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# ==================================================================== #
# TITLE #
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# Antimicrobial Resistance (AMR) Data Analysis for R #
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# #
# SOURCE #
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# https://github.com/msberends/AMR #
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# #
# LICENCE #
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# (c) 2018-2021 Berends MS, Luz CF et al. #
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# Developed at the University of Groningen, the Netherlands, in #
# collaboration with non-profit organisations Certe Medical #
# Diagnostics & Advice, and University Medical Center Groningen. #
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# #
# This R package is free software; you can freely use and distribute #
# it for both personal and commercial purposes under the terms of the #
# GNU General Public License version 2.0 (GNU GPL-2), as published by #
# the Free Software Foundation. #
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# We created this package for both routine data analysis and academic #
# research and it was publicly released in the hope that it will be #
# useful, but it comes WITHOUT ANY WARRANTY OR LIABILITY. #
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# #
# Visit our website for the full manual and a complete tutorial about #
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# how to conduct AMR data analysis: https://msberends.github.io/AMR/ #
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# ==================================================================== #
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#' Get Properties of an Antibiotic
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#'
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#' Use these functions to return a specific property of an antibiotic from the [antibiotics] data set. All input values will be evaluated internally with [as.ab()].
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#' @inheritSection lifecycle Stable Lifecycle
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#' @param x any (vector of) text that can be coerced to a valid antibiotic code with [as.ab()]
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#' @param tolower a [logical] to indicate whether the first [character] of every output should be transformed to a lower case [character]. This will lead to e.g. "polymyxin B" and not "polymyxin b".
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#' @param property one of the column names of one of the [antibiotics] data set: `vector_or(colnames(antibiotics), sort = FALSE)`.
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#' @param language language of the returned text, defaults to system language (see [get_locale()]) and can also be set with `getOption("AMR_locale")`. Use `language = NULL` or `language = ""` to prevent translation.
#' @param administration way of administration, either `"oral"` or `"iv"`
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#' @param open browse the URL using [utils::browseURL()]
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#' @param ... in case of [set_ab_names()] and `data` is a [data.frame]: variables to select (supports tidy selection like `AMX:VAN`), otherwise other arguments passed on to [as.ab()]
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#' @param data a [data.frame] of which the columns need to be renamed, or a [character] vector of column names
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#' @param snake_case a [logical] to indicate whether the names should be in so-called [snake case](https://en.wikipedia.org/wiki/Snake_case): in lower case and all spaces/slashes replaced with an underscore (`_`)
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#' @param only_first a [logical] to indicate whether only the first ATC code must be returned, with giving preference to J0-codes (i.e., the antimicrobial drug group)
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#' @details All output [will be translated][translate] where possible.
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#'
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#' The function [ab_url()] will return the direct URL to the official WHO website. A warning will be returned if the required ATC code is not available.
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#'
#' The function [set_ab_names()] is a special column renaming function for [data.frame]s. It renames columns names that resemble antimicrobial drugs. It always makes sure that the new column names are unique. If `property = "atc"` is set, preference is given to ATC codes from the J-group.
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#' @inheritSection as.ab Source
#' @rdname ab_property
#' @name ab_property
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#' @return
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#' - An [integer] in case of [ab_cid()]
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#' - A named [list] in case of [ab_info()] and multiple [ab_atc()]/[ab_synonyms()]/[ab_tradenames()]
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#' - A [double] in case of [ab_ddd()]
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#' - A [data.frame] in case of [set_ab_names()]
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#' - A [character] in all other cases
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#' @export
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#' @seealso [antibiotics]
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#' @inheritSection AMR Reference Data Publicly Available
#' @inheritSection AMR Read more on Our Website!
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#' @examples
#' # all properties:
#' ab_name("AMX") # "Amoxicillin"
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#' ab_atc("AMX") # "J01CA04" (ATC code from the WHO)
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#' ab_cid("AMX") # 33613 (Compound ID from PubChem)
#' ab_synonyms("AMX") # a list with brand names of amoxicillin
#' ab_tradenames("AMX") # same
#' ab_group("AMX") # "Beta-lactams/penicillins"
#' ab_atc_group1("AMX") # "Beta-lactam antibacterials, penicillins"
#' ab_atc_group2("AMX") # "Penicillins with extended spectrum"
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#' ab_url("AMX") # link to the official WHO page
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#'
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#' # smart lowercase tranformation
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#' ab_name(x = c("AMC", "PLB")) # "Amoxicillin/clavulanic acid" "Polymyxin B"
#' ab_name(x = c("AMC", "PLB"),
#' tolower = TRUE) # "amoxicillin/clavulanic acid" "polymyxin B"
#'
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#' # defined daily doses (DDD)
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#' ab_ddd("AMX", "oral") # 1.5
#' ab_ddd_units("AMX", "oral") # "g"
#' ab_ddd("AMX", "iv") # 3
#' ab_ddd_units("AMX", "iv") # "g"
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#'
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#' ab_info("AMX") # all properties as a list
#'
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#' # all ab_* functions use as.ab() internally, so you can go from 'any' to 'any':
#' ab_atc("AMP") # ATC code of AMP (ampicillin)
#' ab_group("J01CA01") # Drug group of ampicillins ATC code
#' ab_loinc("ampicillin") # LOINC codes of ampicillin
#' ab_name("21066-6") # "Ampicillin" (using LOINC)
#' ab_name(6249) # "Ampicillin" (using CID)
#' ab_name("J01CA01") # "Ampicillin" (using ATC)
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#'
#' # spelling from different languages and dyslexia are no problem
#' ab_atc("ceftriaxon")
#' ab_atc("cephtriaxone")
#' ab_atc("cephthriaxone")
#' ab_atc("seephthriaaksone")
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#'
#' # use set_ab_names() for renaming columns
#' colnames(example_isolates)
#' colnames(set_ab_names(example_isolates))
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#' colnames(set_ab_names(example_isolates, NIT:VAN))
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#' \donttest{
#' if (require("dplyr")) {
#' example_isolates %>%
#' set_ab_names()
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#'
#' # this does the same:
#' example_isolates %>%
#' rename_with(set_ab_names)
#'
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#' # set_ab_names() works with any AB property:
#' example_isolates %>%
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#' set_ab_names(property = "atc")
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#'
#' example_isolates %>%
#' set_ab_names(where(is.rsi)) %>%
#' colnames()
#'
#' example_isolates %>%
#' set_ab_names(NIT:VAN) %>%
#' colnames()
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#' }
#' }
ab_name <- function ( x , language = get_locale ( ) , tolower = FALSE , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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meet_criteria ( language , has_length = 1 , is_in = c ( LANGUAGES_SUPPORTED , " " ) , allow_NULL = TRUE , allow_NA = TRUE )
meet_criteria ( tolower , allow_class = " logical" , has_length = 1 )
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x <- translate_AMR ( ab_validate ( x = x , property = " name" , ... ) , language = language , only_affect_ab_names = TRUE )
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if ( tolower == TRUE ) {
# use perl to only transform the first character
# as we want "polymyxin B", not "polymyxin b"
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x <- gsub ( " ^([A-Z])" , " \\L\\1" , x , perl = TRUE )
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}
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x
}
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#' @rdname ab_property
#' @export
ab_cid <- function ( x , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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ab_validate ( x = x , property = " cid" , ... )
}
#' @rdname ab_property
#' @export
ab_synonyms <- function ( x , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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syns <- ab_validate ( x = x , property = " synonyms" , ... )
names ( syns ) <- x
if ( length ( syns ) == 1 ) {
unname ( unlist ( syns ) )
} else {
syns
}
}
#' @rdname ab_property
#' @export
ab_tradenames <- function ( x , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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ab_synonyms ( x , ... )
}
#' @rdname ab_property
#' @export
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ab_group <- function ( x , language = get_locale ( ) , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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meet_criteria ( language , has_length = 1 , is_in = c ( LANGUAGES_SUPPORTED , " " ) , allow_NULL = TRUE , allow_NA = TRUE )
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translate_AMR ( ab_validate ( x = x , property = " group" , ... ) , language = language , only_affect_ab_names = TRUE )
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}
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#' @rdname ab_property
#' @aliases ATC
#' @export
ab_atc <- function ( x , only_first = FALSE , ... ) {
meet_criteria ( x , allow_NA = TRUE )
meet_criteria ( only_first , allow_class = " logical" , has_length = 1 )
atcs <- ab_validate ( x = x , property = " atc" , ... )
if ( only_first == TRUE ) {
atcs <- vapply ( FUN.VALUE = character ( 1 ) ,
# get only the first ATC code
atcs ,
function ( x ) {
# try to get the J-group
if ( any ( x %like% " ^J" ) ) {
x [x %like% " ^J" ] [1L ]
} else {
as.character ( x [1L ] )
}
} )
} else if ( length ( atcs ) == 1 ) {
atcs <- unname ( unlist ( atcs ) )
} else {
names ( atcs ) <- x
}
atcs
}
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#' @rdname ab_property
#' @export
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ab_atc_group1 <- function ( x , language = get_locale ( ) , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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meet_criteria ( language , has_length = 1 , is_in = c ( LANGUAGES_SUPPORTED , " " ) , allow_NULL = TRUE , allow_NA = TRUE )
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translate_AMR ( ab_validate ( x = x , property = " atc_group1" , ... ) , language = language , only_affect_ab_names = TRUE )
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}
#' @rdname ab_property
#' @export
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ab_atc_group2 <- function ( x , language = get_locale ( ) , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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meet_criteria ( language , has_length = 1 , is_in = c ( LANGUAGES_SUPPORTED , " " ) , allow_NULL = TRUE , allow_NA = TRUE )
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translate_AMR ( ab_validate ( x = x , property = " atc_group2" , ... ) , language = language , only_affect_ab_names = TRUE )
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}
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#' @rdname ab_property
#' @export
ab_loinc <- function ( x , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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loincs <- ab_validate ( x = x , property = " loinc" , ... )
names ( loincs ) <- x
if ( length ( loincs ) == 1 ) {
unname ( unlist ( loincs ) )
} else {
loincs
}
}
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#' @rdname ab_property
#' @export
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ab_ddd <- function ( x , administration = " oral" , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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meet_criteria ( administration , is_in = c ( " oral" , " iv" ) , has_length = 1 )
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x <- as.ab ( x , ... )
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ddd_prop <- administration
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# old behaviour
units <- list ( ... ) $ units
if ( ! is.null ( units ) && isTRUE ( units ) ) {
if ( message_not_thrown_before ( " ab_ddd" , entire_session = TRUE ) ) {
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warning_ ( " Using `ab_ddd(..., units = TRUE)` is deprecated, use `ab_ddd_units()` to retrieve units instead. " ,
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" This warning will be shown once per session." , call = FALSE )
}
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ddd_prop <- paste0 ( ddd_prop , " _units" )
} else {
ddd_prop <- paste0 ( ddd_prop , " _ddd" )
}
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out <- ab_validate ( x = x , property = ddd_prop )
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if ( any ( ab_name ( x , language = NULL ) %like% " /" & is.na ( out ) ) ) {
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warning_ ( " DDDs of some combined products are available for different dose combinations and not (yet) part of the AMR package. " ,
" Please refer to the WHOCC website:\n" ,
" www.whocc.no/ddd/list_of_ddds_combined_products/" , call = FALSE )
}
out
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}
#' @rdname ab_property
#' @export
ab_ddd_units <- function ( x , administration = " oral" , ... ) {
meet_criteria ( x , allow_NA = TRUE )
meet_criteria ( administration , is_in = c ( " oral" , " iv" ) , has_length = 1 )
x <- as.ab ( x , ... )
if ( any ( ab_name ( x , language = NULL ) %like% " /" ) ) {
warning_ ( " DDDs of combined products are available for different dose combinations and not (yet) part of the AMR package. " ,
" Please refer to the WHOCC website:\n" ,
" www.whocc.no/ddd/list_of_ddds_combined_products/" , call = FALSE )
}
ddd_prop <- paste0 ( administration , " _units" )
ab_validate ( x = x , property = ddd_prop )
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}
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#' @rdname ab_property
#' @export
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ab_info <- function ( x , language = get_locale ( ) , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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meet_criteria ( language , has_length = 1 , is_in = c ( LANGUAGES_SUPPORTED , " " ) , allow_NULL = TRUE , allow_NA = TRUE )
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x <- as.ab ( x , ... )
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list ( ab = as.character ( x ) ,
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cid = ab_cid ( x ) ,
name = ab_name ( x , language = language ) ,
group = ab_group ( x , language = language ) ,
atc = ab_atc ( x ) ,
atc_group1 = ab_atc_group1 ( x , language = language ) ,
atc_group2 = ab_atc_group2 ( x , language = language ) ,
tradenames = ab_tradenames ( x ) ,
loinc = ab_loinc ( x ) ,
ddd = list ( oral = list ( amount = ab_ddd ( x , administration = " oral" ) ,
units = ab_ddd_units ( x , administration = " oral" ) ) ,
iv = list ( amount = ab_ddd ( x , administration = " iv" ) ,
units = ab_ddd_units ( x , administration = " iv" ) ) ) )
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}
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#' @rdname ab_property
#' @export
ab_url <- function ( x , open = FALSE , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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meet_criteria ( open , allow_class = " logical" , has_length = 1 )
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ab <- as.ab ( x = x , ... )
atcs <- ab_atc ( ab , only_first = TRUE )
u <- paste0 ( " https://www.whocc.no/atc_ddd_index/?code=" , atcs , " &showdescription=no" )
u [is.na ( atcs ) ] <- NA_character_
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names ( u ) <- ab_name ( ab )
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NAs <- ab_name ( ab , tolower = TRUE , language = NULL ) [ ! is.na ( ab ) & is.na ( atcs ) ]
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if ( length ( NAs ) > 0 ) {
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warning_ ( " No ATC code available for " , vector_and ( NAs , quotes = FALSE ) , " ." )
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}
if ( open == TRUE ) {
if ( length ( u ) > 1 & ! is.na ( u [1L ] ) ) {
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warning_ ( " Only the first URL will be opened, as `browseURL()` only suports one string." )
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}
if ( ! is.na ( u [1L ] ) ) {
utils :: browseURL ( u [1L ] )
}
}
u
}
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#' @rdname ab_property
#' @export
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ab_property <- function ( x , property = " name" , language = get_locale ( ) , ... ) {
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meet_criteria ( x , allow_NA = TRUE )
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meet_criteria ( property , is_in = colnames ( antibiotics ) , has_length = 1 )
meet_criteria ( language , is_in = c ( LANGUAGES_SUPPORTED , " " ) , has_length = 1 , allow_NULL = TRUE , allow_NA = TRUE )
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translate_AMR ( ab_validate ( x = x , property = property , ... ) , language = language )
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}
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#' @rdname ab_property
#' @aliases ATC
#' @export
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set_ab_names <- function ( data , ... , property = " name" , language = get_locale ( ) , snake_case = NULL ) {
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meet_criteria ( data , allow_class = c ( " data.frame" , " character" ) )
meet_criteria ( property , is_in = colnames ( antibiotics ) , has_length = 1 , ignore.case = TRUE )
meet_criteria ( language , has_length = 1 , is_in = c ( LANGUAGES_SUPPORTED , " " ) , allow_NULL = TRUE , allow_NA = TRUE )
meet_criteria ( snake_case , allow_class = " logical" , has_length = 1 , allow_NULL = TRUE )
x_deparsed <- deparse ( substitute ( data ) )
if ( length ( x_deparsed ) > 1 || any ( x_deparsed %unlike% " [a-z]+" ) ) {
x_deparsed <- " your_data"
}
property <- tolower ( property )
if ( is.null ( snake_case ) ) {
snake_case <- property == " name"
}
if ( is.data.frame ( data ) ) {
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if ( tryCatch ( length ( list ( ... ) ) > 0 , error = function ( e ) TRUE ) ) {
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df <- pm_select ( data , ... )
} else {
df <- data
}
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vars <- get_column_abx ( df , info = FALSE , only_rsi_columns = FALSE , sort = FALSE )
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if ( length ( vars ) == 0 ) {
message_ ( " No columns with antibiotic results found for `set_ab_names()`, leaving names unchanged." )
return ( data )
}
} else {
# quickly get antibiotic codes
vars_ab <- as.ab ( data , fast_mode = TRUE )
vars <- data [ ! is.na ( vars_ab ) ]
}
x <- vapply ( FUN.VALUE = character ( 1 ) ,
ab_property ( vars , property = property , language = language ) ,
function ( x ) {
if ( property == " atc" ) {
# try to get the J-group
if ( any ( x %like% " ^J" ) ) {
x [x %like% " ^J" ] [1L ]
} else {
as.character ( x [1L ] )
}
} else {
as.character ( x [1L ] )
}
} ,
USE.NAMES = FALSE )
if ( any ( x %in% c ( " " , NA ) ) ) {
warning_ ( " No " , property , " found for column(s): " , vector_and ( vars [x %in% c ( " " , NA ) ] , sort = FALSE ) , call = FALSE )
x [x %in% c ( " " , NA ) ] <- vars [x %in% c ( " " , NA ) ]
}
if ( snake_case == TRUE ) {
x <- tolower ( gsub ( " [^a-zA-Z0-9]+" , " _" , x ) )
}
if ( any ( duplicated ( x ) ) ) {
# very hacky way of adding the index to each duplicate
# so "Amoxicillin", "Amoxicillin", "Amoxicillin"
# will be "Amoxicillin", "Amoxicillin_2", "Amoxicillin_3"
invisible ( lapply ( unique ( x ) ,
function ( u ) {
dups <- which ( x == u )
if ( length ( dups ) > 1 ) {
# there are duplicates
dup_add_int <- dups [2 : length ( dups ) ]
x [dup_add_int ] <<- paste0 ( x [dup_add_int ] , " _" , c ( 2 : length ( dups ) ) )
}
} ) )
}
if ( is.data.frame ( data ) ) {
colnames ( data ) [colnames ( data ) %in% vars ] <- x
data
} else {
data [which ( ! is.na ( vars_ab ) ) ] <- x
data
}
}
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ab_validate <- function ( x , property , ... ) {
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check_dataset_integrity ( )
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if ( tryCatch ( all ( x [ ! is.na ( x ) ] %in% AB_lookup $ ab ) , error = function ( e ) FALSE ) ) {
# special case for ab_* functions where class is already <ab>
x <- AB_lookup [match ( x , AB_lookup $ ab ) , property , drop = TRUE ]
} else {
# try to catch an error when inputting an invalid argument
# so the 'call.' can be set to FALSE
tryCatch ( x [1L ] %in% antibiotics [1 , property ] ,
error = function ( e ) stop ( e $ message , call. = FALSE ) )
if ( ! all ( x %in% AB_lookup [ , property ] ) ) {
x <- as.ab ( x , ... )
x <- AB_lookup [match ( x , AB_lookup $ ab ) , property , drop = TRUE ]
}
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}
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if ( property == " ab" ) {
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return ( set_clean_class ( x , new_class = c ( " ab" , " character" ) ) )
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} else if ( property == " cid" ) {
return ( as.integer ( x ) )
} else if ( property %like% " ddd" ) {
return ( as.double ( x ) )
} else {
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x [is.na ( x ) ] <- NA
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return ( x )
}
}