ~ "", - TRUE ~ LN)) -rm(NoNameList) - -# Delete rows that have missing First Name (FN), Last Name (LN), or Date of Birth (DOB). -dfA <- dfA |> - dplyr::filter(!is.na(FN) & FN != "" & !is.na( LN) & LN != "" & !is.na(DOB) ) - -dfB <- dfB |> - dplyr::filter(!is.na(FN) & FN != "" & !is.na( LN) & LN != "" & !is.na(DOB) ) - - -# Exact Matching -Exact <- merge(dfA, dfB, by=c("FN","LN","DOB", "gender")) - - -# Using the fastLink R package for record linkage -matches.out <- fastLink::fastLink( - dfA = dfA, dfB = dfB, - # Specify the vector of variable names to be used for matching. - # These variable names should exist in both dfA and dfB - varnames = c('FN', 'LN', 'dob_day', 'dob_month', 'dob_year', 'gender'), - # Specify which variables among varnames should be compared using string distance - stringdist.match = c('FN', 'LN'), - # Specify which variables present in stringdist.match can be partially matched - partial.match = c('FN', 'LN'), - # Specify which variables should be matched numerically - # Must be a subset of 'varnames' and must not be present in 'stringdist.match'. - numeric.match = c('dob_day', 'dob_month', 'dob_year'), - # Specify the number of CPU cores to utilize (parallel processing). The default value is NULL. - n.cores = numCores, - return.all = TRUE, - return.df = TRUE -) - -# The output from fastLink() will be a list that includes a matrix where each row -# is a match with the relevant indices of dfA (column 1) and dfB (column 2). - -# Confusion Matrice -fastLink::confusion(matches.out, threshold = 0.98) - -# Examine the EM object: -matches.out$EM - -# Summarize the accuracy of the match: -# each column gives the match count, match rate, -# false discovery rate (FDR) and false negative rate (FNR) -# under different cutoffs for matches based on the posterior -# probability of a match. -summary(matches.out) - - -# Get fuzzy matches using the results from fastLink -# A threshold of 0.98 is set for match classification -fuzzy_matches <- fastLink::getMatches(dfA, dfB, - fl.out = matches.out, - threshold.match = 0.98) -fuzzy_matches #|> knitr::kable() - -blockdata_out <- fastLink::blockData(dfA, dfB, - varnames = c('FN', 'LN', 'dob_day', 'dob_month', 'dob_year'), - # window blocking for numeric variables, where a given observation in dataset A - #will be compared to all observations in dataset B where the value of the blocking - #variable is within ±K of the value of the same variable in dataset A. - #The value of K is the size of the window - # window.block = "birthyear", - # window.size = 1, - # using k-means clustering, so that similar values of string and numeric - # variables are blocked together. - kmeans.block = "FN", - nclusters = 2) - - -## Aggregating Multiple Matches Together ### - -#Often, we run several different matches for a single data set - -#for instance, when blocking by gender or by some other criterion to reduce the -#number of pairwise comparisons. Here, we walk through how to aggregate those -#multiple matches into a single summary. -blockgender_out <- fastLink::blockData(dfA, dfB, varnames = "gender") -## Subset dfA into blocks -dfA_block1 <- dfA[blockgender_out$block.1$dfA.inds,] -dfA_block2 <- dfA[blockgender_out$block.2$dfA.inds,] - -## Subset dfB into blocks -dfB_block1 <- dfB[blockgender_out$block.1$dfB.inds,] -dfB_block2 <- dfB[blockgender_out$block.2$dfB.inds,] - -## Run fastLink on each -fl_out_block1 <- fastLink::fastLink( - dfA_block1, dfB_block1, - varnames = c('FN', 'LN', 'dob_day', 'dob_month', 'dob_year'), - n.cores = numCores -) -fl_out_block2 <- fastLink::fastLink( - dfA_block2, dfB_block2, - varnames = c('FN', 'LN', 'dob_day', 'dob_month', 'dob_year'), - n.cores = numCores -) - -#Here, we run fastLink() on the subsets of data defined by blocking on gender in the previous section: - -## Run fastLink on each -link.1 <- fastLink::fastLink( - dfA_block1, dfB_block1, - varnames = c('FN', 'LN', 'dob_day', 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