From 09e2730b5392731ccf3090fae5319ab30ac46e7c Mon Sep 17 00:00:00 2001
From: "Matthijs S. Berends" <berendsms@gmail.com>
Date: Fri, 15 Nov 2019 15:25:03 +0100
Subject: [PATCH] (v0.8.0.9031) as.mo() improvements

---
 DESCRIPTION                                   |   4 +-
 NAMESPACE                                     |   1 +
 NEWS.md                                       |  37 +-
 R/eucast_rules.R                              |  57 +-
 R/mo.R                                        |  74 ++-
 R/sysdata.rda                                 | Bin 455439 -> 455532 bytes
 R/zzz.R                                       |  12 +-
 data-raw/eucast_rules.tsv                     |  30 +-
 data-raw/internals.R                          |  10 +-
 data/example_isolates.rda                     | Bin 31420 -> 31347 bytes
 docs/404.html                                 |   2 +-
 docs/LICENSE-text.html                        |   2 +-
 docs/articles/AMR.html                        | 566 +++++++++---------
 .../AMR_files/figure-html/plot 1-1.png        | Bin 65590 -> 65649 bytes
 .../AMR_files/figure-html/plot 3-1.png        | Bin 52115 -> 52121 bytes
 .../AMR_files/figure-html/plot 4-1.png        | Bin 104582 -> 104574 bytes
 .../AMR_files/figure-html/plot 5-1.png        | Bin 85092 -> 84916 bytes
 docs/articles/SPSS.html                       |   4 +-
 docs/articles/index.html                      |   2 +-
 docs/authors.html                             |   2 +-
 docs/index.html                               |   2 +-
 docs/news/index.html                          | 448 +++++++-------
 docs/reference/as.mo.html                     |  28 +-
 docs/reference/eucast_rules.html              |  16 +-
 docs/reference/index.html                     |   2 +-
 docs/reference/resistance_predict.html        |   2 +-
 man/as.mo.Rd                                  |  31 +-
 man/eucast_rules.Rd                           |  17 +-
 28 files changed, 751 insertions(+), 598 deletions(-)

diff --git a/DESCRIPTION b/DESCRIPTION
index 6635ea05..bce7122e 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,6 +1,6 @@
 Package: AMR
-Version: 0.8.0.9030
-Date: 2019-11-11
+Version: 0.8.0.9031
+Date: 2019-11-15
 Title: Antimicrobial Resistance Analysis
 Authors@R: c(
     person(role = c("aut", "cre"), 
diff --git a/NAMESPACE b/NAMESPACE
index d6109758..e44adf47 100755
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -323,6 +323,7 @@ importFrom(stats,pchisq)
 importFrom(stats,predict)
 importFrom(tidyr,pivot_longer)
 importFrom(tidyr,pivot_wider)
+importFrom(utils,adist)
 importFrom(utils,browseURL)
 importFrom(utils,menu)
 importFrom(utils,read.csv)
diff --git a/NEWS.md b/NEWS.md
index dca3b445..a8d7cf91 100755
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,5 +1,16 @@
-# AMR 0.8.0.9030
-<small>Last updated: 11-Nov-2019</small>
+# AMR 0.8.0.9031
+<small>Last updated: 15-Nov-2019</small>
+
+### Breaking
+* Adopted Adeolu *et al.* (2016), [PMID 27620848](https://www.ncbi.nlm.nih.gov/pubmed/27620848) for the `microorganisms` data set, which means that the new order Enterobacterales now consists of a part of the existing family Enterobacteriaceae, but that this family has been split into other families as well (like *Morganellaceae* and *Yersiniaceae*). Although published in 2016, this information is not yet in the Catalogue of Life version of 2019. All MDRO determinations with `mdro()` will now use the Enterobacterales order for all guidelines before 2016 that were dependent on the Enterobacteriaceae family.
+  * If you were dependent on the old Enterobacteriaceae family e.g. by using in your code:
+    ```r
+    if (mo_family(somebugs) == "Enterobacteriaceae") ...
+    ```
+    then please adjust this to:
+    ```r
+    if (mo_order(somebugs) == "Enterobacterales") ...
+    ```
 
 ### New
 * Functions `susceptibility()` and `resistance()` as aliases of `proportion_SI()` and `proportion_R()`, respectively. These functions were added to make it more clear that "I" should be considered susceptible and not resistant.
@@ -16,11 +27,29 @@
   * The new Verbose mode (`mdro(...., verbose = TRUE)`) returns an informative data set where the reason for MDRO determination is given for every isolate, and an list of the resistant antimicrobial agents
 
 ### Changes
+* Improvements to algorithm in `as.mo()`:
+  * Now allows "ou" where "au" should have been used and vice versa
+  * More intelligent way of coping with some consonants like "l" and "r"
+  * Added a score (a certainty percentage) to `mo_uncertainties()`, that is calculated using the [Levenshtein distance](https://en.wikipedia.org/wiki/Levenshtein_distance):
+    ```r
+    as.mo(c("Stafylococcus aureus",
+            "staphylokok aureuz"))
+    #> Warning: 
+    #> Results of two values was guessed with uncertainty. Use mo_uncertainties() to review them.
+    #> Class 'mo'
+    #> [1] B_STPHY_AURS B_STPHY_AURS
+    
+    mo_uncertainties()
+    #> "Stafylococcus aureus" -> Staphylococcus aureus (B_STPHY_AURS, score: 95.2%)
+    #> "staphylokok aureuz"   -> Staphylococcus aureus (B_STPHY_AURS, score: 85.7%)
+    ```
 * Removed previously deprecated function `as.atc()` - this function was replaced by `ab_atc()`
 * Renamed all `portion_*` functions to `proportion_*`. All `portion_*` functions are still available as deprecated functions, and will return a warning when used.
 * When running `as.rsi()` over a data set, it will now print the guideline that will be used if it is not specified by the user
-* Fix for `eucast_rules()`: *Stenotrophomonas maltophilia* not interpreted "R" to ceftazidime anymore (following EUCAST v3.1)
-* Adopted Adeolu *et al.* (2016), [PMID 27620848](https://www.ncbi.nlm.nih.gov/pubmed/27620848) for the `microorganisms` data set, which means that the new order Enterobacterales now consists of a part of the existing family *Enterobacteriaceae*, but that this family has been split into other families as well (like *Morganellaceae* and *Yersiniaceae*). Although published in 2016, this information is not yet in the Catalogue of Life version of 2019. All MDRO determinations with `mdro()` will now use the Enterobacterales order for all guidelines before 2016.
+* Improvements for `eucast_rules()`:
+  * Fix where *Stenotrophomonas maltophilia* would always become ceftazidime R (following EUCAST v3.1)
+  * Fix where *Leuconostoc* and *Pediococcus* would not always become glyopeptides R
+  * non-EUCAST rules in `eucast_rules()` are now applied first and not as last anymore. This is to improve the dependency on certain antibiotics for the official EUCAST rules. Please see `?eucast_rules`.
 * Fix for interpreting MIC values with `as.rsi()` where the input is `NA`
 * Added "imi" and "imp" as allowed abbreviation for Imipenem (IPM)
 * Fix for automatically determining columns with antibiotic results in `mdro()` and `eucast_rules()`
diff --git a/R/eucast_rules.R b/R/eucast_rules.R
index 38375369..8d6d4915 100755
--- a/R/eucast_rules.R
+++ b/R/eucast_rules.R
@@ -24,8 +24,11 @@ EUCAST_VERSION_BREAKPOINTS <- "9.0, 2019"
 EUCAST_VERSION_EXPERT_RULES <- "3.1, 2016"
 
 #' EUCAST rules
-#'
-#' Apply susceptibility rules as defined by the European Committee on Antimicrobial Susceptibility Testing (EUCAST, \url{http://eucast.org}), see \emph{Source}. This includes (1) expert rules, (2) intrinsic resistance and (3) inferred resistance as defined in their breakpoint tables.
+#' 
+#' @description
+#' Apply susceptibility rules as defined by the European Committee on Antimicrobial Susceptibility Testing (EUCAST, \url{http://eucast.org}), see \emph{Source}. This includes (1) expert rules, (2) intrinsic resistance and (3) inferred resistance as defined in their breakpoint tables. 
+#' 
+#' To improve the interpretation of the antibiogram before EUCAST rules are applied, some non-EUCAST rules are applied at default, see Details.
 #' @param x data with antibiotic columns, like e.g. \code{AMX} and \code{AMC}
 #' @param info print progress
 #' @param rules a character vector that specifies which rules should be applied - one or more of \code{c("breakpoints", "expert", "other", "all")}
@@ -36,6 +39,19 @@ EUCAST_VERSION_EXPERT_RULES <- "3.1, 2016"
 #' \strong{Note:} This function does not translate MIC values to RSI values. Use \code{\link{as.rsi}} for that. \cr
 #' \strong{Note:} When ampicillin (AMP, J01CA01) is not available but amoxicillin (AMX, J01CA04) is, the latter will be used for all rules where there is a dependency on ampicillin. These drugs are interchangeable when it comes to expression of antimicrobial resistance.
 #'
+#' Before further processing, some non-EUCAST rules are applied to improve the efficacy of the EUCAST rules. These non-EUCAST rules, that are applied to all isolates, are:
+#' \itemize{
+#'   \item{Inherit amoxicillin (AMX) from ampicillin (AMP), where amoxicillin (AMX) is unavailable;}
+#'   \item{Inherit ampicillin (AMP) from amoxicillin (AMX), where ampicillin (AMP) is unavailable;}
+#'   \item{Set amoxicillin (AMX) = R where amoxicillin/clavulanic acid (AMC) = R;}
+#'   \item{Set piperacillin (PIP) = R where piperacillin/tazobactam (TZP) = R;}
+#'   \item{Set trimethoprim (TMP) = R where trimethoprim/sulfamethoxazole (SXT) = R;}
+#'   \item{Set amoxicillin/clavulanic acid (AMC) = S where amoxicillin (AMX) = S;}
+#'   \item{Set piperacillin/tazobactam (TZP) = S where piperacillin (PIP) = S;}
+#'   \item{Set trimethoprim/sulfamethoxazole (SXT) = S where trimethoprim (TMP) = S.}
+#' }
+#' To \emph{not} use these rules, please use \code{eucast_rules(..., rules = c("breakpoints", "expert"))}.
+#'
 #' The file containing all EUCAST rules is located here: \url{https://gitlab.com/msberends/AMR/blob/master/data-raw/eucast_rules.tsv}.
 #'
 #' @section Antibiotics:
@@ -516,29 +532,7 @@ eucast_rules <- function(x,
       as.data.frame(stringsAsFactors = FALSE)
   )
   
-  if (info == TRUE) {
-    cat(paste0(
-      "\nRules by the ", bold("European Committee on Antimicrobial Susceptibility Testing (EUCAST)"),
-      "\n", blue("http://eucast.org/"), "\n"))
-  }
-  
-  # since ampicillin ^= amoxicillin, get the first from the latter (not in original EUCAST table)
-  if (!ab_missing(AMP) & !ab_missing(AMX)) {
-    if (verbose == TRUE) {
-      cat("\n VERBOSE: transforming",
-          length(which(x[, AMX] == "S" & !x[, AMP] %in% c("S", "I", "R"))),
-          "empty ampicillin fields to 'S' based on amoxicillin. ")
-      cat("\n VERBOSE: transforming",
-          length(which(x[, AMX] == "I" & !x[, AMP] %in% c("S", "I", "R"))),
-          "empty ampicillin fields to 'I' based on amoxicillin. ")
-      cat("\n VERBOSE: transforming",
-          length(which(x[, AMX] == "R" & !x[, AMP] %in% c("S", "I", "R"))),
-          "empty ampicillin fields to 'R' based on amoxicillin. \n")
-    }
-    x[which(x[, AMX] == "S" & !x[, AMP] %in% c("S", "I", "R")), AMP] <- "S"
-    x[which(x[, AMX] == "I" & !x[, AMP] %in% c("S", "I", "R")), AMP] <- "I"
-    x[which(x[, AMX] == "R" & !x[, AMP] %in% c("S", "I", "R")), AMP] <- "R"
-  } else if (ab_missing(AMP) & !ab_missing(AMX)) {
+  if (ab_missing(AMP) & !ab_missing(AMX)) {
     # ampicillin column is missing, but amoxicillin is available
     message(blue(paste0("NOTE: Using column `", bold(AMX), "` as input for ampicillin (J01CA01) since many EUCAST rules depend on it.")))
     AMP <- AMX
@@ -611,6 +605,7 @@ eucast_rules <- function(x,
     }
   }
   
+  eucast_notification_shown <- FALSE
   eucast_rules_df <- eucast_rules_file # internal data file
   no_added <- 0
   no_changed <- 0
@@ -648,6 +643,13 @@ eucast_rules <- function(x,
       next
     }
     
+    if (info == TRUE & !rule_group_current %like% "other" & eucast_notification_shown == FALSE) {
+      cat(paste0(
+        "\n----\nRules by the ", bold("European Committee on Antimicrobial Susceptibility Testing (EUCAST)"),
+        "\n", blue("http://eucast.org/"), "\n"))
+      eucast_notification_shown <- TRUE
+    }
+    
     
     if (info == TRUE) {
       # Print rule (group) ------------------------------------------------------
@@ -660,7 +662,7 @@ eucast_rules <- function(x,
             rule_group_current %like% "expert" ~
               paste0("\nEUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v", EUCAST_VERSION_EXPERT_RULES, ")\n"),
             TRUE ~
-              "\nOther rules\n"
+              "\nOther rules by this AMR package\n"
           )
         ))
       }
@@ -707,6 +709,7 @@ eucast_rules <- function(x,
     }
     
     if (like_is_one_of == "is") {
+      # so 'Enterococcus' will turn into '^Enterococcus$'
       mo_value <- paste0("^", eucast_rules_df[i, 3], "$")
     } else if (like_is_one_of == "one_of") {
       # so 'Clostridium, Actinomyces, ...' will turn into '^(Clostridium|Actinomyces|...)$'
@@ -717,7 +720,7 @@ eucast_rules <- function(x,
     } else if (like_is_one_of == "like") {
       mo_value <- eucast_rules_df[i, 3]
     } else {
-      stop("invalid like_is_one_of", call. = FALSE)
+      stop("invalid value for column 'like.is.one_of'", call. = FALSE)
     }
     
     source_antibiotics <- eucast_rules_df[i, 4]
diff --git a/R/mo.R b/R/mo.R
index 5d64def4..bad263d4 100755
--- a/R/mo.R
+++ b/R/mo.R
@@ -59,15 +59,6 @@
 #'
 #' The algorithm uses data from the Catalogue of Life (see below) and from one other source (see \code{\link{microorganisms}}).
 #'
-#' \strong{Self-learning algoritm} \cr
-#' The \code{as.mo()} function gains experience from previously determined microorganism IDs and learns from it. This drastically improves both speed and reliability. Use \code{clear_mo_history()} to reset the algorithms. Only experience from your current \code{AMR} package version is used. This is done because in the future the taxonomic tree (which is included in this package) may change for any organism and it consequently has to rebuild its knowledge.
-#'
-#' Usually, any guess after the first try runs 80-95\% faster than the first try.
-#'
-# \emph{For now, learning only works per session. If R is closed or terminated, the algorithms reset. This might be resolved in a future version.}
-#' This resets with every update of this \code{AMR} package since results are saved to your local package library folder.
-#' 
-#' \strong{Intelligent rules} \cr
 #' The \code{as.mo()} function uses several coercion rules for fast and logical results. It assesses the input matching criteria in the following order:
 
 #' \itemize{
@@ -76,7 +67,10 @@
 #'   \item{Breakdown of input values to identify possible matches.}
 #' }
 #'
-#' This will lead to the effect that e.g. \code{"E. coli"} (a highly prevalent microorganism found in humans) will return the microbial ID of \emph{Escherichia coli} and not \emph{Entamoeba coli} (a less prevalent microorganism in humans), although the latter would alphabetically come first. In addition, the \code{as.mo()} function can differentiate four levels of uncertainty to guess valid results: 
+#' This will lead to the effect that e.g. \code{"E. coli"} (a highly prevalent microorganism found in humans) will return the microbial ID of \emph{Escherichia coli} and not \emph{Entamoeba coli} (a less prevalent microorganism in humans), although the latter would alphabetically come first. 
+#' 
+#' \strong{Coping with uncertain results} \cr
+#' In addition, the \code{as.mo()} function can differentiate four levels of uncertainty to guess valid results: 
 #' 
 #' \itemize{
 #'   \item{Uncertainty level 0: no additional rules are applied;}
@@ -95,9 +89,12 @@
 #'
 #' The level of uncertainty can be set using the argument \code{allow_uncertain}. The default is \code{allow_uncertain = TRUE}, which is equal to uncertainty level 2. Using \code{allow_uncertain = FALSE} is equal to uncertainty level 0 and will skip all rules. You can also use e.g. \code{as.mo(..., allow_uncertain = 1)} to only allow up to level 1 uncertainty.
 #' 
-#' Use \code{mo_failures()} to get a vector with all values that could not be coerced to a valid value. \cr
-#' Use \code{mo_uncertainties()} to get a \code{data.frame} with all values that were coerced to a valid value, but with uncertainty. \cr
-#' Use \code{mo_renamed()} to get a \code{data.frame} with all values that could be coerced based on an old, previously accepted taxonomic name.
+#' There are three helper functions that can be run after then \code{as.mo()} function:
+#' \itemize{
+#'   \item{Use \code{mo_uncertainties()} to get a \code{data.frame} with all values that were coerced to a valid value, but with uncertainty. The output contains a score, that is calculated as \code{(n - 0.5 * L) / n}, where \emph{n} is the number of characters of the returned full name of the microorganism, and \emph{L} is the \href{https://en.wikipedia.org/wiki/Levenshtein_distance}{Levenshtein distance} between that full name and the user input.}
+#'   \item{Use \code{mo_failures()} to get a vector with all values that could not be coerced to a valid value.}
+#'   \item{Use \code{mo_renamed()} to get a \code{data.frame} with all values that could be coerced based on an old, previously accepted taxonomic name.}
+#' }   
 #'
 #' \strong{Microbial prevalence of pathogens in humans} \cr
 #' The intelligent rules consider the prevalence of microorganisms in humans grouped into three groups, which is available as the \code{prevalence} columns in the \code{\link{microorganisms}} and \code{\link{microorganisms.old}} data sets. The grouping into prevalence groups is based on experience from several microbiological laboratories in the Netherlands in conjunction with international reports on pathogen prevalence.
@@ -107,6 +104,14 @@
 #' Group 2 consists of all microorganisms where the taxonomic phylum is Proteobacteria, Firmicutes, Actinobacteria or Sarcomastigophora, or where the taxonomic genus is \emph{Aspergillus}, \emph{Bacteroides}, \emph{Candida}, \emph{Capnocytophaga}, \emph{Chryseobacterium}, \emph{Cryptococcus}, \emph{Elisabethkingia}, \emph{Flavobacterium}, \emph{Fusobacterium}, \emph{Giardia}, \emph{Leptotrichia}, \emph{Mycoplasma}, \emph{Prevotella}, \emph{Rhodotorula}, \emph{Treponema}, \emph{Trichophyton} or \emph{Ureaplasma}. 
 #' 
 #' Group 3 (least prevalent microorganisms) consists of all other microorganisms.
+#' 
+#' \strong{Self-learning algorithm} \cr
+#' The \code{as.mo()} function gains experience from previously determined microorganism IDs and learns from it. This drastically improves both speed and reliability. Use \code{clear_mo_history()} to reset the algorithms. Only experience from your current \code{AMR} package version is used. This is done because in the future the taxonomic tree (which is included in this package) may change for any organism and it consequently has to rebuild its knowledge.
+#'
+#' Usually, any guess after the first try runs 80-95\% faster than the first try.
+#'
+# \emph{For now, learning only works per session. If R is closed or terminated, the algorithms reset. This might be resolved in a future version.}
+#' This resets with every update of this \code{AMR} package since results are saved to your local package library folder.
 #' @inheritSection catalogue_of_life Catalogue of Life
 #  (source as a section here, so it can be inherited by other man pages:)
 #' @section Source:
@@ -134,7 +139,7 @@
 #' as.mo("S aureus")
 #' as.mo("Staphylococcus aureus")
 #' as.mo("Staphylococcus aureus (MRSA)")
-#' as.mo("Sthafilokkockus aaureuz") # handles incorrect spelling
+#' as.mo("Zthafilokkoockus oureuz") # handles incorrect spelling
 #' as.mo("MRSA")   # Methicillin Resistant S. aureus
 #' as.mo("VISA")   # Vancomycin Intermediate S. aureus
 #' as.mo("VRSA")   # Vancomycin Resistant S. aureus
@@ -287,7 +292,7 @@ exec_as.mo <- function(x,
                        disable_mo_history = FALSE,
                        debug = FALSE,
                        reference_data_to_use = microorganismsDT) {
-  
+
   if (!"AMR" %in% base::.packages()) {
     require("AMR")
     # check onLoad() in R/zzz.R: data tables are created there.
@@ -518,7 +523,7 @@ exec_as.mo <- function(x,
     x <- gsub("(alpha|beta|gamma).?ha?emoly", "\\1-haemoly", x)
     # remove genus as first word
     x <- gsub("^genus ", "", x)
-    # remove 'uncertain' like texts
+    # remove 'uncertain'-like texts
     x <- trimws(gsub("(uncertain|susp[ie]c[a-z]+|verdacht)", "", x))
     # allow characters that resemble others = dyslexia_mode ----
     if (dyslexia_mode == TRUE) {
@@ -539,13 +544,19 @@ exec_as.mo <- function(x,
       x <- gsub("e+", "e+", x)
       x <- gsub("o+", "o+", x)
       x <- gsub("(.)\\1+", "\\1+", x)
+      # allow multiplication of all other consonants
+      x <- gsub("([bdghjlnrw]+)", "\\1+", x)
       # allow ending in -en or -us
       x <- gsub("e\\+n(?![a-z[])", "(e+n|u+(c|k|q|qu|s|z|x|ks)+)", x, perl = TRUE)
-      # if the input is longer than 10 characters, allow any constant between all characters, as some might have forgotten a character
+      # if the input is longer than 10 characters, allow any forgotten consonant between all characters, as some might just have forgotten one...
       # this will allow "Pasteurella damatis" to be correctly read as "Pasteurella dagmatis".
-      constants <- paste(letters[!letters %in% c("a", "e", "i", "o", "u")], collapse = "")
-
-      x[nchar(x_backup_without_spp) > 10] <- gsub("[+]", paste0("+[", constants, "]?"), x[nchar(x_backup_without_spp) > 10])
+      consonants <- paste(letters[!letters %in% c("a", "e", "i", "o", "u")], collapse = "")
+      x[nchar(x_backup_without_spp) > 10] <- gsub("[+]", paste0("+[", consonants, "]?"), x[nchar(x_backup_without_spp) > 10])
+      # allow au and ou after all these regex implementations
+      x <- gsub("a+[bcdfghjklmnpqrstvwxyz]?u+[bcdfghjklmnpqrstvwxyz]?", "(a+u+|o+u+)[bcdfghjklmnpqrstvwxyz]?", x, fixed = TRUE)
+      x <- gsub("o+[bcdfghjklmnpqrstvwxyz]?u+[bcdfghjklmnpqrstvwxyz]?", "(a+u+|o+u+)[bcdfghjklmnpqrstvwxyz]?", x, fixed = TRUE)
+      # make sure to remove regex overkill (will lead to errors)
+      x <- gsub("++", "+", x, fixed = TRUE)
     }
     x <- strip_whitespace(x, dyslexia_mode)
     
@@ -578,7 +589,7 @@ exec_as.mo <- function(x,
     }
     
     progress <- progress_estimated(n = length(x), min_time = 3)
-    
+
     for (i in seq_len(length(x))) {
       
       progress$tick()$print()
@@ -834,8 +845,8 @@ exec_as.mo <- function(x,
           next
         }
         # streptococcal groups: milleri and viridans
-        if (x_trimmed[i] %like_case% "strepto.* milleri"
-            | x_backup_without_spp[i] %like_case% "strepto.* milleri"
+        if (x_trimmed[i] %like_case% "strepto.* mil+er+i"
+            | x_backup_without_spp[i] %like_case% "strepto.* mil+er+i"
             | x_backup_without_spp[i] %like_case% "mgs[^a-z]?$") {
           # Milleri Group Streptococcus (MGS)
           x[i] <- microorganismsDT[mo == "B_STRPT_MILL", ..property][[1]][1L]
@@ -1863,6 +1874,7 @@ mo_uncertainties <- function() {
 
 #' @exportMethod print.mo_uncertainties
 #' @importFrom crayon green yellow red white black bgGreen bgYellow bgRed
+#' @importFrom cleaner percentage
 #' @export
 #' @noRd
 print.mo_uncertainties <- function(x, ...) {
@@ -1890,7 +1902,9 @@ print.mo_uncertainties <- function(x, ...) {
                  paste0(colour2(paste0(" [", x[i, "uncertainty"], "] ")), ' "', x[i, "input"], '" -> ',
                         colour1(paste0(italic(x[i, "fullname"]),
                                        ifelse(!is.na(x[i, "renamed_to"]), paste(", renamed to", italic(x[i, "renamed_to"])), ""),
-                                       " (", x[i, "mo"], ")"))),
+                                       " (", x[i, "mo"],
+                                       ", score: ", percentage(levenshtein_fraction(x[i, "input"], x[i, "fullname"]), digits = 1),
+                                       ")"))),
                  sep = "\n")
   }
   cat(msg)
@@ -1977,3 +1991,15 @@ load_mo_failures_uncertainties_renamed <- function(metadata) {
   options("mo_uncertainties" = metadata$uncertainties)
   options("mo_renamed" = metadata$renamed)
 }
+
+#' @importFrom utils adist
+levenshtein_fraction <- function(input, output) {
+  levenshtein <- double(length = length(input))
+  for (i in seq_len(length(input))) {
+    # determine levenshtein distance, but maximise to nchar of output
+    levenshtein[i] <- base::min(base::as.double(adist(input[i], output[i], ignore.case = TRUE)),
+                                base::nchar(output[i]))
+  }
+  # self-made score between 0 and 1 (for % certainty, so 0 means huge distance, 1 means no distance)
+  (base::nchar(output) - 0.5 * levenshtein) / nchar(output)
+}
diff --git a/R/sysdata.rda b/R/sysdata.rda
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diff --git a/R/zzz.R b/R/zzz.R
index 03233e24..f0323055 100755
--- a/R/zzz.R
+++ b/R/zzz.R
@@ -47,15 +47,21 @@
 # maybe add survey later: "https://www.surveymonkey.com/r/AMR_for_R"
 
 #' @importFrom data.table as.data.table setkey
+#' @importFrom dplyr %>% mutate case_when
 make_DT <- function() {
   microorganismsDT <- as.data.table(AMR::microorganisms %>% 
                                       mutate(kingdom_index = case_when(kingdom == "Bacteria" ~ 1,
                                                                        kingdom == "Fungi" ~ 2,
                                                                        kingdom == "Protozoa" ~ 3,
                                                                        kingdom == "Archaea" ~ 4,
-                                                                       TRUE ~ 6)))
-  # for fullname_lower: keep only dots, letters, numbers, slashes, spaces and dashes
-  microorganismsDT$fullname_lower <- gsub("[^.a-z0-9/ \\-]+", "", tolower(microorganismsDT$fullname))
+                                                                       TRUE ~ 99),
+                                             # for fullname_lower: keep only dots, letters,
+                                             # numbers, slashes, spaces and dashes
+                                             fullname_lower = gsub("[^.a-z0-9/ \\-]+", "",
+                                                                   # use this paste instead of `fullname` to
+                                                                   # work with Viridans Group Streptococci, etc.
+                                                                   tolower(trimws(paste(genus, species, subspecies))))))
+  # so arrange data on prevalence first, then kingdom, then full name
   setkey(microorganismsDT,
          prevalence,
          kingdom_index,
diff --git a/data-raw/eucast_rules.tsv b/data-raw/eucast_rules.tsv
index cac99db2..70110bb1 100644
--- a/data-raw/eucast_rules.tsv
+++ b/data-raw/eucast_rules.tsv
@@ -9,6 +9,19 @@
 # >>>>> IF YOU WANT TO IMPORT THIS FILE INTO YOUR OWN SOFTWARE, HAVE THE FIRST 10 LINES SKIPPED <<<<<
 # -------------------------------------------------------------------------------------------------------------------------------
 if_mo_property	like.is.one_of	this_value	and_these_antibiotics	have_these_values	then_change_these_antibiotics	to_value	reference.rule	reference.rule_group
+genus	like	.*	AMP	S	AMX	S	Non-EUCAST: inherit ampicillin results for unavailable amoxicillin	Other rules
+genus	like	.*	AMP	I	AMX	I	Non-EUCAST: inherit ampicillin results for unavailable amoxicillin	Other rules
+genus	like	.*	AMP	R	AMX	R	Non-EUCAST: inherit ampicillin results for unavailable amoxicillin	Other rules
+genus	like	.*	AMX	S	AMP	S	Non-EUCAST: inherit amoxicillin results for unavailable ampicillin	Other rules
+genus	like	.*	AMX	I	AMP	I	Non-EUCAST: inherit amoxicillin results for unavailable ampicillin	Other rules
+genus	like	.*	AMX	R	AMP	R	Non-EUCAST: inherit amoxicillin results for unavailable ampicillin	Other rules
+genus	like	.*	AMC	R	AMP, AMX	R	Non-EUCAST: set ampicillin = R where amoxicillin/clav acid = R	Other rules
+genus	like	.*	TZP	R	PIP	R	Non-EUCAST: set piperacillin = R where piperacillin/tazobactam = R	Other rules
+genus	like	.*	SXT	R	TMP	R	Non-EUCAST: set trimethoprim = R where trimethoprim/sulfa = R	Other rules
+genus	like	.*	AMP	S	AMC	S	Non-EUCAST: set amoxicillin/clav acid = S where ampicillin = S	Other rules
+genus	like	.*	AMX	S	AMC	S	Non-EUCAST: set amoxicillin/clav acid = S where ampicillin = S	Other rules
+genus	like	.*	PIP	S	TZP	S	Non-EUCAST: set piperacillin/tazobactam = S where piperacillin = S	Other rules
+genus	like	.*	TMP	S	SXT	S	Non-EUCAST: set trimethoprim/sulfa = S where trimethoprim = S	Other rules
 order	is	Enterobacterales	AMP	S	AMX	S	Enterobacterales (Order)	Breakpoints
 order	is	Enterobacterales	AMP	I	AMX	I	Enterobacterales (Order)	Breakpoints
 order	is	Enterobacterales	AMP	R	AMX	R	Enterobacterales (Order)	Breakpoints
@@ -53,7 +66,7 @@ genus_species	like	^Streptococcus (australis|bovis|constellatus|cristatus|gallol
 genus_species	like	^Streptococcus (australis|bovis|constellatus|cristatus|gallolyticus|gordonii|infantarius|infantis|mitis|mutans|oligofermentans|oralis|peroris|pseudopneumoniae|salivarius|sinensis|sobrinus|thermophilus|vestibularis|anginosus|equinus|intermedius|parasanguinis|sanguinis)$	AMP	I	AMX, AMC, PIP, TZP	I	Viridans group streptococci	Breakpoints
 genus_species	like	^Streptococcus (australis|bovis|constellatus|cristatus|gallolyticus|gordonii|infantarius|infantis|mitis|mutans|oligofermentans|oralis|peroris|pseudopneumoniae|salivarius|sinensis|sobrinus|thermophilus|vestibularis|anginosus|equinus|intermedius|parasanguinis|sanguinis)$	AMP	R	AMX, AMC, PIP, TZP	R	Viridans group streptococci	Breakpoints
 genus_species	is	Haemophilus influenzae	AMP	S	AMX, PIP	S	Haemophilus influenzae	Breakpoints
-genus_species	is	^Haemophilus influenzae	AMP	I	AMX, PIP	I	Haemophilus influenzae	Breakpoints
+genus_species	is	Haemophilus influenzae	AMP	I	AMX, PIP	I	Haemophilus influenzae	Breakpoints
 genus_species	is	Haemophilus influenzae	AMP	R	AMX, PIP	R	Haemophilus influenzae	Breakpoints
 genus_species	is	Haemophilus influenzae	PEN	S	AMP, AMX, AMC, PIP, TZP	S	Haemophilus influenzae	Breakpoints
 genus_species	is	Haemophilus influenzae	AMC	S	TZP	S	Haemophilus influenzae	Breakpoints
@@ -164,7 +177,7 @@ genus_species	is	Enterococcus casseliflavus			FUS, CAZ, cephalosporins_without_C
 genus_species	is	Enterococcus faecium			FUS, CAZ, cephalosporins_without_CAZ, aminoglycosides, macrolides, TMP, SXT	R	Table 04: Intrinsic resistance in Gram-positive bacteria	Expert Rules
 genus	is	Corynebacterium			FOS	R	Table 04: Intrinsic resistance in Gram-positive bacteria	Expert Rules
 genus_species	is	Listeria monocytogenes			cephalosporins	R	Table 04: Intrinsic resistance in Gram-positive bacteria	Expert Rules
-genus	is	Leuconostoc, Pediococcus			glycopeptides	R	Table 04: Intrinsic resistance in Gram-positive bacteria	Expert Rules
+genus	one_of	Leuconostoc, Pediococcus			glycopeptides	R	Table 04: Intrinsic resistance in Gram-positive bacteria	Expert Rules
 genus	is	Lactobacillus			glycopeptides	R	Table 04: Intrinsic resistance in Gram-positive bacteria	Expert Rules
 genus_species	is	Clostridium ramosum			VAN	R	Table 04: Intrinsic resistance in Gram-positive bacteria	Expert Rules
 genus_species	is	Clostridium innocuum			VAN	R	Table 04: Intrinsic resistance in Gram-positive bacteria	Expert Rules
@@ -172,9 +185,9 @@ genus_species	like	^Streptococcus (pyogenes|agalactiae|dysgalactiae|group A|grou
 genus	is	Enterococcus	AMP	R	ureidopenicillins, carbapenems	R	Table 08: Interpretive rules for B-lactam agents and Gram-positive cocci	Expert Rules
 genus	is	Enterococcus	AMX	R	ureidopenicillins, carbapenems	R	Table 08: Interpretive rules for B-lactam agents and Gram-positive cocci	Expert Rules
 family	is	Enterobacteriaceae	TIC, PIP	R, S	PIP	R	Table 09: Interpretive rules for B-lactam agents and Gram-negative rods	Expert Rules
-genus	is	.*	ERY	S	AZM, CLR	S	Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins	Expert Rules
-genus	is	.*	ERY	I	AZM, CLR	I	Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins	Expert Rules
-genus	is	.*	ERY	R	AZM, CLR	R	Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins	Expert Rules
+genus	like	.*	ERY	S	AZM, CLR	S	Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins	Expert Rules
+genus	like	.*	ERY	I	AZM, CLR	I	Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins	Expert Rules
+genus	like	.*	ERY	R	AZM, CLR	R	Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins	Expert Rules
 genus	is	Staphylococcus	TOB	R	KAN, AMK	R	Table 12: Interpretive rules for aminoglycosides	Expert Rules
 genus	is	Staphylococcus	GEN	R	aminoglycosides	R	Table 12: Interpretive rules for aminoglycosides	Expert Rules
 order	is	Enterobacterales	GEN, TOB	I, S	GEN	R	Table 12: Interpretive rules for aminoglycosides	Expert Rules
@@ -183,10 +196,3 @@ genus	is	Staphylococcus	MFX	R	fluoroquinolones	R	Table 13: Interpretive rules fo
 genus_species	is	Streptococcus pneumoniae	MFX	R	fluoroquinolones	R	Table 13: Interpretive rules for quinolones	Expert Rules
 order	is	Enterobacterales	CIP	R	fluoroquinolones	R	Table 13: Interpretive rules for quinolones	Expert Rules
 genus_species	is	Neisseria gonorrhoeae	CIP	R	fluoroquinolones	R	Table 13: Interpretive rules for quinolones	Expert Rules
-genus	is	.*	AMC	R	AMP, AMX	R	Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R	Other rules
-genus	is	.*	TZP	R	PIP	R	Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R	Other rules
-genus	is	.*	SXT	R	TMP	R	Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R	Other rules
-genus	is	.*	AMP	S	AMC	S	Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S	Other rules
-genus	is	.*	AMX	S	AMC	S	Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S	Other rules
-genus	is	.*	PIP	S	TZP	S	Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S	Other rules
-genus	is	.*	TMP	S	SXT	S	Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S	Other rules
diff --git a/data-raw/internals.R b/data-raw/internals.R
index 9ad2c2a8..555e7dc9 100644
--- a/data-raw/internals.R
+++ b/data-raw/internals.R
@@ -2,14 +2,18 @@
 # source("data-raw/internals.R")
 
 # See 'data-raw/eucast_rules.tsv' for the EUCAST reference file
-eucast_rules_file <- dplyr::arrange(
-  .data = utils::read.delim(file = "data-raw/eucast_rules.tsv",
+eucast_rules_file <- utils::read.delim(file = "data-raw/eucast_rules.tsv",
                             skip = 10,
                             sep = "\t",
                             stringsAsFactors = FALSE,
                             header = TRUE,
                             strip.white = TRUE,
-                            na = c(NA, "", NULL)),
+                            na = c(NA, "", NULL))
+# take the order of the reference.rule_group column in the orginal data file
+eucast_rules_file$reference.rule_group <- factor(eucast_rules_file$reference.rule_group,
+                                                 levels = unique(eucast_rules_file$reference.rule_group),
+                                                 ordered = TRUE)
+eucast_rules_file <- dplyr::arrange(eucast_rules_file,
   reference.rule_group,
   reference.rule)
 
diff --git a/data/example_isolates.rda b/data/example_isolates.rda
index 82568530c19e96fca175b67ce8f0291eaf17bb5e..15c315bca3d12962d4d8e58938c6b30e3341d0d8 100644
GIT binary patch
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diff --git a/docs/404.html b/docs/404.html
index 5927d9a0..7bdaaa2a 100644
--- a/docs/404.html
+++ b/docs/404.html
@@ -84,7 +84,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="https://msberends.gitlab.io/AMR/index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9030</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
diff --git a/docs/LICENSE-text.html b/docs/LICENSE-text.html
index ba6220da..858b9650 100644
--- a/docs/LICENSE-text.html
+++ b/docs/LICENSE-text.html
@@ -84,7 +84,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9030</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
diff --git a/docs/articles/AMR.html b/docs/articles/AMR.html
index c6d9730e..412273a1 100644
--- a/docs/articles/AMR.html
+++ b/docs/articles/AMR.html
@@ -41,7 +41,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9030</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
@@ -187,7 +187,7 @@
       <h1>How to conduct AMR analysis</h1>
                         <h4 class="author">Matthijs S. Berends</h4>
             
-            <h4 class="date">11 November 2019</h4>
+            <h4 class="date">15 November 2019</h4>
       
       
       <div class="hidden name"><code>AMR.Rmd</code></div>
@@ -196,7 +196,7 @@
 
     
     
-<p><strong>Note:</strong> values on this page will change with every website update since they are based on randomly created values and the page was written in <a href="https://rmarkdown.rstudio.com/">R Markdown</a>. However, the methodology remains unchanged. This page was generated on 11 November 2019.</p>
+<p><strong>Note:</strong> values on this page will change with every website update since they are based on randomly created values and the page was written in <a href="https://rmarkdown.rstudio.com/">R Markdown</a>. However, the methodology remains unchanged. This page was generated on 15 November 2019.</p>
 <div id="introduction" class="section level1">
 <h1 class="hasAnchor">
 <a href="#introduction" class="anchor"></a>Introduction</h1>
@@ -212,21 +212,21 @@
 </tr></thead>
 <tbody>
 <tr class="odd">
-<td align="center">2019-11-11</td>
+<td align="center">2019-11-15</td>
 <td align="center">abcd</td>
 <td align="center">Escherichia coli</td>
 <td align="center">S</td>
 <td align="center">S</td>
 </tr>
 <tr class="even">
-<td align="center">2019-11-11</td>
+<td align="center">2019-11-15</td>
 <td align="center">abcd</td>
 <td align="center">Escherichia coli</td>
 <td align="center">S</td>
 <td align="center">R</td>
 </tr>
 <tr class="odd">
-<td align="center">2019-11-11</td>
+<td align="center">2019-11-15</td>
 <td align="center">efgh</td>
 <td align="center">Escherichia coli</td>
 <td align="center">R</td>
@@ -321,64 +321,64 @@
 </tr></thead>
 <tbody>
 <tr class="odd">
-<td align="center">2011-09-25</td>
-<td align="center">O7</td>
-<td align="center">Hospital C</td>
-<td align="center">Staphylococcus aureus</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">F</td>
-</tr>
-<tr class="even">
-<td align="center">2012-04-04</td>
-<td align="center">O9</td>
-<td align="center">Hospital A</td>
-<td align="center">Escherichia coli</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">F</td>
-</tr>
-<tr class="odd">
-<td align="center">2015-03-11</td>
-<td align="center">S3</td>
-<td align="center">Hospital A</td>
-<td align="center">Escherichia coli</td>
-<td align="center">R</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">F</td>
-</tr>
-<tr class="even">
-<td align="center">2014-12-11</td>
-<td align="center">G1</td>
+<td align="center">2015-09-02</td>
+<td align="center">V3</td>
 <td align="center">Hospital B</td>
 <td align="center">Escherichia coli</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
+<td align="center">F</td>
+</tr>
+<tr class="even">
+<td align="center">2017-06-27</td>
+<td align="center">H4</td>
+<td align="center">Hospital C</td>
+<td align="center">Escherichia coli</td>
+<td align="center">R</td>
+<td align="center">R</td>
+<td align="center">S</td>
+<td align="center">S</td>
 <td align="center">M</td>
 </tr>
 <tr class="odd">
-<td align="center">2013-01-02</td>
-<td align="center">J8</td>
-<td align="center">Hospital D</td>
+<td align="center">2012-05-31</td>
+<td align="center">X3</td>
+<td align="center">Hospital B</td>
+<td align="center">Streptococcus pneumoniae</td>
+<td align="center">I</td>
+<td align="center">S</td>
+<td align="center">S</td>
+<td align="center">S</td>
+<td align="center">F</td>
+</tr>
+<tr class="even">
+<td align="center">2013-06-08</td>
+<td align="center">K2</td>
+<td align="center">Hospital B</td>
+<td align="center">Staphylococcus aureus</td>
+<td align="center">I</td>
+<td align="center">S</td>
+<td align="center">S</td>
+<td align="center">S</td>
+<td align="center">M</td>
+</tr>
+<tr class="odd">
+<td align="center">2012-02-10</td>
+<td align="center">M5</td>
+<td align="center">Hospital A</td>
 <td align="center">Escherichia coli</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
-<td align="center">R</td>
+<td align="center">S</td>
 <td align="center">M</td>
 </tr>
 <tr class="even">
-<td align="center">2014-08-17</td>
-<td align="center">S8</td>
-<td align="center">Hospital C</td>
+<td align="center">2010-06-25</td>
+<td align="center">N7</td>
+<td align="center">Hospital D</td>
 <td align="center">Escherichia coli</td>
 <td align="center">S</td>
 <td align="center">S</td>
@@ -406,8 +406,8 @@
 # 
 #      Item     Count   Percent   Cum. Count   Cum. Percent
 # ---  -----  -------  --------  -----------  -------------
-# 1    M       10,427    52.14%       10,427         52.14%
-# 2    F        9,573    47.87%       20,000        100.00%</code></pre>
+# 1    M       10,309    51.55%       10,309         51.55%
+# 2    F        9,691    48.46%       20,000        100.00%</code></pre>
 <p>So, we can draw at least two conclusions immediately. From a data scientists perspective, the data looks clean: only values <code>M</code> and <code>F</code>. From a researchers perspective: there are slightly more men. Nothing we didn’t already know.</p>
 <p>The data is already quite clean, but we still need to transform some variables. The <code>bacteria</code> column now consists of text, and we want to add more variables based on microbial IDs later on. So, we will transform this column to valid IDs. The <code><a href="https://dplyr.tidyverse.org/reference/mutate.html">mutate()</a></code> function of the <code>dplyr</code> package makes this really easy:</p>
 <div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb12-1" data-line-number="1">data &lt;-<span class="st"> </span>data <span class="op">%&gt;%</span></a>
@@ -419,60 +419,62 @@
 <p>Because the amoxicillin (column <code>AMX</code>) and amoxicillin/clavulanic acid (column <code>AMC</code>) in our data were generated randomly, some rows will undoubtedly contain AMX = S and AMC = R, which is technically impossible. The <code><a href="../reference/eucast_rules.html">eucast_rules()</a></code> fixes this:</p>
 <div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb14-1" data-line-number="1">data &lt;-<span class="st"> </span><span class="kw"><a href="../reference/eucast_rules.html">eucast_rules</a></span>(data, <span class="dt">col_mo =</span> <span class="st">"bacteria"</span>)</a>
 <a class="sourceLine" id="cb14-2" data-line-number="2"><span class="co"># </span></a>
-<a class="sourceLine" id="cb14-3" data-line-number="3"><span class="co"># Rules by the European Committee on Antimicrobial Susceptibility Testing (EUCAST)</span></a>
-<a class="sourceLine" id="cb14-4" data-line-number="4"><span class="co"># http://eucast.org/</span></a>
-<a class="sourceLine" id="cb14-5" data-line-number="5"><span class="co"># </span></a>
-<a class="sourceLine" id="cb14-6" data-line-number="6"><span class="co"># EUCAST Clinical Breakpoints (v9.0, 2019)</span></a>
-<a class="sourceLine" id="cb14-7" data-line-number="7"><span class="co"># Aerococcus sanguinicola (no changes)</span></a>
-<a class="sourceLine" id="cb14-8" data-line-number="8"><span class="co"># Aerococcus urinae (no changes)</span></a>
-<a class="sourceLine" id="cb14-9" data-line-number="9"><span class="co"># Anaerobic Gram-negatives (no changes)</span></a>
-<a class="sourceLine" id="cb14-10" data-line-number="10"><span class="co"># Anaerobic Gram-positives (no changes)</span></a>
-<a class="sourceLine" id="cb14-11" data-line-number="11"><span class="co"># Campylobacter coli (no changes)</span></a>
-<a class="sourceLine" id="cb14-12" data-line-number="12"><span class="co"># Campylobacter jejuni (no changes)</span></a>
-<a class="sourceLine" id="cb14-13" data-line-number="13"><span class="co"># Enterobacterales (Order) (no changes)</span></a>
-<a class="sourceLine" id="cb14-14" data-line-number="14"><span class="co"># Enterococcus (no changes)</span></a>
-<a class="sourceLine" id="cb14-15" data-line-number="15"><span class="co"># Haemophilus influenzae (no changes)</span></a>
-<a class="sourceLine" id="cb14-16" data-line-number="16"><span class="co"># Kingella kingae (no changes)</span></a>
-<a class="sourceLine" id="cb14-17" data-line-number="17"><span class="co"># Moraxella catarrhalis (no changes)</span></a>
-<a class="sourceLine" id="cb14-18" data-line-number="18"><span class="co"># Pasteurella multocida (no changes)</span></a>
-<a class="sourceLine" id="cb14-19" data-line-number="19"><span class="co"># Staphylococcus (no changes)</span></a>
-<a class="sourceLine" id="cb14-20" data-line-number="20"><span class="co"># Streptococcus groups A, B, C, G (no changes)</span></a>
-<a class="sourceLine" id="cb14-21" data-line-number="21"><span class="co"># Streptococcus pneumoniae (1,552 values changed)</span></a>
-<a class="sourceLine" id="cb14-22" data-line-number="22"><span class="co"># Viridans group streptococci (no changes)</span></a>
-<a class="sourceLine" id="cb14-23" data-line-number="23"><span class="co"># </span></a>
-<a class="sourceLine" id="cb14-24" data-line-number="24"><span class="co"># EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)</span></a>
-<a class="sourceLine" id="cb14-25" data-line-number="25"><span class="co"># Table 01: Intrinsic resistance in Enterobacteriaceae (1,279 values changed)</span></a>
-<a class="sourceLine" id="cb14-26" data-line-number="26"><span class="co"># Table 02: Intrinsic resistance in non-fermentative Gram-negative bacteria (no changes)</span></a>
-<a class="sourceLine" id="cb14-27" data-line-number="27"><span class="co"># Table 03: Intrinsic resistance in other Gram-negative bacteria (no changes)</span></a>
-<a class="sourceLine" id="cb14-28" data-line-number="28"><span class="co"># Table 04: Intrinsic resistance in Gram-positive bacteria (2,800 values changed)</span></a>
-<a class="sourceLine" id="cb14-29" data-line-number="29"><span class="co"># Table 08: Interpretive rules for B-lactam agents and Gram-positive cocci (no changes)</span></a>
-<a class="sourceLine" id="cb14-30" data-line-number="30"><span class="co"># Table 09: Interpretive rules for B-lactam agents and Gram-negative rods (no changes)</span></a>
-<a class="sourceLine" id="cb14-31" data-line-number="31"><span class="co"># Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no changes)</span></a>
-<a class="sourceLine" id="cb14-32" data-line-number="32"><span class="co"># Table 12: Interpretive rules for aminoglycosides (no changes)</span></a>
-<a class="sourceLine" id="cb14-33" data-line-number="33"><span class="co"># Table 13: Interpretive rules for quinolones (no changes)</span></a>
+<a class="sourceLine" id="cb14-3" data-line-number="3"><span class="co"># Other rules by this AMR package</span></a>
+<a class="sourceLine" id="cb14-4" data-line-number="4"><span class="co"># Non-EUCAST: inherit amoxicillin results for unavailable ampicillin (no changes)</span></a>
+<a class="sourceLine" id="cb14-5" data-line-number="5"><span class="co"># Non-EUCAST: inherit ampicillin results for unavailable amoxicillin (no changes)</span></a>
+<a class="sourceLine" id="cb14-6" data-line-number="6"><span class="co"># Non-EUCAST: set amoxicillin/clav acid = S where ampicillin = S (3,022 values changed)</span></a>
+<a class="sourceLine" id="cb14-7" data-line-number="7"><span class="co"># Non-EUCAST: set ampicillin = R where amoxicillin/clav acid = R (151 values changed)</span></a>
+<a class="sourceLine" id="cb14-8" data-line-number="8"><span class="co"># Non-EUCAST: set piperacillin = R where piperacillin/tazobactam = R (no changes)</span></a>
+<a class="sourceLine" id="cb14-9" data-line-number="9"><span class="co"># Non-EUCAST: set piperacillin/tazobactam = S where piperacillin = S (no changes)</span></a>
+<a class="sourceLine" id="cb14-10" data-line-number="10"><span class="co"># Non-EUCAST: set trimethoprim = R where trimethoprim/sulfa = R (no changes)</span></a>
+<a class="sourceLine" id="cb14-11" data-line-number="11"><span class="co"># Non-EUCAST: set trimethoprim/sulfa = S where trimethoprim = S (no changes)</span></a>
+<a class="sourceLine" id="cb14-12" data-line-number="12"><span class="co"># </span></a>
+<a class="sourceLine" id="cb14-13" data-line-number="13"><span class="co"># ----</span></a>
+<a class="sourceLine" id="cb14-14" data-line-number="14"><span class="co"># Rules by the European Committee on Antimicrobial Susceptibility Testing (EUCAST)</span></a>
+<a class="sourceLine" id="cb14-15" data-line-number="15"><span class="co"># http://eucast.org/</span></a>
+<a class="sourceLine" id="cb14-16" data-line-number="16"><span class="co"># </span></a>
+<a class="sourceLine" id="cb14-17" data-line-number="17"><span class="co"># EUCAST Clinical Breakpoints (v9.0, 2019)</span></a>
+<a class="sourceLine" id="cb14-18" data-line-number="18"><span class="co"># Aerococcus sanguinicola (no changes)</span></a>
+<a class="sourceLine" id="cb14-19" data-line-number="19"><span class="co"># Aerococcus urinae (no changes)</span></a>
+<a class="sourceLine" id="cb14-20" data-line-number="20"><span class="co"># Anaerobic Gram-negatives (no changes)</span></a>
+<a class="sourceLine" id="cb14-21" data-line-number="21"><span class="co"># Anaerobic Gram-positives (no changes)</span></a>
+<a class="sourceLine" id="cb14-22" data-line-number="22"><span class="co"># Campylobacter coli (no changes)</span></a>
+<a class="sourceLine" id="cb14-23" data-line-number="23"><span class="co"># Campylobacter jejuni (no changes)</span></a>
+<a class="sourceLine" id="cb14-24" data-line-number="24"><span class="co"># Enterobacterales (Order) (no changes)</span></a>
+<a class="sourceLine" id="cb14-25" data-line-number="25"><span class="co"># Enterococcus (no changes)</span></a>
+<a class="sourceLine" id="cb14-26" data-line-number="26"><span class="co"># Haemophilus influenzae (no changes)</span></a>
+<a class="sourceLine" id="cb14-27" data-line-number="27"><span class="co"># Kingella kingae (no changes)</span></a>
+<a class="sourceLine" id="cb14-28" data-line-number="28"><span class="co"># Moraxella catarrhalis (no changes)</span></a>
+<a class="sourceLine" id="cb14-29" data-line-number="29"><span class="co"># Pasteurella multocida (no changes)</span></a>
+<a class="sourceLine" id="cb14-30" data-line-number="30"><span class="co"># Staphylococcus (no changes)</span></a>
+<a class="sourceLine" id="cb14-31" data-line-number="31"><span class="co"># Streptococcus groups A, B, C, G (no changes)</span></a>
+<a class="sourceLine" id="cb14-32" data-line-number="32"><span class="co"># Streptococcus pneumoniae (1,071 values changed)</span></a>
+<a class="sourceLine" id="cb14-33" data-line-number="33"><span class="co"># Viridans group streptococci (no changes)</span></a>
 <a class="sourceLine" id="cb14-34" data-line-number="34"><span class="co"># </span></a>
-<a class="sourceLine" id="cb14-35" data-line-number="35"><span class="co"># Other rules</span></a>
-<a class="sourceLine" id="cb14-36" data-line-number="36"><span class="co"># Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2,257 values changed)</span></a>
-<a class="sourceLine" id="cb14-37" data-line-number="37"><span class="co"># Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (132 values changed)</span></a>
-<a class="sourceLine" id="cb14-38" data-line-number="38"><span class="co"># Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no changes)</span></a>
-<a class="sourceLine" id="cb14-39" data-line-number="39"><span class="co"># Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no changes)</span></a>
-<a class="sourceLine" id="cb14-40" data-line-number="40"><span class="co"># Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no changes)</span></a>
-<a class="sourceLine" id="cb14-41" data-line-number="41"><span class="co"># Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no changes)</span></a>
-<a class="sourceLine" id="cb14-42" data-line-number="42"><span class="co"># </span></a>
-<a class="sourceLine" id="cb14-43" data-line-number="43"><span class="co"># --------------------------------------------------------------------------</span></a>
-<a class="sourceLine" id="cb14-44" data-line-number="44"><span class="co"># EUCAST rules affected 6,599 out of 20,000 rows, making a total of 8,020 edits</span></a>
-<a class="sourceLine" id="cb14-45" data-line-number="45"><span class="co"># =&gt; added 0 test results</span></a>
-<a class="sourceLine" id="cb14-46" data-line-number="46"><span class="co"># </span></a>
-<a class="sourceLine" id="cb14-47" data-line-number="47"><span class="co"># =&gt; changed 8,020 test results</span></a>
-<a class="sourceLine" id="cb14-48" data-line-number="48"><span class="co">#    - 119 test results changed from S to I</span></a>
-<a class="sourceLine" id="cb14-49" data-line-number="49"><span class="co">#    - 4,832 test results changed from S to R</span></a>
-<a class="sourceLine" id="cb14-50" data-line-number="50"><span class="co">#    - 1,096 test results changed from I to S</span></a>
-<a class="sourceLine" id="cb14-51" data-line-number="51"><span class="co">#    - 342 test results changed from I to R</span></a>
-<a class="sourceLine" id="cb14-52" data-line-number="52"><span class="co">#    - 1,607 test results changed from R to S</span></a>
-<a class="sourceLine" id="cb14-53" data-line-number="53"><span class="co">#    - 24 test results changed from R to I</span></a>
-<a class="sourceLine" id="cb14-54" data-line-number="54"><span class="co"># --------------------------------------------------------------------------</span></a>
-<a class="sourceLine" id="cb14-55" data-line-number="55"><span class="co"># </span></a>
-<a class="sourceLine" id="cb14-56" data-line-number="56"><span class="co"># Use eucast_rules(..., verbose = TRUE) (on your original data) to get a data.frame with all specified edits instead.</span></a></code></pre></div>
+<a class="sourceLine" id="cb14-35" data-line-number="35"><span class="co"># EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)</span></a>
+<a class="sourceLine" id="cb14-36" data-line-number="36"><span class="co"># Table 01: Intrinsic resistance in Enterobacteriaceae (1,282 values changed)</span></a>
+<a class="sourceLine" id="cb14-37" data-line-number="37"><span class="co"># Table 02: Intrinsic resistance in non-fermentative Gram-negative bacteria (no changes)</span></a>
+<a class="sourceLine" id="cb14-38" data-line-number="38"><span class="co"># Table 03: Intrinsic resistance in other Gram-negative bacteria (no changes)</span></a>
+<a class="sourceLine" id="cb14-39" data-line-number="39"><span class="co"># Table 04: Intrinsic resistance in Gram-positive bacteria (2,783 values changed)</span></a>
+<a class="sourceLine" id="cb14-40" data-line-number="40"><span class="co"># Table 08: Interpretive rules for B-lactam agents and Gram-positive cocci (no changes)</span></a>
+<a class="sourceLine" id="cb14-41" data-line-number="41"><span class="co"># Table 09: Interpretive rules for B-lactam agents and Gram-negative rods (no changes)</span></a>
+<a class="sourceLine" id="cb14-42" data-line-number="42"><span class="co"># Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no changes)</span></a>
+<a class="sourceLine" id="cb14-43" data-line-number="43"><span class="co"># Table 12: Interpretive rules for aminoglycosides (no changes)</span></a>
+<a class="sourceLine" id="cb14-44" data-line-number="44"><span class="co"># Table 13: Interpretive rules for quinolones (no changes)</span></a>
+<a class="sourceLine" id="cb14-45" data-line-number="45"><span class="co"># </span></a>
+<a class="sourceLine" id="cb14-46" data-line-number="46"><span class="co"># --------------------------------------------------------------------------</span></a>
+<a class="sourceLine" id="cb14-47" data-line-number="47"><span class="co"># EUCAST rules affected 6,586 out of 20,000 rows, making a total of 8,309 edits</span></a>
+<a class="sourceLine" id="cb14-48" data-line-number="48"><span class="co"># =&gt; added 0 test results</span></a>
+<a class="sourceLine" id="cb14-49" data-line-number="49"><span class="co"># </span></a>
+<a class="sourceLine" id="cb14-50" data-line-number="50"><span class="co"># =&gt; changed 8,309 test results</span></a>
+<a class="sourceLine" id="cb14-51" data-line-number="51"><span class="co">#    - 129 test results changed from S to I</span></a>
+<a class="sourceLine" id="cb14-52" data-line-number="52"><span class="co">#    - 4,834 test results changed from S to R</span></a>
+<a class="sourceLine" id="cb14-53" data-line-number="53"><span class="co">#    - 1,222 test results changed from I to S</span></a>
+<a class="sourceLine" id="cb14-54" data-line-number="54"><span class="co">#    - 324 test results changed from I to R</span></a>
+<a class="sourceLine" id="cb14-55" data-line-number="55"><span class="co">#    - 1,800 test results changed from R to S</span></a>
+<a class="sourceLine" id="cb14-56" data-line-number="56"><span class="co"># --------------------------------------------------------------------------</span></a>
+<a class="sourceLine" id="cb14-57" data-line-number="57"><span class="co"># </span></a>
+<a class="sourceLine" id="cb14-58" data-line-number="58"><span class="co"># Use eucast_rules(..., verbose = TRUE) (on your original data) to get a data.frame with all specified edits instead.</span></a></code></pre></div>
 </div>
 <div id="adding-new-variables" class="section level1">
 <h1 class="hasAnchor">
@@ -497,8 +499,8 @@
 <a class="sourceLine" id="cb16-3" data-line-number="3"><span class="co"># </span><span class="al">NOTE</span><span class="co">: Using column `bacteria` as input for `col_mo`.</span></a>
 <a class="sourceLine" id="cb16-4" data-line-number="4"><span class="co"># </span><span class="al">NOTE</span><span class="co">: Using column `date` as input for `col_date`.</span></a>
 <a class="sourceLine" id="cb16-5" data-line-number="5"><span class="co"># </span><span class="al">NOTE</span><span class="co">: Using column `patient_id` as input for `col_patient_id`.</span></a>
-<a class="sourceLine" id="cb16-6" data-line-number="6"><span class="co"># =&gt; Found 5,657 first isolates (28.3% of total)</span></a></code></pre></div>
-<p>So only 28.3% is suitable for resistance analysis! We can now filter on it with the <code><a href="https://dplyr.tidyverse.org/reference/filter.html">filter()</a></code> function, also from the <code>dplyr</code> package:</p>
+<a class="sourceLine" id="cb16-6" data-line-number="6"><span class="co"># =&gt; Found 5,688 first isolates (28.4% of total)</span></a></code></pre></div>
+<p>So only 28.4% is suitable for resistance analysis! We can now filter on it with the <code><a href="https://dplyr.tidyverse.org/reference/filter.html">filter()</a></code> function, also from the <code>dplyr</code> package:</p>
 <div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb17-1" data-line-number="1">data_1st &lt;-<span class="st"> </span>data <span class="op">%&gt;%</span><span class="st"> </span></a>
 <a class="sourceLine" id="cb17-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/filter.html">filter</a></span>(first <span class="op">==</span><span class="st"> </span><span class="ot">TRUE</span>)</a></code></pre></div>
 <p>For future use, the above two syntaxes can be shortened with the <code><a href="../reference/first_isolate.html">filter_first_isolate()</a></code> function:</p>
@@ -508,7 +510,7 @@
 <div id="first-weighted-isolates" class="section level2">
 <h2 class="hasAnchor">
 <a href="#first-weighted-isolates" class="anchor"></a>First <em>weighted</em> isolates</h2>
-<p>We made a slight twist to the CLSI algorithm, to take into account the antimicrobial susceptibility profile. Have a look at all isolates of patient D2, sorted on date:</p>
+<p>We made a slight twist to the CLSI algorithm, to take into account the antimicrobial susceptibility profile. Have a look at all isolates of patient I9, sorted on date:</p>
 <table class="table">
 <thead><tr class="header">
 <th align="center">isolate</th>
@@ -524,19 +526,19 @@
 <tbody>
 <tr class="odd">
 <td align="center">1</td>
-<td align="center">2010-02-14</td>
-<td align="center">D2</td>
+<td align="center">2010-02-08</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
+<td align="center">S</td>
+<td align="center">S</td>
 <td align="center">R</td>
 <td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
 <td align="center">TRUE</td>
 </tr>
 <tr class="even">
 <td align="center">2</td>
-<td align="center">2010-04-27</td>
-<td align="center">D2</td>
+<td align="center">2010-03-05</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
@@ -546,30 +548,30 @@
 </tr>
 <tr class="odd">
 <td align="center">3</td>
-<td align="center">2010-05-31</td>
-<td align="center">D2</td>
+<td align="center">2010-05-14</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
+<td align="center">S</td>
+<td align="center">S</td>
+<td align="center">S</td>
 <td align="center">R</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
 <td align="center">FALSE</td>
 </tr>
 <tr class="even">
 <td align="center">4</td>
-<td align="center">2010-08-21</td>
-<td align="center">D2</td>
+<td align="center">2010-12-10</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
+<td align="center">R</td>
 <td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
+<td align="center">R</td>
 <td align="center">S</td>
 <td align="center">FALSE</td>
 </tr>
 <tr class="odd">
 <td align="center">5</td>
-<td align="center">2010-09-21</td>
-<td align="center">D2</td>
+<td align="center">2010-12-17</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
@@ -579,30 +581,30 @@
 </tr>
 <tr class="even">
 <td align="center">6</td>
-<td align="center">2010-10-04</td>
-<td align="center">D2</td>
+<td align="center">2011-04-18</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
-<td align="center">R</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
-<td align="center">FALSE</td>
+<td align="center">S</td>
+<td align="center">TRUE</td>
 </tr>
 <tr class="odd">
 <td align="center">7</td>
-<td align="center">2010-10-11</td>
-<td align="center">D2</td>
+<td align="center">2011-04-25</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
-<td align="center">S</td>
-<td align="center">S</td>
 <td align="center">R</td>
 <td align="center">S</td>
+<td align="center">S</td>
+<td align="center">S</td>
 <td align="center">FALSE</td>
 </tr>
 <tr class="even">
 <td align="center">8</td>
-<td align="center">2010-11-16</td>
-<td align="center">D2</td>
+<td align="center">2011-06-06</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
@@ -612,23 +614,23 @@
 </tr>
 <tr class="odd">
 <td align="center">9</td>
-<td align="center">2011-03-05</td>
-<td align="center">D2</td>
+<td align="center">2011-07-14</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
-<td align="center">TRUE</td>
+<td align="center">FALSE</td>
 </tr>
 <tr class="even">
 <td align="center">10</td>
-<td align="center">2011-04-18</td>
-<td align="center">D2</td>
+<td align="center">2011-07-31</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
-<td align="center">S</td>
+<td align="center">R</td>
 <td align="center">S</td>
 <td align="center">FALSE</td>
 </tr>
@@ -645,7 +647,7 @@
 <a class="sourceLine" id="cb19-7" data-line-number="7"><span class="co"># </span><span class="al">NOTE</span><span class="co">: Using column `patient_id` as input for `col_patient_id`.</span></a>
 <a class="sourceLine" id="cb19-8" data-line-number="8"><span class="co"># </span><span class="al">NOTE</span><span class="co">: Using column `keyab` as input for `col_keyantibiotics`. Use col_keyantibiotics = FALSE to prevent this.</span></a>
 <a class="sourceLine" id="cb19-9" data-line-number="9"><span class="co"># [Criterion] Inclusion based on key antibiotics, ignoring I</span></a>
-<a class="sourceLine" id="cb19-10" data-line-number="10"><span class="co"># =&gt; Found 15,009 first weighted isolates (75.0% of total)</span></a></code></pre></div>
+<a class="sourceLine" id="cb19-10" data-line-number="10"><span class="co"># =&gt; Found 15,051 first weighted isolates (75.3% of total)</span></a></code></pre></div>
 <table class="table">
 <thead><tr class="header">
 <th align="center">isolate</th>
@@ -662,20 +664,20 @@
 <tbody>
 <tr class="odd">
 <td align="center">1</td>
-<td align="center">2010-02-14</td>
-<td align="center">D2</td>
+<td align="center">2010-02-08</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
+<td align="center">S</td>
+<td align="center">S</td>
 <td align="center">R</td>
 <td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
 <td align="center">TRUE</td>
 <td align="center">TRUE</td>
 </tr>
 <tr class="even">
 <td align="center">2</td>
-<td align="center">2010-04-27</td>
-<td align="center">D2</td>
+<td align="center">2010-03-05</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
@@ -686,68 +688,68 @@
 </tr>
 <tr class="odd">
 <td align="center">3</td>
-<td align="center">2010-05-31</td>
-<td align="center">D2</td>
+<td align="center">2010-05-14</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
+<td align="center">S</td>
+<td align="center">S</td>
+<td align="center">S</td>
 <td align="center">R</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
 <td align="center">FALSE</td>
 <td align="center">TRUE</td>
 </tr>
 <tr class="even">
 <td align="center">4</td>
-<td align="center">2010-08-21</td>
-<td align="center">D2</td>
+<td align="center">2010-12-10</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
+<td align="center">R</td>
 <td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
+<td align="center">R</td>
 <td align="center">S</td>
 <td align="center">FALSE</td>
 <td align="center">TRUE</td>
 </tr>
 <tr class="odd">
 <td align="center">5</td>
-<td align="center">2010-09-21</td>
-<td align="center">D2</td>
+<td align="center">2010-12-17</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">FALSE</td>
-<td align="center">FALSE</td>
-</tr>
-<tr class="even">
-<td align="center">6</td>
-<td align="center">2010-10-04</td>
-<td align="center">D2</td>
-<td align="center">B_ESCHR_COLI</td>
-<td align="center">R</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">FALSE</td>
 <td align="center">TRUE</td>
 </tr>
-<tr class="odd">
-<td align="center">7</td>
-<td align="center">2010-10-11</td>
-<td align="center">D2</td>
+<tr class="even">
+<td align="center">6</td>
+<td align="center">2011-04-18</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
+<td align="center">S</td>
+<td align="center">S</td>
+<td align="center">TRUE</td>
+<td align="center">TRUE</td>
+</tr>
+<tr class="odd">
+<td align="center">7</td>
+<td align="center">2011-04-25</td>
+<td align="center">I9</td>
+<td align="center">B_ESCHR_COLI</td>
 <td align="center">R</td>
 <td align="center">S</td>
+<td align="center">S</td>
+<td align="center">S</td>
 <td align="center">FALSE</td>
 <td align="center">TRUE</td>
 </tr>
 <tr class="even">
 <td align="center">8</td>
-<td align="center">2010-11-16</td>
-<td align="center">D2</td>
+<td align="center">2011-06-06</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
@@ -758,35 +760,35 @@
 </tr>
 <tr class="odd">
 <td align="center">9</td>
-<td align="center">2011-03-05</td>
-<td align="center">D2</td>
+<td align="center">2011-07-14</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
-<td align="center">TRUE</td>
-<td align="center">TRUE</td>
+<td align="center">FALSE</td>
+<td align="center">FALSE</td>
 </tr>
 <tr class="even">
 <td align="center">10</td>
-<td align="center">2011-04-18</td>
-<td align="center">D2</td>
+<td align="center">2011-07-31</td>
+<td align="center">I9</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
-<td align="center">S</td>
+<td align="center">R</td>
 <td align="center">S</td>
 <td align="center">FALSE</td>
-<td align="center">FALSE</td>
+<td align="center">TRUE</td>
 </tr>
 </tbody>
 </table>
-<p>Instead of 2, now 8 isolates are flagged. In total, 75.0% of all isolates are marked ‘first weighted’ - 46.8% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.</p>
+<p>Instead of 2, now 9 isolates are flagged. In total, 75.3% of all isolates are marked ‘first weighted’ - 46.8% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.</p>
 <p>As with <code><a href="../reference/first_isolate.html">filter_first_isolate()</a></code>, there’s a shortcut for this new algorithm too:</p>
 <div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb20-1" data-line-number="1">data_1st &lt;-<span class="st"> </span>data <span class="op">%&gt;%</span><span class="st"> </span></a>
 <a class="sourceLine" id="cb20-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="../reference/first_isolate.html">filter_first_weighted_isolate</a></span>()</a></code></pre></div>
-<p>So we end up with 15,009 isolates for analysis.</p>
+<p>So we end up with 15,051 isolates for analysis.</p>
 <p>We can remove unneeded columns:</p>
 <div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb21-1" data-line-number="1">data_1st &lt;-<span class="st"> </span>data_1st <span class="op">%&gt;%</span><span class="st"> </span></a>
 <a class="sourceLine" id="cb21-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/select.html">select</a></span>(<span class="op">-</span><span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(first, keyab))</a></code></pre></div>
@@ -811,45 +813,13 @@
 </tr></thead>
 <tbody>
 <tr class="odd">
-<td>1</td>
-<td align="center">2011-09-25</td>
-<td align="center">O7</td>
+<td>2</td>
+<td align="center">2017-06-27</td>
+<td align="center">H4</td>
 <td align="center">Hospital C</td>
-<td align="center">B_STPHY_AURS</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">F</td>
-<td align="center">Gram-positive</td>
-<td align="center">Staphylococcus</td>
-<td align="center">aureus</td>
-<td align="center">TRUE</td>
-</tr>
-<tr class="even">
-<td>3</td>
-<td align="center">2015-03-11</td>
-<td align="center">S3</td>
-<td align="center">Hospital A</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">R</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">S</td>
-<td align="center">F</td>
-<td align="center">Gram-negative</td>
-<td align="center">Escherichia</td>
-<td align="center">coli</td>
-<td align="center">TRUE</td>
-</tr>
-<tr class="odd">
-<td>4</td>
-<td align="center">2014-12-11</td>
-<td align="center">G1</td>
-<td align="center">Hospital B</td>
-<td align="center">B_ESCHR_COLI</td>
-<td align="center">S</td>
-<td align="center">S</td>
+<td align="center">R</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">M</td>
@@ -859,15 +829,47 @@
 <td align="center">TRUE</td>
 </tr>
 <tr class="even">
+<td>3</td>
+<td align="center">2012-05-31</td>
+<td align="center">X3</td>
+<td align="center">Hospital B</td>
+<td align="center">B_STRPT_PNMN</td>
+<td align="center">I</td>
+<td align="center">I</td>
+<td align="center">S</td>
+<td align="center">R</td>
+<td align="center">F</td>
+<td align="center">Gram-positive</td>
+<td align="center">Streptococcus</td>
+<td align="center">pneumoniae</td>
+<td align="center">TRUE</td>
+</tr>
+<tr class="odd">
+<td>4</td>
+<td align="center">2013-06-08</td>
+<td align="center">K2</td>
+<td align="center">Hospital B</td>
+<td align="center">B_STPHY_AURS</td>
+<td align="center">I</td>
+<td align="center">S</td>
+<td align="center">S</td>
+<td align="center">S</td>
+<td align="center">M</td>
+<td align="center">Gram-positive</td>
+<td align="center">Staphylococcus</td>
+<td align="center">aureus</td>
+<td align="center">TRUE</td>
+</tr>
+<tr class="even">
 <td>5</td>
-<td align="center">2013-01-02</td>
-<td align="center">J8</td>
-<td align="center">Hospital D</td>
+<td align="center">2012-02-10</td>
+<td align="center">M5</td>
+<td align="center">Hospital A</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
-<td align="center">R</td>
+<td align="center">S</td>
 <td align="center">M</td>
 <td align="center">Gram-negative</td>
 <td align="center">Escherichia</td>
@@ -876,34 +878,34 @@
 </tr>
 <tr class="odd">
 <td>7</td>
-<td align="center">2013-08-06</td>
-<td align="center">H4</td>
-<td align="center">Hospital B</td>
-<td align="center">B_ESCHR_COLI</td>
-<td align="center">R</td>
-<td align="center">I</td>
+<td align="center">2015-10-03</td>
+<td align="center">B7</td>
+<td align="center">Hospital A</td>
+<td align="center">B_KLBSL_PNMN</td>
 <td align="center">R</td>
 <td align="center">S</td>
+<td align="center">S</td>
+<td align="center">R</td>
 <td align="center">M</td>
 <td align="center">Gram-negative</td>
-<td align="center">Escherichia</td>
-<td align="center">coli</td>
+<td align="center">Klebsiella</td>
+<td align="center">pneumoniae</td>
 <td align="center">TRUE</td>
 </tr>
 <tr class="even">
 <td>9</td>
-<td align="center">2016-10-03</td>
-<td align="center">F3</td>
-<td align="center">Hospital D</td>
-<td align="center">B_ESCHR_COLI</td>
+<td align="center">2016-04-27</td>
+<td align="center">O7</td>
+<td align="center">Hospital B</td>
+<td align="center">B_STRPT_PNMN</td>
+<td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">R</td>
-<td align="center">S</td>
-<td align="center">M</td>
-<td align="center">Gram-negative</td>
-<td align="center">Escherichia</td>
-<td align="center">coli</td>
+<td align="center">F</td>
+<td align="center">Gram-positive</td>
+<td align="center">Streptococcus</td>
+<td align="center">pneumoniae</td>
 <td align="center">TRUE</td>
 </tr>
 </tbody>
@@ -925,7 +927,7 @@
 <div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb24-1" data-line-number="1">data_1st <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(genus, species)</a></code></pre></div>
 <p><strong>Frequency table</strong></p>
 <p>Class: character<br>
-Length: 15,009 (of which NA: 0 = 0%)<br>
+Length: 15,051 (of which NA: 0 = 0%)<br>
 Unique: 4</p>
 <p>Shortest: 16<br>
 Longest: 24</p>
@@ -942,33 +944,33 @@ Longest: 24</p>
 <tr class="odd">
 <td align="left">1</td>
 <td align="left">Escherichia coli</td>
-<td align="right">7,411</td>
-<td align="right">49.38%</td>
-<td align="right">7,411</td>
-<td align="right">49.38%</td>
+<td align="right">7,443</td>
+<td align="right">49.45%</td>
+<td align="right">7,443</td>
+<td align="right">49.45%</td>
 </tr>
 <tr class="even">
 <td align="left">2</td>
 <td align="left">Staphylococcus aureus</td>
-<td align="right">3,707</td>
-<td align="right">24.70%</td>
-<td align="right">11,118</td>
-<td align="right">74.08%</td>
+<td align="right">3,689</td>
+<td align="right">24.51%</td>
+<td align="right">11,132</td>
+<td align="right">73.96%</td>
 </tr>
 <tr class="odd">
 <td align="left">3</td>
 <td align="left">Streptococcus pneumoniae</td>
-<td align="right">2,318</td>
-<td align="right">15.44%</td>
-<td align="right">13,436</td>
-<td align="right">89.52%</td>
+<td align="right">2,398</td>
+<td align="right">15.93%</td>
+<td align="right">13,530</td>
+<td align="right">89.89%</td>
 </tr>
 <tr class="even">
 <td align="left">4</td>
 <td align="left">Klebsiella pneumoniae</td>
-<td align="right">1,573</td>
-<td align="right">10.48%</td>
-<td align="right">15,009</td>
+<td align="right">1,521</td>
+<td align="right">10.11%</td>
+<td align="right">15,051</td>
 <td align="right">100.00%</td>
 </tr>
 </tbody>
@@ -980,7 +982,7 @@ Longest: 24</p>
 <p>The functions <code><a href="../reference/proportion.html">resistance()</a></code> and <code><a href="../reference/proportion.html">susceptibility()</a></code> can be used to calculate antimicrobial resistance or susceptibility. For more specific analyses, the functions <code><a href="../reference/proportion.html">proportion_S()</a></code>, <code><a href="../reference/proportion.html">proportion_SI()</a></code>, <code><a href="../reference/proportion.html">proportion_I()</a></code>, <code><a href="../reference/proportion.html">proportion_IR()</a></code> and <code><a href="../reference/proportion.html">proportion_R()</a></code> can be used to determine the proportion of a specific antimicrobial outcome.</p>
 <p>As per the EUCAST guideline of 2019, we calculate resistance as the proportion of R (<code><a href="../reference/proportion.html">proportion_R()</a></code>, equal to <code><a href="../reference/proportion.html">resistance()</a></code>) and susceptibility as the proportion of S and I (<code><a href="../reference/proportion.html">proportion_SI()</a></code>, equal to <code><a href="../reference/proportion.html">susceptibility()</a></code>). These functions can be used on their own:</p>
 <div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb25-1" data-line-number="1">data_1st <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/proportion.html">resistance</a></span>(AMX)</a>
-<a class="sourceLine" id="cb25-2" data-line-number="2"><span class="co"># [1] 0.4684523</span></a></code></pre></div>
+<a class="sourceLine" id="cb25-2" data-line-number="2"><span class="co"># [1] 0.4655505</span></a></code></pre></div>
 <p>Or can be used in conjuction with <code><a href="https://dplyr.tidyverse.org/reference/group_by.html">group_by()</a></code> and <code><a href="https://dplyr.tidyverse.org/reference/summarise.html">summarise()</a></code>, both from the <code>dplyr</code> package:</p>
 <div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb26-1" data-line-number="1">data_1st <span class="op">%&gt;%</span><span class="st"> </span></a>
 <a class="sourceLine" id="cb26-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/group_by.html">group_by</a></span>(hospital) <span class="op">%&gt;%</span><span class="st"> </span></a>
@@ -993,19 +995,19 @@ Longest: 24</p>
 <tbody>
 <tr class="odd">
 <td align="center">Hospital A</td>
-<td align="center">0.4640823</td>
+<td align="center">0.4651671</td>
 </tr>
 <tr class="even">
 <td align="center">Hospital B</td>
-<td align="center">0.4663609</td>
+<td align="center">0.4687618</td>
 </tr>
 <tr class="odd">
 <td align="center">Hospital C</td>
-<td align="center">0.4736130</td>
+<td align="center">0.4569626</td>
 </tr>
 <tr class="even">
 <td align="center">Hospital D</td>
-<td align="center">0.4749499</td>
+<td align="center">0.4668462</td>
 </tr>
 </tbody>
 </table>
@@ -1023,23 +1025,23 @@ Longest: 24</p>
 <tbody>
 <tr class="odd">
 <td align="center">Hospital A</td>
-<td align="center">0.4640823</td>
-<td align="center">4566</td>
+<td align="center">0.4651671</td>
+<td align="center">4579</td>
 </tr>
 <tr class="even">
 <td align="center">Hospital B</td>
-<td align="center">0.4663609</td>
-<td align="center">5232</td>
+<td align="center">0.4687618</td>
+<td align="center">5282</td>
 </tr>
 <tr class="odd">
 <td align="center">Hospital C</td>
-<td align="center">0.4736130</td>
-<td align="center">2217</td>
+<td align="center">0.4569626</td>
+<td align="center">2219</td>
 </tr>
 <tr class="even">
 <td align="center">Hospital D</td>
-<td align="center">0.4749499</td>
-<td align="center">2994</td>
+<td align="center">0.4668462</td>
+<td align="center">2971</td>
 </tr>
 </tbody>
 </table>
@@ -1059,27 +1061,27 @@ Longest: 24</p>
 <tbody>
 <tr class="odd">
 <td align="center">Escherichia</td>
-<td align="center">0.9211982</td>
-<td align="center">0.8896235</td>
-<td align="center">0.9929834</td>
+<td align="center">0.9183125</td>
+<td align="center">0.9039366</td>
+<td align="center">0.9934166</td>
 </tr>
 <tr class="even">
 <td align="center">Klebsiella</td>
-<td align="center">0.8239034</td>
-<td align="center">0.8804832</td>
-<td align="center">0.9809282</td>
+<td align="center">0.9119001</td>
+<td align="center">0.8954635</td>
+<td align="center">0.9960552</td>
 </tr>
 <tr class="odd">
 <td align="center">Staphylococcus</td>
-<td align="center">0.9188023</td>
-<td align="center">0.9209603</td>
-<td align="center">0.9932560</td>
+<td align="center">0.9262673</td>
+<td align="center">0.9227433</td>
+<td align="center">0.9951206</td>
 </tr>
 <tr class="even">
 <td align="center">Streptococcus</td>
-<td align="center">0.5974978</td>
+<td align="center">0.6092577</td>
 <td align="center">0.0000000</td>
-<td align="center">0.5974978</td>
+<td align="center">0.6092577</td>
 </tr>
 </tbody>
 </table>
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diff --git a/docs/articles/SPSS.html b/docs/articles/SPSS.html
index 2863556e..f467342e 100644
--- a/docs/articles/SPSS.html
+++ b/docs/articles/SPSS.html
@@ -41,7 +41,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9030</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
@@ -187,7 +187,7 @@
       <h1>How to import data from SPSS / SAS / Stata</h1>
                         <h4 class="author">Matthijs S. Berends</h4>
             
-            <h4 class="date">11 November 2019</h4>
+            <h4 class="date">15 November 2019</h4>
       
       
       <div class="hidden name"><code>SPSS.Rmd</code></div>
diff --git a/docs/articles/index.html b/docs/articles/index.html
index 2270e9a5..aedec170 100644
--- a/docs/articles/index.html
+++ b/docs/articles/index.html
@@ -84,7 +84,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9030</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
diff --git a/docs/authors.html b/docs/authors.html
index 881f4b86..b2ef68f7 100644
--- a/docs/authors.html
+++ b/docs/authors.html
@@ -84,7 +84,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9030</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
diff --git a/docs/index.html b/docs/index.html
index 6686dfef..01f2d259 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -45,7 +45,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9030</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
diff --git a/docs/news/index.html b/docs/news/index.html
index 63b55043..33f7bacf 100644
--- a/docs/news/index.html
+++ b/docs/news/index.html
@@ -84,7 +84,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9030</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
@@ -231,23 +231,39 @@
       
     </div>
 
-    <div id="amr-0-8-0-9030" class="section level1">
+    <div id="amr-0-8-0-9031" class="section level1">
 <h1 class="page-header">
-<a href="#amr-0-8-0-9030" class="anchor"></a>AMR 0.8.0.9030<small> Unreleased </small>
+<a href="#amr-0-8-0-9031" class="anchor"></a>AMR 0.8.0.9031<small> Unreleased </small>
 </h1>
-<p><small>Last updated: 11-Nov-2019</small></p>
+<p><small>Last updated: 15-Nov-2019</small></p>
+<div id="breaking" class="section level3">
+<h3 class="hasAnchor">
+<a href="#breaking" class="anchor"></a>Breaking</h3>
+<ul>
+<li>Adopted Adeolu <em>et al.</em> (2016), <a href="https://www.ncbi.nlm.nih.gov/pubmed/27620848">PMID 27620848</a> for the <code>microorganisms</code> data set, which means that the new order Enterobacterales now consists of a part of the existing family Enterobacteriaceae, but that this family has been split into other families as well (like <em>Morganellaceae</em> and <em>Yersiniaceae</em>). Although published in 2016, this information is not yet in the Catalogue of Life version of 2019. All MDRO determinations with <code><a href="../reference/mdro.html">mdro()</a></code> will now use the Enterobacterales order for all guidelines before 2016 that were dependent on the Enterobacteriaceae family.
+<ul>
+<li>
+<p>If you were dependent on the old Enterobacteriaceae family e.g. by using in your code:</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" data-line-number="1"><span class="cf">if</span> (<span class="kw"><a href="../reference/mo_property.html">mo_family</a></span>(somebugs) <span class="op">==</span><span class="st"> "Enterobacteriaceae"</span>) ...</a></code></pre></div>
+<p>then please adjust this to:</p>
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb2-1" data-line-number="1"><span class="cf">if</span> (<span class="kw"><a href="../reference/mo_property.html">mo_order</a></span>(somebugs) <span class="op">==</span><span class="st"> "Enterobacterales"</span>) ...</a></code></pre></div>
+</li>
+</ul>
+</li>
+</ul>
+</div>
 <div id="new" class="section level3">
 <h3 class="hasAnchor">
 <a href="#new" class="anchor"></a>New</h3>
 <ul>
 <li>
 <p>Functions <code><a href="../reference/proportion.html">susceptibility()</a></code> and <code><a href="../reference/proportion.html">resistance()</a></code> as aliases of <code><a href="../reference/proportion.html">proportion_SI()</a></code> and <code><a href="../reference/proportion.html">proportion_R()</a></code>, respectively. These functions were added to make it more clear that “I” should be considered susceptible and not resistant.</p>
-<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span>(dplyr)</a>
-<a class="sourceLine" id="cb1-2" data-line-number="2">example_isolates <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb1-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/group_by.html">group_by</a></span>(<span class="dt">bug =</span> <span class="kw"><a href="../reference/mo_property.html">mo_name</a></span>(mo)) <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb1-4" data-line-number="4"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/summarise.html">summarise</a></span>(<span class="dt">amoxicillin =</span> <span class="kw"><a href="../reference/proportion.html">resistance</a></span>(AMX),</a>
-<a class="sourceLine" id="cb1-5" data-line-number="5">            <span class="dt">amox_clav   =</span> <span class="kw"><a href="../reference/proportion.html">resistance</a></span>(AMC)) <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb1-6" data-line-number="6"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/filter.html">filter</a></span>(<span class="op">!</span><span class="kw"><a href="https://rdrr.io/r/base/NA.html">is.na</a></span>(amoxicillin) <span class="op">|</span><span class="st"> </span><span class="op">!</span><span class="kw"><a href="https://rdrr.io/r/base/NA.html">is.na</a></span>(amox_clav))</a></code></pre></div>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb3-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span>(dplyr)</a>
+<a class="sourceLine" id="cb3-2" data-line-number="2">example_isolates <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb3-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/group_by.html">group_by</a></span>(<span class="dt">bug =</span> <span class="kw"><a href="../reference/mo_property.html">mo_name</a></span>(mo)) <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb3-4" data-line-number="4"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/summarise.html">summarise</a></span>(<span class="dt">amoxicillin =</span> <span class="kw"><a href="../reference/proportion.html">resistance</a></span>(AMX),</a>
+<a class="sourceLine" id="cb3-5" data-line-number="5">            <span class="dt">amox_clav   =</span> <span class="kw"><a href="../reference/proportion.html">resistance</a></span>(AMC)) <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb3-6" data-line-number="6"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/filter.html">filter</a></span>(<span class="op">!</span><span class="kw"><a href="https://rdrr.io/r/base/NA.html">is.na</a></span>(amoxicillin) <span class="op">|</span><span class="st"> </span><span class="op">!</span><span class="kw"><a href="https://rdrr.io/r/base/NA.html">is.na</a></span>(amox_clav))</a></code></pre></div>
 </li>
 <li>Support for a new MDRO guideline: Magiorakos AP, Srinivasan A <em>et al.</em> “Multidrug-resistant, extensively drug-resistant and pandrug-resistant bacteria: an international expert proposal for interim standard definitions for acquired resistance.” Clinical Microbiology and Infection (2012).
 <ul>
@@ -261,12 +277,36 @@
 <h3 class="hasAnchor">
 <a href="#changes" class="anchor"></a>Changes</h3>
 <ul>
+<li>Improvements to algorithm in <code><a href="../reference/as.mo.html">as.mo()</a></code>:
+<ul>
+<li>Now allows “ou” where “au” should have been used and vice versa</li>
+<li>More intelligent way of coping with some consonants like “l” and “r”</li>
+<li>
+<p>Added a score (a certainty percentage) to <code><a href="../reference/as.mo.html">mo_uncertainties()</a></code>, that is calculated using the <a href="https://en.wikipedia.org/wiki/Levenshtein_distance">Levenshtein distance</a>:</p>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb4-1" data-line-number="1"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="st">"Stafylococcus aureus"</span>,</a>
+<a class="sourceLine" id="cb4-2" data-line-number="2">        <span class="st">"staphylokok aureuz"</span>))</a>
+<a class="sourceLine" id="cb4-3" data-line-number="3"><span class="co">#&gt; Warning: </span></a>
+<a class="sourceLine" id="cb4-4" data-line-number="4"><span class="co">#&gt; Results of two values was guessed with uncertainty. Use mo_uncertainties() to review them.</span></a>
+<a class="sourceLine" id="cb4-5" data-line-number="5"><span class="co">#&gt; Class 'mo'</span></a>
+<a class="sourceLine" id="cb4-6" data-line-number="6"><span class="co">#&gt; [1] B_STPHY_AURS B_STPHY_AURS</span></a>
+<a class="sourceLine" id="cb4-7" data-line-number="7"></a>
+<a class="sourceLine" id="cb4-8" data-line-number="8"><span class="kw"><a href="../reference/as.mo.html">mo_uncertainties</a></span>()</a>
+<a class="sourceLine" id="cb4-9" data-line-number="9"><span class="co">#&gt; "Stafylococcus aureus" -&gt; Staphylococcus aureus (B_STPHY_AURS, score: 95.2%)</span></a>
+<a class="sourceLine" id="cb4-10" data-line-number="10"><span class="co">#&gt; "staphylokok aureuz"   -&gt; Staphylococcus aureus (B_STPHY_AURS, score: 85.7%)</span></a></code></pre></div>
+</li>
+</ul>
+</li>
 <li>Removed previously deprecated function <code>as.atc()</code> - this function was replaced by <code><a href="../reference/ab_property.html">ab_atc()</a></code>
 </li>
 <li>Renamed all <code>portion_*</code> functions to <code>proportion_*</code>. All <code>portion_*</code> functions are still available as deprecated functions, and will return a warning when used.</li>
 <li>When running <code><a href="../reference/as.rsi.html">as.rsi()</a></code> over a data set, it will now print the guideline that will be used if it is not specified by the user</li>
-<li>Fix for <code><a href="../reference/eucast_rules.html">eucast_rules()</a></code>: <em>Stenotrophomonas maltophilia</em> not interpreted “R” to ceftazidime anymore (following EUCAST v3.1)</li>
-<li>Adopted Adeolu <em>et al.</em> (2016), <a href="https://www.ncbi.nlm.nih.gov/pubmed/27620848">PMID 27620848</a> for the <code>microorganisms</code> data set, which means that the new order Enterobacterales now consists of a part of the existing family <em>Enterobacteriaceae</em>, but that this family has been split into other families as well (like <em>Morganellaceae</em> and <em>Yersiniaceae</em>). Although published in 2016, this information is not yet in the Catalogue of Life version of 2019. All MDRO determinations with <code><a href="../reference/mdro.html">mdro()</a></code> will now use the Enterobacterales order for all guidelines before 2016.</li>
+<li>Improvements for <code><a href="../reference/eucast_rules.html">eucast_rules()</a></code>:
+<ul>
+<li>Fix where <em>Stenotrophomonas maltophilia</em> would always become ceftazidime R (following EUCAST v3.1)</li>
+<li>Fix where <em>Leuconostoc</em> and <em>Pediococcus</em> would not always become glyopeptides R</li>
+<li>non-EUCAST rules in <code><a href="../reference/eucast_rules.html">eucast_rules()</a></code> are now applied first and not as last anymore. This is to improve the dependency on certain antibiotics for the official EUCAST rules. Please see <code><a href="../reference/eucast_rules.html">?eucast_rules</a></code>.</li>
+</ul>
+</li>
 <li>Fix for interpreting MIC values with <code><a href="../reference/as.rsi.html">as.rsi()</a></code> where the input is <code>NA</code>
 </li>
 <li>Added “imi” and “imp” as allowed abbreviation for Imipenem (IPM)</li>
@@ -289,27 +329,27 @@
 <h1 class="page-header">
 <a href="#amr-0-8-0" class="anchor"></a>AMR 0.8.0<small> 2019-10-15 </small>
 </h1>
-<div id="breaking" class="section level3">
+<div id="breaking-1" class="section level3">
 <h3 class="hasAnchor">
-<a href="#breaking" class="anchor"></a>Breaking</h3>
+<a href="#breaking-1" class="anchor"></a>Breaking</h3>
 <ul>
 <li>
 <p>Determination of first isolates now <strong>excludes</strong> all ‘unknown’ microorganisms at default, i.e. microbial code <code>"UNKNOWN"</code>. They can be included with the new parameter <code>include_unknown</code>:</p>
-<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb2-1" data-line-number="1"><span class="kw"><a href="../reference/first_isolate.html">first_isolate</a></span>(..., <span class="dt">include_unknown =</span> <span class="ot">TRUE</span>)</a></code></pre></div>
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb5-1" data-line-number="1"><span class="kw"><a href="../reference/first_isolate.html">first_isolate</a></span>(..., <span class="dt">include_unknown =</span> <span class="ot">TRUE</span>)</a></code></pre></div>
 For WHONET users, this means that all records/isolates with organism code <code>"con"</code> (<em>contamination</em>) will be excluded at default, since <code>as.mo("con") = "UNKNOWN"</code>. The function always shows a note with the number of ‘unknown’ microorganisms that were included or excluded.</li>
 <li>
 <p>For code consistency, classes <code>ab</code> and <code>mo</code> will now be preserved in any subsetting or assignment. For the sake of data integrity, this means that invalid assignments will now result in <code>NA</code>:</p>
-<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb3-1" data-line-number="1"><span class="co"># how it works in base R:</span></a>
-<a class="sourceLine" id="cb3-2" data-line-number="2">x &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/factor.html">factor</a></span>(<span class="st">"A"</span>)</a>
-<a class="sourceLine" id="cb3-3" data-line-number="3">x[<span class="dv">1</span>] &lt;-<span class="st"> "B"</span></a>
-<a class="sourceLine" id="cb3-4" data-line-number="4"><span class="co">#&gt; Warning message:</span></a>
-<a class="sourceLine" id="cb3-5" data-line-number="5"><span class="co">#&gt; invalid factor level, NA generated</span></a>
-<a class="sourceLine" id="cb3-6" data-line-number="6"></a>
-<a class="sourceLine" id="cb3-7" data-line-number="7"><span class="co"># how it now works similarly for classes 'mo' and 'ab':</span></a>
-<a class="sourceLine" id="cb3-8" data-line-number="8">x &lt;-<span class="st"> </span><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"E. coli"</span>)</a>
-<a class="sourceLine" id="cb3-9" data-line-number="9">x[<span class="dv">1</span>] &lt;-<span class="st"> "testvalue"</span></a>
-<a class="sourceLine" id="cb3-10" data-line-number="10"><span class="co">#&gt; Warning message:</span></a>
-<a class="sourceLine" id="cb3-11" data-line-number="11"><span class="co">#&gt; invalid microorganism code, NA generated</span></a></code></pre></div>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb6-1" data-line-number="1"><span class="co"># how it works in base R:</span></a>
+<a class="sourceLine" id="cb6-2" data-line-number="2">x &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/factor.html">factor</a></span>(<span class="st">"A"</span>)</a>
+<a class="sourceLine" id="cb6-3" data-line-number="3">x[<span class="dv">1</span>] &lt;-<span class="st"> "B"</span></a>
+<a class="sourceLine" id="cb6-4" data-line-number="4"><span class="co">#&gt; Warning message:</span></a>
+<a class="sourceLine" id="cb6-5" data-line-number="5"><span class="co">#&gt; invalid factor level, NA generated</span></a>
+<a class="sourceLine" id="cb6-6" data-line-number="6"></a>
+<a class="sourceLine" id="cb6-7" data-line-number="7"><span class="co"># how it now works similarly for classes 'mo' and 'ab':</span></a>
+<a class="sourceLine" id="cb6-8" data-line-number="8">x &lt;-<span class="st"> </span><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"E. coli"</span>)</a>
+<a class="sourceLine" id="cb6-9" data-line-number="9">x[<span class="dv">1</span>] &lt;-<span class="st"> "testvalue"</span></a>
+<a class="sourceLine" id="cb6-10" data-line-number="10"><span class="co">#&gt; Warning message:</span></a>
+<a class="sourceLine" id="cb6-11" data-line-number="11"><span class="co">#&gt; invalid microorganism code, NA generated</span></a></code></pre></div>
 This is important, because a value like <code>"testvalue"</code> could never be understood by e.g. <code><a href="../reference/mo_property.html">mo_name()</a></code>, although the class would suggest a valid microbial code.</li>
 <li>Function <code><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq()</a></code> has moved to a new package, <a href="https://github.com/msberends/clean"><code>clean</code></a> (<a href="https://cran.r-project.org/package=clean">CRAN link</a>), since creating frequency tables actually does not fit the scope of this package. The <code><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq()</a></code> function still works, since it is re-exported from the <code>clean</code> package (which will be installed automatically upon updating this <code>AMR</code> package).</li>
 <li><p>Renamed data set <code>septic_patients</code> to <code>example_isolates</code></p></li>
@@ -321,55 +361,55 @@ This is important, because a value like <code>"testvalue"</code> could never be
 <ul>
 <li>
 <p>Function <code><a href="../reference/bug_drug_combinations.html">bug_drug_combinations()</a></code> to quickly get a <code>data.frame</code> with the results of all bug-drug combinations in a data set. The column containing microorganism codes is guessed automatically and its input is transformed with <code><a href="../reference/mo_property.html">mo_shortname()</a></code> at default:</p>
-<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb4-1" data-line-number="1">x &lt;-<span class="st"> </span><span class="kw"><a href="../reference/bug_drug_combinations.html">bug_drug_combinations</a></span>(example_isolates)</a>
-<a class="sourceLine" id="cb4-2" data-line-number="2"><span class="co">#&gt; </span><span class="al">NOTE</span><span class="co">: Using column `mo` as input for `col_mo`.</span></a>
-<a class="sourceLine" id="cb4-3" data-line-number="3">x[<span class="dv">1</span><span class="op">:</span><span class="dv">4</span>, ]</a>
-<a class="sourceLine" id="cb4-4" data-line-number="4"><span class="co">#&gt;             mo  ab S I R total</span></a>
-<a class="sourceLine" id="cb4-5" data-line-number="5"><span class="co">#&gt; 1 A. baumannii AMC 0 0 3     3</span></a>
-<a class="sourceLine" id="cb4-6" data-line-number="6"><span class="co">#&gt; 2 A. baumannii AMK 0 0 0     0</span></a>
-<a class="sourceLine" id="cb4-7" data-line-number="7"><span class="co">#&gt; 3 A. baumannii AMP 0 0 3     3</span></a>
-<a class="sourceLine" id="cb4-8" data-line-number="8"><span class="co">#&gt; 4 A. baumannii AMX 0 0 3     3</span></a>
-<a class="sourceLine" id="cb4-9" data-line-number="9"><span class="co">#&gt; </span><span class="al">NOTE</span><span class="co">: Use 'format()' on this result to get a publicable/printable format.</span></a>
-<a class="sourceLine" id="cb4-10" data-line-number="10"></a>
-<a class="sourceLine" id="cb4-11" data-line-number="11"><span class="co"># change the transformation with the FUN argument to anything you like:</span></a>
-<a class="sourceLine" id="cb4-12" data-line-number="12">x &lt;-<span class="st"> </span><span class="kw"><a href="../reference/bug_drug_combinations.html">bug_drug_combinations</a></span>(example_isolates, <span class="dt">FUN =</span> mo_gramstain)</a>
-<a class="sourceLine" id="cb4-13" data-line-number="13"><span class="co">#&gt; </span><span class="al">NOTE</span><span class="co">: Using column `mo` as input for `col_mo`.</span></a>
-<a class="sourceLine" id="cb4-14" data-line-number="14">x[<span class="dv">1</span><span class="op">:</span><span class="dv">4</span>, ]</a>
-<a class="sourceLine" id="cb4-15" data-line-number="15"><span class="co">#&gt;              mo  ab   S  I   R total</span></a>
-<a class="sourceLine" id="cb4-16" data-line-number="16"><span class="co">#&gt; 1 Gram-negative AMC 469 89 174   732</span></a>
-<a class="sourceLine" id="cb4-17" data-line-number="17"><span class="co">#&gt; 2 Gram-negative AMK 251  0   2   253</span></a>
-<a class="sourceLine" id="cb4-18" data-line-number="18"><span class="co">#&gt; 3 Gram-negative AMP 227  0 405   632</span></a>
-<a class="sourceLine" id="cb4-19" data-line-number="19"><span class="co">#&gt; 4 Gram-negative AMX 227  0 405   632</span></a>
-<a class="sourceLine" id="cb4-20" data-line-number="20"><span class="co">#&gt; </span><span class="al">NOTE</span><span class="co">: Use 'format()' on this result to get a publicable/printable format.</span></a></code></pre></div>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb7-1" data-line-number="1">x &lt;-<span class="st"> </span><span class="kw"><a href="../reference/bug_drug_combinations.html">bug_drug_combinations</a></span>(example_isolates)</a>
+<a class="sourceLine" id="cb7-2" data-line-number="2"><span class="co">#&gt; </span><span class="al">NOTE</span><span class="co">: Using column `mo` as input for `col_mo`.</span></a>
+<a class="sourceLine" id="cb7-3" data-line-number="3">x[<span class="dv">1</span><span class="op">:</span><span class="dv">4</span>, ]</a>
+<a class="sourceLine" id="cb7-4" data-line-number="4"><span class="co">#&gt;             mo  ab S I R total</span></a>
+<a class="sourceLine" id="cb7-5" data-line-number="5"><span class="co">#&gt; 1 A. baumannii AMC 0 0 3     3</span></a>
+<a class="sourceLine" id="cb7-6" data-line-number="6"><span class="co">#&gt; 2 A. baumannii AMK 0 0 0     0</span></a>
+<a class="sourceLine" id="cb7-7" data-line-number="7"><span class="co">#&gt; 3 A. baumannii AMP 0 0 3     3</span></a>
+<a class="sourceLine" id="cb7-8" data-line-number="8"><span class="co">#&gt; 4 A. baumannii AMX 0 0 3     3</span></a>
+<a class="sourceLine" id="cb7-9" data-line-number="9"><span class="co">#&gt; </span><span class="al">NOTE</span><span class="co">: Use 'format()' on this result to get a publicable/printable format.</span></a>
+<a class="sourceLine" id="cb7-10" data-line-number="10"></a>
+<a class="sourceLine" id="cb7-11" data-line-number="11"><span class="co"># change the transformation with the FUN argument to anything you like:</span></a>
+<a class="sourceLine" id="cb7-12" data-line-number="12">x &lt;-<span class="st"> </span><span class="kw"><a href="../reference/bug_drug_combinations.html">bug_drug_combinations</a></span>(example_isolates, <span class="dt">FUN =</span> mo_gramstain)</a>
+<a class="sourceLine" id="cb7-13" data-line-number="13"><span class="co">#&gt; </span><span class="al">NOTE</span><span class="co">: Using column `mo` as input for `col_mo`.</span></a>
+<a class="sourceLine" id="cb7-14" data-line-number="14">x[<span class="dv">1</span><span class="op">:</span><span class="dv">4</span>, ]</a>
+<a class="sourceLine" id="cb7-15" data-line-number="15"><span class="co">#&gt;              mo  ab   S  I   R total</span></a>
+<a class="sourceLine" id="cb7-16" data-line-number="16"><span class="co">#&gt; 1 Gram-negative AMC 469 89 174   732</span></a>
+<a class="sourceLine" id="cb7-17" data-line-number="17"><span class="co">#&gt; 2 Gram-negative AMK 251  0   2   253</span></a>
+<a class="sourceLine" id="cb7-18" data-line-number="18"><span class="co">#&gt; 3 Gram-negative AMP 227  0 405   632</span></a>
+<a class="sourceLine" id="cb7-19" data-line-number="19"><span class="co">#&gt; 4 Gram-negative AMX 227  0 405   632</span></a>
+<a class="sourceLine" id="cb7-20" data-line-number="20"><span class="co">#&gt; </span><span class="al">NOTE</span><span class="co">: Use 'format()' on this result to get a publicable/printable format.</span></a></code></pre></div>
 <p>You can format this to a printable format, ready for reporting or exporting to e.g. Excel with the base R <code><a href="https://rdrr.io/r/base/format.html">format()</a></code> function:</p>
-<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb5-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/base/format.html">format</a></span>(x, <span class="dt">combine_IR =</span> <span class="ot">FALSE</span>)</a></code></pre></div>
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb8-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/base/format.html">format</a></span>(x, <span class="dt">combine_IR =</span> <span class="ot">FALSE</span>)</a></code></pre></div>
 </li>
 <li>
 <p>Additional way to calculate co-resistance, i.e. when using multiple antimicrobials as input for <code>portion_*</code> functions or <code>count_*</code> functions. This can be used to determine the empiric susceptibility of a combination therapy. A new parameter <code>only_all_tested</code> (<strong>which defaults to <code>FALSE</code></strong>) replaces the old <code>also_single_tested</code> and can be used to select one of the two methods to count isolates and calculate portions. The difference can be seen in this example table (which is also on the <code>portion</code> and <code>count</code> help pages), where the %SI is being determined:</p>
-<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb6-1" data-line-number="1"><span class="co"># --------------------------------------------------------------------</span></a>
-<a class="sourceLine" id="cb6-2" data-line-number="2"><span class="co">#                     only_all_tested = FALSE  only_all_tested = TRUE</span></a>
-<a class="sourceLine" id="cb6-3" data-line-number="3"><span class="co">#                     -----------------------  -----------------------</span></a>
-<a class="sourceLine" id="cb6-4" data-line-number="4"><span class="co">#  Drug A    Drug B   include as  include as   include as  include as</span></a>
-<a class="sourceLine" id="cb6-5" data-line-number="5"><span class="co">#                     numerator   denominator  numerator   denominator</span></a>
-<a class="sourceLine" id="cb6-6" data-line-number="6"><span class="co"># --------  --------  ----------  -----------  ----------  -----------</span></a>
-<a class="sourceLine" id="cb6-7" data-line-number="7"><span class="co">#  S or I    S or I       X            X            X            X</span></a>
-<a class="sourceLine" id="cb6-8" data-line-number="8"><span class="co">#    R       S or I       X            X            X            X</span></a>
-<a class="sourceLine" id="cb6-9" data-line-number="9"><span class="co">#   &lt;NA&gt;     S or I       X            X            -            -</span></a>
-<a class="sourceLine" id="cb6-10" data-line-number="10"><span class="co">#  S or I      R          X            X            X            X</span></a>
-<a class="sourceLine" id="cb6-11" data-line-number="11"><span class="co">#    R         R          -            X            -            X</span></a>
-<a class="sourceLine" id="cb6-12" data-line-number="12"><span class="co">#   &lt;NA&gt;       R          -            -            -            -</span></a>
-<a class="sourceLine" id="cb6-13" data-line-number="13"><span class="co">#  S or I     &lt;NA&gt;        X            X            -            -</span></a>
-<a class="sourceLine" id="cb6-14" data-line-number="14"><span class="co">#    R        &lt;NA&gt;        -            -            -            -</span></a>
-<a class="sourceLine" id="cb6-15" data-line-number="15"><span class="co">#   &lt;NA&gt;      &lt;NA&gt;        -            -            -            -</span></a>
-<a class="sourceLine" id="cb6-16" data-line-number="16"><span class="co"># --------------------------------------------------------------------</span></a></code></pre></div>
+<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb9-1" data-line-number="1"><span class="co"># --------------------------------------------------------------------</span></a>
+<a class="sourceLine" id="cb9-2" data-line-number="2"><span class="co">#                     only_all_tested = FALSE  only_all_tested = TRUE</span></a>
+<a class="sourceLine" id="cb9-3" data-line-number="3"><span class="co">#                     -----------------------  -----------------------</span></a>
+<a class="sourceLine" id="cb9-4" data-line-number="4"><span class="co">#  Drug A    Drug B   include as  include as   include as  include as</span></a>
+<a class="sourceLine" id="cb9-5" data-line-number="5"><span class="co">#                     numerator   denominator  numerator   denominator</span></a>
+<a class="sourceLine" id="cb9-6" data-line-number="6"><span class="co"># --------  --------  ----------  -----------  ----------  -----------</span></a>
+<a class="sourceLine" id="cb9-7" data-line-number="7"><span class="co">#  S or I    S or I       X            X            X            X</span></a>
+<a class="sourceLine" id="cb9-8" data-line-number="8"><span class="co">#    R       S or I       X            X            X            X</span></a>
+<a class="sourceLine" id="cb9-9" data-line-number="9"><span class="co">#   &lt;NA&gt;     S or I       X            X            -            -</span></a>
+<a class="sourceLine" id="cb9-10" data-line-number="10"><span class="co">#  S or I      R          X            X            X            X</span></a>
+<a class="sourceLine" id="cb9-11" data-line-number="11"><span class="co">#    R         R          -            X            -            X</span></a>
+<a class="sourceLine" id="cb9-12" data-line-number="12"><span class="co">#   &lt;NA&gt;       R          -            -            -            -</span></a>
+<a class="sourceLine" id="cb9-13" data-line-number="13"><span class="co">#  S or I     &lt;NA&gt;        X            X            -            -</span></a>
+<a class="sourceLine" id="cb9-14" data-line-number="14"><span class="co">#    R        &lt;NA&gt;        -            -            -            -</span></a>
+<a class="sourceLine" id="cb9-15" data-line-number="15"><span class="co">#   &lt;NA&gt;      &lt;NA&gt;        -            -            -            -</span></a>
+<a class="sourceLine" id="cb9-16" data-line-number="16"><span class="co"># --------------------------------------------------------------------</span></a></code></pre></div>
 Since this is a major change, usage of the old <code>also_single_tested</code> will throw an informative error that it has been replaced by <code>only_all_tested</code>.</li>
 <li>
 <p><code>tibble</code> printing support for classes <code>rsi</code>, <code>mic</code>, <code>disk</code>, <code>ab</code> <code>mo</code>. When using <code>tibble</code>s containing antimicrobial columns, values <code>S</code> will print in green, values <code>I</code> will print in yellow and values <code>R</code> will print in red. Microbial IDs (class <code>mo</code>) will emphasise on the genus and species, not on the kingdom.</p>
-<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb7-1" data-line-number="1"><span class="co"># (run this on your own console, as this page does not support colour printing)</span></a>
-<a class="sourceLine" id="cb7-2" data-line-number="2"><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span>(dplyr)</a>
-<a class="sourceLine" id="cb7-3" data-line-number="3">example_isolates <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb7-4" data-line-number="4"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/select.html">select</a></span>(mo<span class="op">:</span>AMC) <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb7-5" data-line-number="5"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/reexports.html">as_tibble</a></span>()</a></code></pre></div>
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb10-1" data-line-number="1"><span class="co"># (run this on your own console, as this page does not support colour printing)</span></a>
+<a class="sourceLine" id="cb10-2" data-line-number="2"><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span>(dplyr)</a>
+<a class="sourceLine" id="cb10-3" data-line-number="3">example_isolates <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb10-4" data-line-number="4"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/select.html">select</a></span>(mo<span class="op">:</span>AMC) <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb10-5" data-line-number="5"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/reexports.html">as_tibble</a></span>()</a></code></pre></div>
 </li>
 </ul>
 </div>
@@ -446,14 +486,14 @@ Since this is a major change, usage of the old <code>also_single_tested</code> w
 <ul>
 <li>
 <p>Function <code><a href="../reference/proportion.html">rsi_df()</a></code> to transform a <code>data.frame</code> to a data set containing only the microbial interpretation (S, I, R), the antibiotic, the percentage of S/I/R and the number of available isolates. This is a convenient combination of the existing functions <code><a href="../reference/count.html">count_df()</a></code> and <code>portion_df()</code> to immediately show resistance percentages and number of available isolates:</p>
-<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb8-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb8-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/select.html">select</a></span>(AMX, CIP) <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb8-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="../reference/proportion.html">rsi_df</a></span>()</a>
-<a class="sourceLine" id="cb8-4" data-line-number="4"><span class="co">#      antibiotic  interpretation      value  isolates</span></a>
-<a class="sourceLine" id="cb8-5" data-line-number="5"><span class="co"># 1   Amoxicillin              SI  0.4442636       546</span></a>
-<a class="sourceLine" id="cb8-6" data-line-number="6"><span class="co"># 2   Amoxicillin               R  0.5557364       683</span></a>
-<a class="sourceLine" id="cb8-7" data-line-number="7"><span class="co"># 3 Ciprofloxacin              SI  0.8381831      1181</span></a>
-<a class="sourceLine" id="cb8-8" data-line-number="8"><span class="co"># 4 Ciprofloxacin               R  0.1618169       228</span></a></code></pre></div>
+<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb11-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb11-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/select.html">select</a></span>(AMX, CIP) <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb11-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="../reference/proportion.html">rsi_df</a></span>()</a>
+<a class="sourceLine" id="cb11-4" data-line-number="4"><span class="co">#      antibiotic  interpretation      value  isolates</span></a>
+<a class="sourceLine" id="cb11-5" data-line-number="5"><span class="co"># 1   Amoxicillin              SI  0.4442636       546</span></a>
+<a class="sourceLine" id="cb11-6" data-line-number="6"><span class="co"># 2   Amoxicillin               R  0.5557364       683</span></a>
+<a class="sourceLine" id="cb11-7" data-line-number="7"><span class="co"># 3 Ciprofloxacin              SI  0.8381831      1181</span></a>
+<a class="sourceLine" id="cb11-8" data-line-number="8"><span class="co"># 4 Ciprofloxacin               R  0.1618169       228</span></a></code></pre></div>
 </li>
 <li>
 <p>Support for all scientifically published pathotypes of <em>E. coli</em> to date (that we could find). Supported are:</p>
@@ -471,12 +511,12 @@ Since this is a major change, usage of the old <code>also_single_tested</code> w
 <li>UPEC (Uropathogenic <em>E. coli</em>)</li>
 </ul>
 <p>All these lead to the microbial ID of <em>E. coli</em>:</p>
-<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb9-1" data-line-number="1"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"UPEC"</span>)</a>
-<a class="sourceLine" id="cb9-2" data-line-number="2"><span class="co"># B_ESCHR_COL</span></a>
-<a class="sourceLine" id="cb9-3" data-line-number="3"><span class="kw"><a href="../reference/mo_property.html">mo_name</a></span>(<span class="st">"UPEC"</span>)</a>
-<a class="sourceLine" id="cb9-4" data-line-number="4"><span class="co"># "Escherichia coli"</span></a>
-<a class="sourceLine" id="cb9-5" data-line-number="5"><span class="kw"><a href="../reference/mo_property.html">mo_gramstain</a></span>(<span class="st">"EHEC"</span>)</a>
-<a class="sourceLine" id="cb9-6" data-line-number="6"><span class="co"># "Gram-negative"</span></a></code></pre></div>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb12-1" data-line-number="1"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"UPEC"</span>)</a>
+<a class="sourceLine" id="cb12-2" data-line-number="2"><span class="co"># B_ESCHR_COL</span></a>
+<a class="sourceLine" id="cb12-3" data-line-number="3"><span class="kw"><a href="../reference/mo_property.html">mo_name</a></span>(<span class="st">"UPEC"</span>)</a>
+<a class="sourceLine" id="cb12-4" data-line-number="4"><span class="co"># "Escherichia coli"</span></a>
+<a class="sourceLine" id="cb12-5" data-line-number="5"><span class="kw"><a href="../reference/mo_property.html">mo_gramstain</a></span>(<span class="st">"EHEC"</span>)</a>
+<a class="sourceLine" id="cb12-6" data-line-number="6"><span class="co"># "Gram-negative"</span></a></code></pre></div>
 </li>
 <li>Function <code><a href="../reference/mo_property.html">mo_info()</a></code> as an analogy to <code><a href="../reference/ab_property.html">ab_info()</a></code>. The <code><a href="../reference/mo_property.html">mo_info()</a></code> prints a list with the full taxonomy, authors, and the URL to the online database of a microorganism</li>
 <li><p>Function <code><a href="../reference/mo_property.html">mo_synonyms()</a></code> to get all previously accepted taxonomic names of a microorganism</p></li>
@@ -575,14 +615,14 @@ Please <a href="https://gitlab.com/msberends/AMR/issues/new?issue%5Btitle%5D=Tra
 <li>when all values are unique it now shows a message instead of a warning</li>
 <li>
 <p>support for boxplots:</p>
-<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb10-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb10-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(age) <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb10-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/r/graphics/boxplot.html">boxplot</a></span>()</a>
-<a class="sourceLine" id="cb10-4" data-line-number="4"><span class="co"># grouped boxplots:</span></a>
-<a class="sourceLine" id="cb10-5" data-line-number="5">septic_patients <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb10-6" data-line-number="6"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/group_by.html">group_by</a></span>(hospital_id) <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb10-7" data-line-number="7"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(age) <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb10-8" data-line-number="8"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/r/graphics/boxplot.html">boxplot</a></span>()</a></code></pre></div>
+<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb13-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb13-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(age) <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb13-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/r/graphics/boxplot.html">boxplot</a></span>()</a>
+<a class="sourceLine" id="cb13-4" data-line-number="4"><span class="co"># grouped boxplots:</span></a>
+<a class="sourceLine" id="cb13-5" data-line-number="5">septic_patients <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb13-6" data-line-number="6"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/group_by.html">group_by</a></span>(hospital_id) <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb13-7" data-line-number="7"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(age) <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb13-8" data-line-number="8"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/r/graphics/boxplot.html">boxplot</a></span>()</a></code></pre></div>
 </li>
 </ul>
 </li>
@@ -667,32 +707,32 @@ This data is updated annually - check the included version with the new function
 </li>
 <li>
 <p>New filters for antimicrobial classes. Use these functions to filter isolates on results in one of more antibiotics from a specific class:</p>
-<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb11-1" data-line-number="1"><span class="kw"><a href="../reference/filter_ab_class.html">filter_aminoglycosides</a></span>()</a>
-<a class="sourceLine" id="cb11-2" data-line-number="2"><span class="kw"><a href="../reference/filter_ab_class.html">filter_carbapenems</a></span>()</a>
-<a class="sourceLine" id="cb11-3" data-line-number="3"><span class="kw"><a href="../reference/filter_ab_class.html">filter_cephalosporins</a></span>()</a>
-<a class="sourceLine" id="cb11-4" data-line-number="4"><span class="kw"><a href="../reference/filter_ab_class.html">filter_1st_cephalosporins</a></span>()</a>
-<a class="sourceLine" id="cb11-5" data-line-number="5"><span class="kw"><a href="../reference/filter_ab_class.html">filter_2nd_cephalosporins</a></span>()</a>
-<a class="sourceLine" id="cb11-6" data-line-number="6"><span class="kw"><a href="../reference/filter_ab_class.html">filter_3rd_cephalosporins</a></span>()</a>
-<a class="sourceLine" id="cb11-7" data-line-number="7"><span class="kw"><a href="../reference/filter_ab_class.html">filter_4th_cephalosporins</a></span>()</a>
-<a class="sourceLine" id="cb11-8" data-line-number="8"><span class="kw"><a href="../reference/filter_ab_class.html">filter_fluoroquinolones</a></span>()</a>
-<a class="sourceLine" id="cb11-9" data-line-number="9"><span class="kw"><a href="../reference/filter_ab_class.html">filter_glycopeptides</a></span>()</a>
-<a class="sourceLine" id="cb11-10" data-line-number="10"><span class="kw"><a href="../reference/filter_ab_class.html">filter_macrolides</a></span>()</a>
-<a class="sourceLine" id="cb11-11" data-line-number="11"><span class="kw"><a href="../reference/filter_ab_class.html">filter_tetracyclines</a></span>()</a></code></pre></div>
+<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb14-1" data-line-number="1"><span class="kw"><a href="../reference/filter_ab_class.html">filter_aminoglycosides</a></span>()</a>
+<a class="sourceLine" id="cb14-2" data-line-number="2"><span class="kw"><a href="../reference/filter_ab_class.html">filter_carbapenems</a></span>()</a>
+<a class="sourceLine" id="cb14-3" data-line-number="3"><span class="kw"><a href="../reference/filter_ab_class.html">filter_cephalosporins</a></span>()</a>
+<a class="sourceLine" id="cb14-4" data-line-number="4"><span class="kw"><a href="../reference/filter_ab_class.html">filter_1st_cephalosporins</a></span>()</a>
+<a class="sourceLine" id="cb14-5" data-line-number="5"><span class="kw"><a href="../reference/filter_ab_class.html">filter_2nd_cephalosporins</a></span>()</a>
+<a class="sourceLine" id="cb14-6" data-line-number="6"><span class="kw"><a href="../reference/filter_ab_class.html">filter_3rd_cephalosporins</a></span>()</a>
+<a class="sourceLine" id="cb14-7" data-line-number="7"><span class="kw"><a href="../reference/filter_ab_class.html">filter_4th_cephalosporins</a></span>()</a>
+<a class="sourceLine" id="cb14-8" data-line-number="8"><span class="kw"><a href="../reference/filter_ab_class.html">filter_fluoroquinolones</a></span>()</a>
+<a class="sourceLine" id="cb14-9" data-line-number="9"><span class="kw"><a href="../reference/filter_ab_class.html">filter_glycopeptides</a></span>()</a>
+<a class="sourceLine" id="cb14-10" data-line-number="10"><span class="kw"><a href="../reference/filter_ab_class.html">filter_macrolides</a></span>()</a>
+<a class="sourceLine" id="cb14-11" data-line-number="11"><span class="kw"><a href="../reference/filter_ab_class.html">filter_tetracyclines</a></span>()</a></code></pre></div>
 <p>The <code>antibiotics</code> data set will be searched, after which the input data will be checked for column names with a value in any abbreviations, codes or official names found in the <code>antibiotics</code> data set. For example:</p>
-<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb12-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/filter_ab_class.html">filter_glycopeptides</a></span>(<span class="dt">result =</span> <span class="st">"R"</span>)</a>
-<a class="sourceLine" id="cb12-2" data-line-number="2"><span class="co"># Filtering on glycopeptide antibacterials: any of `vanc` or `teic` is R</span></a>
-<a class="sourceLine" id="cb12-3" data-line-number="3">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/filter_ab_class.html">filter_glycopeptides</a></span>(<span class="dt">result =</span> <span class="st">"R"</span>, <span class="dt">scope =</span> <span class="st">"all"</span>)</a>
-<a class="sourceLine" id="cb12-4" data-line-number="4"><span class="co"># Filtering on glycopeptide antibacterials: all of `vanc` and `teic` is R</span></a></code></pre></div>
+<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb15-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/filter_ab_class.html">filter_glycopeptides</a></span>(<span class="dt">result =</span> <span class="st">"R"</span>)</a>
+<a class="sourceLine" id="cb15-2" data-line-number="2"><span class="co"># Filtering on glycopeptide antibacterials: any of `vanc` or `teic` is R</span></a>
+<a class="sourceLine" id="cb15-3" data-line-number="3">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/filter_ab_class.html">filter_glycopeptides</a></span>(<span class="dt">result =</span> <span class="st">"R"</span>, <span class="dt">scope =</span> <span class="st">"all"</span>)</a>
+<a class="sourceLine" id="cb15-4" data-line-number="4"><span class="co"># Filtering on glycopeptide antibacterials: all of `vanc` and `teic` is R</span></a></code></pre></div>
 </li>
 <li>
 <p>All <code>ab_*</code> functions are deprecated and replaced by <code>atc_*</code> functions:</p>
-<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb13-1" data-line-number="1">ab_property -&gt;<span class="st"> </span><span class="kw">atc_property</span>()</a>
-<a class="sourceLine" id="cb13-2" data-line-number="2">ab_name -&gt;<span class="st"> </span><span class="kw">atc_name</span>()</a>
-<a class="sourceLine" id="cb13-3" data-line-number="3">ab_official -&gt;<span class="st"> </span><span class="kw">atc_official</span>()</a>
-<a class="sourceLine" id="cb13-4" data-line-number="4">ab_trivial_nl -&gt;<span class="st"> </span><span class="kw">atc_trivial_nl</span>()</a>
-<a class="sourceLine" id="cb13-5" data-line-number="5">ab_certe -&gt;<span class="st"> </span><span class="kw">atc_certe</span>()</a>
-<a class="sourceLine" id="cb13-6" data-line-number="6">ab_umcg -&gt;<span class="st"> </span><span class="kw">atc_umcg</span>()</a>
-<a class="sourceLine" id="cb13-7" data-line-number="7">ab_tradenames -&gt;<span class="st"> </span><span class="kw">atc_tradenames</span>()</a></code></pre></div>
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb16-1" data-line-number="1">ab_property -&gt;<span class="st"> </span><span class="kw">atc_property</span>()</a>
+<a class="sourceLine" id="cb16-2" data-line-number="2">ab_name -&gt;<span class="st"> </span><span class="kw">atc_name</span>()</a>
+<a class="sourceLine" id="cb16-3" data-line-number="3">ab_official -&gt;<span class="st"> </span><span class="kw">atc_official</span>()</a>
+<a class="sourceLine" id="cb16-4" data-line-number="4">ab_trivial_nl -&gt;<span class="st"> </span><span class="kw">atc_trivial_nl</span>()</a>
+<a class="sourceLine" id="cb16-5" data-line-number="5">ab_certe -&gt;<span class="st"> </span><span class="kw">atc_certe</span>()</a>
+<a class="sourceLine" id="cb16-6" data-line-number="6">ab_umcg -&gt;<span class="st"> </span><span class="kw">atc_umcg</span>()</a>
+<a class="sourceLine" id="cb16-7" data-line-number="7">ab_tradenames -&gt;<span class="st"> </span><span class="kw">atc_tradenames</span>()</a></code></pre></div>
 These functions use <code>as.atc()</code> internally. The old <code>atc_property</code> has been renamed <code><a href="../reference/atc_online.html">atc_online_property()</a></code>. This is done for two reasons: firstly, not all ATC codes are of antibiotics (ab) but can also be of antivirals or antifungals. Secondly, the input must have class <code>atc</code> or must be coerable to this class. Properties of these classes should start with the same class name, analogous to <code><a href="../reference/as.mo.html">as.mo()</a></code> and e.g. <code>mo_genus</code>.</li>
 <li>New functions <code><a href="../reference/mo_source.html">set_mo_source()</a></code> and <code><a href="../reference/mo_source.html">get_mo_source()</a></code> to use your own predefined MO codes as input for <code><a href="../reference/as.mo.html">as.mo()</a></code> and consequently all <code>mo_*</code> functions</li>
 <li>Support for the upcoming <a href="https://dplyr.tidyverse.org"><code>dplyr</code></a> version 0.8.0</li>
@@ -704,20 +744,20 @@ These functions use <code>as.atc()</code> internally. The old <code>atc_property
 <li>New function <code><a href="../reference/age_groups.html">age_groups()</a></code> to split ages into custom or predefined groups (like children or elderly). This allows for easier demographic antimicrobial resistance analysis per age group.</li>
 <li>
 <p>New function <code><a href="../reference/resistance_predict.html">ggplot_rsi_predict()</a></code> as well as the base R <code><a href="https://rdrr.io/r/graphics/plot.html">plot()</a></code> function can now be used for resistance prediction calculated with <code><a href="../reference/resistance_predict.html">resistance_predict()</a></code>:</p>
-<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb14-1" data-line-number="1">x &lt;-<span class="st"> </span><span class="kw"><a href="../reference/resistance_predict.html">resistance_predict</a></span>(septic_patients, <span class="dt">col_ab =</span> <span class="st">"amox"</span>)</a>
-<a class="sourceLine" id="cb14-2" data-line-number="2"><span class="kw"><a href="https://rdrr.io/r/graphics/plot.html">plot</a></span>(x)</a>
-<a class="sourceLine" id="cb14-3" data-line-number="3"><span class="kw"><a href="../reference/resistance_predict.html">ggplot_rsi_predict</a></span>(x)</a></code></pre></div>
+<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb17-1" data-line-number="1">x &lt;-<span class="st"> </span><span class="kw"><a href="../reference/resistance_predict.html">resistance_predict</a></span>(septic_patients, <span class="dt">col_ab =</span> <span class="st">"amox"</span>)</a>
+<a class="sourceLine" id="cb17-2" data-line-number="2"><span class="kw"><a href="https://rdrr.io/r/graphics/plot.html">plot</a></span>(x)</a>
+<a class="sourceLine" id="cb17-3" data-line-number="3"><span class="kw"><a href="../reference/resistance_predict.html">ggplot_rsi_predict</a></span>(x)</a></code></pre></div>
 </li>
 <li>
 <p>Functions <code><a href="../reference/first_isolate.html">filter_first_isolate()</a></code> and <code><a href="../reference/first_isolate.html">filter_first_weighted_isolate()</a></code> to shorten and fasten filtering on data sets with antimicrobial results, e.g.:</p>
-<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb15-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/first_isolate.html">filter_first_isolate</a></span>(...)</a>
-<a class="sourceLine" id="cb15-2" data-line-number="2"><span class="co"># or</span></a>
-<a class="sourceLine" id="cb15-3" data-line-number="3"><span class="kw"><a href="../reference/first_isolate.html">filter_first_isolate</a></span>(septic_patients, ...)</a></code></pre></div>
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb18-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/first_isolate.html">filter_first_isolate</a></span>(...)</a>
+<a class="sourceLine" id="cb18-2" data-line-number="2"><span class="co"># or</span></a>
+<a class="sourceLine" id="cb18-3" data-line-number="3"><span class="kw"><a href="../reference/first_isolate.html">filter_first_isolate</a></span>(septic_patients, ...)</a></code></pre></div>
 <p>is equal to:</p>
-<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb16-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb16-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/mutate.html">mutate</a></span>(<span class="dt">only_firsts =</span> <span class="kw"><a href="../reference/first_isolate.html">first_isolate</a></span>(septic_patients, ...)) <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb16-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/filter.html">filter</a></span>(only_firsts <span class="op">==</span><span class="st"> </span><span class="ot">TRUE</span>) <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb16-4" data-line-number="4"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/select.html">select</a></span>(<span class="op">-</span>only_firsts)</a></code></pre></div>
+<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb19-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb19-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/mutate.html">mutate</a></span>(<span class="dt">only_firsts =</span> <span class="kw"><a href="../reference/first_isolate.html">first_isolate</a></span>(septic_patients, ...)) <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb19-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/filter.html">filter</a></span>(only_firsts <span class="op">==</span><span class="st"> </span><span class="ot">TRUE</span>) <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb19-4" data-line-number="4"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/select.html">select</a></span>(<span class="op">-</span>only_firsts)</a></code></pre></div>
 </li>
 <li>New function <code><a href="../reference/availability.html">availability()</a></code> to check the number of available (non-empty) results in a <code>data.frame</code>
 </li>
@@ -746,33 +786,33 @@ These functions use <code>as.atc()</code> internally. The old <code>atc_property
 <ul>
 <li>
 <p>Now handles incorrect spelling, like <code>i</code> instead of <code>y</code> and <code>f</code> instead of <code>ph</code>:</p>
-<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb17-1" data-line-number="1"><span class="co"># mo_fullname() uses as.mo() internally</span></a>
-<a class="sourceLine" id="cb17-2" data-line-number="2"></a>
-<a class="sourceLine" id="cb17-3" data-line-number="3"><span class="kw"><a href="../reference/mo_property.html">mo_fullname</a></span>(<span class="st">"Sthafilokockus aaureuz"</span>)</a>
-<a class="sourceLine" id="cb17-4" data-line-number="4"><span class="co">#&gt; [1] "Staphylococcus aureus"</span></a>
-<a class="sourceLine" id="cb17-5" data-line-number="5"></a>
-<a class="sourceLine" id="cb17-6" data-line-number="6"><span class="kw"><a href="../reference/mo_property.html">mo_fullname</a></span>(<span class="st">"S. klossi"</span>)</a>
-<a class="sourceLine" id="cb17-7" data-line-number="7"><span class="co">#&gt; [1] "Staphylococcus kloosii"</span></a></code></pre></div>
+<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb20-1" data-line-number="1"><span class="co"># mo_fullname() uses as.mo() internally</span></a>
+<a class="sourceLine" id="cb20-2" data-line-number="2"></a>
+<a class="sourceLine" id="cb20-3" data-line-number="3"><span class="kw"><a href="../reference/mo_property.html">mo_fullname</a></span>(<span class="st">"Sthafilokockus aaureuz"</span>)</a>
+<a class="sourceLine" id="cb20-4" data-line-number="4"><span class="co">#&gt; [1] "Staphylococcus aureus"</span></a>
+<a class="sourceLine" id="cb20-5" data-line-number="5"></a>
+<a class="sourceLine" id="cb20-6" data-line-number="6"><span class="kw"><a href="../reference/mo_property.html">mo_fullname</a></span>(<span class="st">"S. klossi"</span>)</a>
+<a class="sourceLine" id="cb20-7" data-line-number="7"><span class="co">#&gt; [1] "Staphylococcus kloosii"</span></a></code></pre></div>
 </li>
 <li>
 <p>Uncertainty of the algorithm is now divided into four levels, 0 to 3, where the default <code>allow_uncertain = TRUE</code> is equal to uncertainty level 2. Run <code><a href="../reference/as.mo.html">?as.mo</a></code> for more info about these levels.</p>
-<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb18-1" data-line-number="1"><span class="co"># equal:</span></a>
-<a class="sourceLine" id="cb18-2" data-line-number="2"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(..., <span class="dt">allow_uncertain =</span> <span class="ot">TRUE</span>)</a>
-<a class="sourceLine" id="cb18-3" data-line-number="3"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(..., <span class="dt">allow_uncertain =</span> <span class="dv">2</span>)</a>
-<a class="sourceLine" id="cb18-4" data-line-number="4"></a>
-<a class="sourceLine" id="cb18-5" data-line-number="5"><span class="co"># also equal:</span></a>
-<a class="sourceLine" id="cb18-6" data-line-number="6"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(..., <span class="dt">allow_uncertain =</span> <span class="ot">FALSE</span>)</a>
-<a class="sourceLine" id="cb18-7" data-line-number="7"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(..., <span class="dt">allow_uncertain =</span> <span class="dv">0</span>)</a></code></pre></div>
+<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb21-1" data-line-number="1"><span class="co"># equal:</span></a>
+<a class="sourceLine" id="cb21-2" data-line-number="2"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(..., <span class="dt">allow_uncertain =</span> <span class="ot">TRUE</span>)</a>
+<a class="sourceLine" id="cb21-3" data-line-number="3"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(..., <span class="dt">allow_uncertain =</span> <span class="dv">2</span>)</a>
+<a class="sourceLine" id="cb21-4" data-line-number="4"></a>
+<a class="sourceLine" id="cb21-5" data-line-number="5"><span class="co"># also equal:</span></a>
+<a class="sourceLine" id="cb21-6" data-line-number="6"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(..., <span class="dt">allow_uncertain =</span> <span class="ot">FALSE</span>)</a>
+<a class="sourceLine" id="cb21-7" data-line-number="7"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(..., <span class="dt">allow_uncertain =</span> <span class="dv">0</span>)</a></code></pre></div>
 Using <code><a href="../reference/as.mo.html">as.mo(..., allow_uncertain = 3)</a></code> could lead to very unreliable results.</li>
 <li>Implemented the latest publication of Becker <em>et al.</em> (2019), for categorising coagulase-negative <em>Staphylococci</em>
 </li>
 <li>All microbial IDs that found are now saved to a local file <code>~/.Rhistory_mo</code>. Use the new function <code>clean_mo_history()</code> to delete this file, which resets the algorithms.</li>
 <li>
 <p>Incoercible results will now be considered ‘unknown’, MO code <code>UNKNOWN</code>. On foreign systems, properties of these will be translated to all languages already previously supported: German, Dutch, French, Italian, Spanish and Portuguese:</p>
-<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb19-1" data-line-number="1"><span class="kw"><a href="../reference/mo_property.html">mo_genus</a></span>(<span class="st">"qwerty"</span>, <span class="dt">language =</span> <span class="st">"es"</span>)</a>
-<a class="sourceLine" id="cb19-2" data-line-number="2"><span class="co"># Warning: </span></a>
-<a class="sourceLine" id="cb19-3" data-line-number="3"><span class="co"># one unique value (^= 100.0%) could not be coerced and is considered 'unknown': "qwerty". Use mo_failures() to review it.</span></a>
-<a class="sourceLine" id="cb19-4" data-line-number="4"><span class="co">#&gt; [1] "(género desconocido)"</span></a></code></pre></div>
+<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb22-1" data-line-number="1"><span class="kw"><a href="../reference/mo_property.html">mo_genus</a></span>(<span class="st">"qwerty"</span>, <span class="dt">language =</span> <span class="st">"es"</span>)</a>
+<a class="sourceLine" id="cb22-2" data-line-number="2"><span class="co"># Warning: </span></a>
+<a class="sourceLine" id="cb22-3" data-line-number="3"><span class="co"># one unique value (^= 100.0%) could not be coerced and is considered 'unknown': "qwerty". Use mo_failures() to review it.</span></a>
+<a class="sourceLine" id="cb22-4" data-line-number="4"><span class="co">#&gt; [1] "(género desconocido)"</span></a></code></pre></div>
 </li>
 <li>Fix for vector containing only empty values</li>
 <li>Finds better results when input is in other languages</li>
@@ -818,19 +858,19 @@ Using <code><a href="../reference/as.mo.html">as.mo(..., allow_uncertain = 3)</a
 <ul>
 <li>
 <p>Support for tidyverse quasiquotation! Now you can create frequency tables of function outcomes:</p>
-<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb20-1" data-line-number="1"><span class="co"># Determine genus of microorganisms (mo) in `septic_patients` data set:</span></a>
-<a class="sourceLine" id="cb20-2" data-line-number="2"><span class="co"># OLD WAY</span></a>
-<a class="sourceLine" id="cb20-3" data-line-number="3">septic_patients <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb20-4" data-line-number="4"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/mutate.html">mutate</a></span>(<span class="dt">genus =</span> <span class="kw"><a href="../reference/mo_property.html">mo_genus</a></span>(mo)) <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb20-5" data-line-number="5"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(genus)</a>
-<a class="sourceLine" id="cb20-6" data-line-number="6"><span class="co"># NEW WAY</span></a>
-<a class="sourceLine" id="cb20-7" data-line-number="7">septic_patients <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb20-8" data-line-number="8"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(<span class="kw"><a href="../reference/mo_property.html">mo_genus</a></span>(mo))</a>
-<a class="sourceLine" id="cb20-9" data-line-number="9"></a>
-<a class="sourceLine" id="cb20-10" data-line-number="10"><span class="co"># Even supports grouping variables:</span></a>
-<a class="sourceLine" id="cb20-11" data-line-number="11">septic_patients <span class="op">%&gt;%</span></a>
-<a class="sourceLine" id="cb20-12" data-line-number="12"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/group_by.html">group_by</a></span>(gender) <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb20-13" data-line-number="13"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(<span class="kw"><a href="../reference/mo_property.html">mo_genus</a></span>(mo))</a></code></pre></div>
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb23-1" data-line-number="1"><span class="co"># Determine genus of microorganisms (mo) in `septic_patients` data set:</span></a>
+<a class="sourceLine" id="cb23-2" data-line-number="2"><span class="co"># OLD WAY</span></a>
+<a class="sourceLine" id="cb23-3" data-line-number="3">septic_patients <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb23-4" data-line-number="4"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/mutate.html">mutate</a></span>(<span class="dt">genus =</span> <span class="kw"><a href="../reference/mo_property.html">mo_genus</a></span>(mo)) <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb23-5" data-line-number="5"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(genus)</a>
+<a class="sourceLine" id="cb23-6" data-line-number="6"><span class="co"># NEW WAY</span></a>
+<a class="sourceLine" id="cb23-7" data-line-number="7">septic_patients <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb23-8" data-line-number="8"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(<span class="kw"><a href="../reference/mo_property.html">mo_genus</a></span>(mo))</a>
+<a class="sourceLine" id="cb23-9" data-line-number="9"></a>
+<a class="sourceLine" id="cb23-10" data-line-number="10"><span class="co"># Even supports grouping variables:</span></a>
+<a class="sourceLine" id="cb23-11" data-line-number="11">septic_patients <span class="op">%&gt;%</span></a>
+<a class="sourceLine" id="cb23-12" data-line-number="12"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/group_by.html">group_by</a></span>(gender) <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb23-13" data-line-number="13"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(<span class="kw"><a href="../reference/mo_property.html">mo_genus</a></span>(mo))</a></code></pre></div>
 </li>
 <li>Header info is now available as a list, with the <code>header</code> function</li>
 <li>The parameter <code>header</code> is now set to <code>TRUE</code> at default, even for markdown</li>
@@ -905,10 +945,10 @@ Using <code><a href="../reference/as.mo.html">as.mo(..., allow_uncertain = 3)</a
 <li>Fewer than 3 characters as input for <code>as.mo</code> will return NA</li>
 <li>
 <p>Function <code>as.mo</code> (and all <code>mo_*</code> wrappers) now supports genus abbreviations with “species” attached</p>
-<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb21-1" data-line-number="1"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"E. species"</span>)        <span class="co"># B_ESCHR</span></a>
-<a class="sourceLine" id="cb21-2" data-line-number="2"><span class="kw"><a href="../reference/mo_property.html">mo_fullname</a></span>(<span class="st">"E. spp."</span>)     <span class="co"># "Escherichia species"</span></a>
-<a class="sourceLine" id="cb21-3" data-line-number="3"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"S. spp"</span>)            <span class="co"># B_STPHY</span></a>
-<a class="sourceLine" id="cb21-4" data-line-number="4"><span class="kw"><a href="../reference/mo_property.html">mo_fullname</a></span>(<span class="st">"S. species"</span>)  <span class="co"># "Staphylococcus species"</span></a></code></pre></div>
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb24-1" data-line-number="1"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"E. species"</span>)        <span class="co"># B_ESCHR</span></a>
+<a class="sourceLine" id="cb24-2" data-line-number="2"><span class="kw"><a href="../reference/mo_property.html">mo_fullname</a></span>(<span class="st">"E. spp."</span>)     <span class="co"># "Escherichia species"</span></a>
+<a class="sourceLine" id="cb24-3" data-line-number="3"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"S. spp"</span>)            <span class="co"># B_STPHY</span></a>
+<a class="sourceLine" id="cb24-4" data-line-number="4"><span class="kw"><a href="../reference/mo_property.html">mo_fullname</a></span>(<span class="st">"S. species"</span>)  <span class="co"># "Staphylococcus species"</span></a></code></pre></div>
 </li>
 <li>Added parameter <code>combine_IR</code> (TRUE/FALSE) to functions <code>portion_df</code> and <code>count_df</code>, to indicate that all values of I and R must be merged into one, so the output only consists of S vs. IR (susceptible vs. non-susceptible)</li>
 <li>Fix for <code>portion_*(..., as_percent = TRUE)</code> when minimal number of isolates would not be met</li>
@@ -921,15 +961,15 @@ Using <code><a href="../reference/as.mo.html">as.mo(..., allow_uncertain = 3)</a
 <ul>
 <li>
 <p>Support for grouping variables, test with:</p>
-<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb22-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb22-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/group_by.html">group_by</a></span>(hospital_id) <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb22-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(gender)</a></code></pre></div>
+<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb25-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb25-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/group_by.html">group_by</a></span>(hospital_id) <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb25-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(gender)</a></code></pre></div>
 </li>
 <li>
 <p>Support for (un)selecting columns:</p>
-<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb23-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb23-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(hospital_id) <span class="op">%&gt;%</span><span class="st"> </span></a>
-<a class="sourceLine" id="cb23-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/select.html">select</a></span>(<span class="op">-</span>count, <span class="op">-</span>cum_count) <span class="co"># only get item, percent, cum_percent</span></a></code></pre></div>
+<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb26-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb26-2" data-line-number="2"><span class="st">  </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(hospital_id) <span class="op">%&gt;%</span><span class="st"> </span></a>
+<a class="sourceLine" id="cb26-3" data-line-number="3"><span class="st">  </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/select.html">select</a></span>(<span class="op">-</span>count, <span class="op">-</span>cum_count) <span class="co"># only get item, percent, cum_percent</span></a></code></pre></div>
 </li>
 <li>Check for <code><a href="https://rdrr.io/pkg/hms/man/Deprecated.html">hms::is.hms</a></code>
 </li>
@@ -1009,18 +1049,18 @@ Using <code><a href="../reference/as.mo.html">as.mo(..., allow_uncertain = 3)</a
 </li>
 </ul>
 <p>They also come with support for German, Dutch, French, Italian, Spanish and Portuguese:</p>
-<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb24-1" data-line-number="1"><span class="kw"><a href="../reference/mo_property.html">mo_gramstain</a></span>(<span class="st">"E. coli"</span>)</a>
-<a class="sourceLine" id="cb24-2" data-line-number="2"><span class="co"># [1] "Gram negative"</span></a>
-<a class="sourceLine" id="cb24-3" data-line-number="3"><span class="kw"><a href="../reference/mo_property.html">mo_gramstain</a></span>(<span class="st">"E. coli"</span>, <span class="dt">language =</span> <span class="st">"de"</span>) <span class="co"># German</span></a>
-<a class="sourceLine" id="cb24-4" data-line-number="4"><span class="co"># [1] "Gramnegativ"</span></a>
-<a class="sourceLine" id="cb24-5" data-line-number="5"><span class="kw"><a href="../reference/mo_property.html">mo_gramstain</a></span>(<span class="st">"E. coli"</span>, <span class="dt">language =</span> <span class="st">"es"</span>) <span class="co"># Spanish</span></a>
-<a class="sourceLine" id="cb24-6" data-line-number="6"><span class="co"># [1] "Gram negativo"</span></a>
-<a class="sourceLine" id="cb24-7" data-line-number="7"><span class="kw"><a href="../reference/mo_property.html">mo_fullname</a></span>(<span class="st">"S. group A"</span>, <span class="dt">language =</span> <span class="st">"pt"</span>) <span class="co"># Portuguese</span></a>
-<a class="sourceLine" id="cb24-8" data-line-number="8"><span class="co"># [1] "Streptococcus grupo A"</span></a></code></pre></div>
+<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb27-1" data-line-number="1"><span class="kw"><a href="../reference/mo_property.html">mo_gramstain</a></span>(<span class="st">"E. coli"</span>)</a>
+<a class="sourceLine" id="cb27-2" data-line-number="2"><span class="co"># [1] "Gram negative"</span></a>
+<a class="sourceLine" id="cb27-3" data-line-number="3"><span class="kw"><a href="../reference/mo_property.html">mo_gramstain</a></span>(<span class="st">"E. coli"</span>, <span class="dt">language =</span> <span class="st">"de"</span>) <span class="co"># German</span></a>
+<a class="sourceLine" id="cb27-4" data-line-number="4"><span class="co"># [1] "Gramnegativ"</span></a>
+<a class="sourceLine" id="cb27-5" data-line-number="5"><span class="kw"><a href="../reference/mo_property.html">mo_gramstain</a></span>(<span class="st">"E. coli"</span>, <span class="dt">language =</span> <span class="st">"es"</span>) <span class="co"># Spanish</span></a>
+<a class="sourceLine" id="cb27-6" data-line-number="6"><span class="co"># [1] "Gram negativo"</span></a>
+<a class="sourceLine" id="cb27-7" data-line-number="7"><span class="kw"><a href="../reference/mo_property.html">mo_fullname</a></span>(<span class="st">"S. group A"</span>, <span class="dt">language =</span> <span class="st">"pt"</span>) <span class="co"># Portuguese</span></a>
+<a class="sourceLine" id="cb27-8" data-line-number="8"><span class="co"># [1] "Streptococcus grupo A"</span></a></code></pre></div>
 <p>Furthermore, former taxonomic names will give a note about the current taxonomic name:</p>
-<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb25-1" data-line-number="1"><span class="kw"><a href="../reference/mo_property.html">mo_gramstain</a></span>(<span class="st">"Esc blattae"</span>)</a>
-<a class="sourceLine" id="cb25-2" data-line-number="2"><span class="co"># Note: 'Escherichia blattae' (Burgess et al., 1973) was renamed 'Shimwellia blattae' (Priest and Barker, 2010)</span></a>
-<a class="sourceLine" id="cb25-3" data-line-number="3"><span class="co"># [1] "Gram negative"</span></a></code></pre></div>
+<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb28-1" data-line-number="1"><span class="kw"><a href="../reference/mo_property.html">mo_gramstain</a></span>(<span class="st">"Esc blattae"</span>)</a>
+<a class="sourceLine" id="cb28-2" data-line-number="2"><span class="co"># Note: 'Escherichia blattae' (Burgess et al., 1973) was renamed 'Shimwellia blattae' (Priest and Barker, 2010)</span></a>
+<a class="sourceLine" id="cb28-3" data-line-number="3"><span class="co"># [1] "Gram negative"</span></a></code></pre></div>
 </li>
 <li>Functions <code>count_R</code>, <code>count_IR</code>, <code>count_I</code>, <code>count_SI</code> and <code>count_S</code> to selectively count resistant or susceptible isolates
 <ul>
@@ -1031,18 +1071,18 @@ Using <code><a href="../reference/as.mo.html">as.mo(..., allow_uncertain = 3)</a
 </li>
 <li>
 <p>Functions <code>as.mo</code> and <code>is.mo</code> as replacements for <code>as.bactid</code> and <code>is.bactid</code> (since the <code>microoganisms</code> data set not only contains bacteria). These last two functions are deprecated and will be removed in a future release. The <code>as.mo</code> function determines microbial IDs using intelligent rules:</p>
-<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb26-1" data-line-number="1"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"E. coli"</span>)</a>
-<a class="sourceLine" id="cb26-2" data-line-number="2"><span class="co"># [1] B_ESCHR_COL</span></a>
-<a class="sourceLine" id="cb26-3" data-line-number="3"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"MRSA"</span>)</a>
-<a class="sourceLine" id="cb26-4" data-line-number="4"><span class="co"># [1] B_STPHY_AUR</span></a>
-<a class="sourceLine" id="cb26-5" data-line-number="5"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"S group A"</span>)</a>
-<a class="sourceLine" id="cb26-6" data-line-number="6"><span class="co"># [1] B_STRPTC_GRA</span></a></code></pre></div>
+<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb29-1" data-line-number="1"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"E. coli"</span>)</a>
+<a class="sourceLine" id="cb29-2" data-line-number="2"><span class="co"># [1] B_ESCHR_COL</span></a>
+<a class="sourceLine" id="cb29-3" data-line-number="3"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"MRSA"</span>)</a>
+<a class="sourceLine" id="cb29-4" data-line-number="4"><span class="co"># [1] B_STPHY_AUR</span></a>
+<a class="sourceLine" id="cb29-5" data-line-number="5"><span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(<span class="st">"S group A"</span>)</a>
+<a class="sourceLine" id="cb29-6" data-line-number="6"><span class="co"># [1] B_STRPTC_GRA</span></a></code></pre></div>
 <p>And with great speed too - on a quite regular Linux server from 2007 it takes us less than 0.02 seconds to transform 25,000 items:</p>
-<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb27-1" data-line-number="1">thousands_of_E_colis &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/rep.html">rep</a></span>(<span class="st">"E. coli"</span>, <span class="dv">25000</span>)</a>
-<a class="sourceLine" id="cb27-2" data-line-number="2">microbenchmark<span class="op">::</span><span class="kw"><a href="https://rdrr.io/pkg/microbenchmark/man/microbenchmark.html">microbenchmark</a></span>(<span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(thousands_of_E_colis), <span class="dt">unit =</span> <span class="st">"s"</span>)</a>
-<a class="sourceLine" id="cb27-3" data-line-number="3"><span class="co"># Unit: seconds</span></a>
-<a class="sourceLine" id="cb27-4" data-line-number="4"><span class="co">#         min       median         max  neval</span></a>
-<a class="sourceLine" id="cb27-5" data-line-number="5"><span class="co">#  0.01817717  0.01843957  0.03878077    100</span></a></code></pre></div>
+<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb30-1" data-line-number="1">thousands_of_E_colis &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/rep.html">rep</a></span>(<span class="st">"E. coli"</span>, <span class="dv">25000</span>)</a>
+<a class="sourceLine" id="cb30-2" data-line-number="2">microbenchmark<span class="op">::</span><span class="kw"><a href="https://rdrr.io/pkg/microbenchmark/man/microbenchmark.html">microbenchmark</a></span>(<span class="kw"><a href="../reference/as.mo.html">as.mo</a></span>(thousands_of_E_colis), <span class="dt">unit =</span> <span class="st">"s"</span>)</a>
+<a class="sourceLine" id="cb30-3" data-line-number="3"><span class="co"># Unit: seconds</span></a>
+<a class="sourceLine" id="cb30-4" data-line-number="4"><span class="co">#         min       median         max  neval</span></a>
+<a class="sourceLine" id="cb30-5" data-line-number="5"><span class="co">#  0.01817717  0.01843957  0.03878077    100</span></a></code></pre></div>
 </li>
 <li>Added parameter <code>reference_df</code> for <code>as.mo</code>, so users can supply their own microbial IDs, name or codes as a reference table</li>
 <li>Renamed all previous references to <code>bactid</code> to <code>mo</code>, like:
@@ -1070,12 +1110,12 @@ Using <code><a href="../reference/as.mo.html">as.mo(..., allow_uncertain = 3)</a
 <li>Added three antimicrobial agents to the <code>antibiotics</code> data set: Terbinafine (D01BA02), Rifaximin (A07AA11) and Isoconazole (D01AC05)</li>
 <li>
 <p>Added 163 trade names to the <code>antibiotics</code> data set, it now contains 298 different trade names in total, e.g.:</p>
-<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb28-1" data-line-number="1"><span class="kw">ab_official</span>(<span class="st">"Bactroban"</span>)</a>
-<a class="sourceLine" id="cb28-2" data-line-number="2"><span class="co"># [1] "Mupirocin"</span></a>
-<a class="sourceLine" id="cb28-3" data-line-number="3"><span class="kw"><a href="../reference/ab_property.html">ab_name</a></span>(<span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="st">"Bactroban"</span>, <span class="st">"Amoxil"</span>, <span class="st">"Zithromax"</span>, <span class="st">"Floxapen"</span>))</a>
-<a class="sourceLine" id="cb28-4" data-line-number="4"><span class="co"># [1] "Mupirocin" "Amoxicillin" "Azithromycin" "Flucloxacillin"</span></a>
-<a class="sourceLine" id="cb28-5" data-line-number="5"><span class="kw"><a href="../reference/ab_property.html">ab_atc</a></span>(<span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="st">"Bactroban"</span>, <span class="st">"Amoxil"</span>, <span class="st">"Zithromax"</span>, <span class="st">"Floxapen"</span>))</a>
-<a class="sourceLine" id="cb28-6" data-line-number="6"><span class="co"># [1] "R01AX06" "J01CA04" "J01FA10" "J01CF05"</span></a></code></pre></div>
+<div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb31-1" data-line-number="1"><span class="kw">ab_official</span>(<span class="st">"Bactroban"</span>)</a>
+<a class="sourceLine" id="cb31-2" data-line-number="2"><span class="co"># [1] "Mupirocin"</span></a>
+<a class="sourceLine" id="cb31-3" data-line-number="3"><span class="kw"><a href="../reference/ab_property.html">ab_name</a></span>(<span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="st">"Bactroban"</span>, <span class="st">"Amoxil"</span>, <span class="st">"Zithromax"</span>, <span class="st">"Floxapen"</span>))</a>
+<a class="sourceLine" id="cb31-4" data-line-number="4"><span class="co"># [1] "Mupirocin" "Amoxicillin" "Azithromycin" "Flucloxacillin"</span></a>
+<a class="sourceLine" id="cb31-5" data-line-number="5"><span class="kw"><a href="../reference/ab_property.html">ab_atc</a></span>(<span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="st">"Bactroban"</span>, <span class="st">"Amoxil"</span>, <span class="st">"Zithromax"</span>, <span class="st">"Floxapen"</span>))</a>
+<a class="sourceLine" id="cb31-6" data-line-number="6"><span class="co"># [1] "R01AX06" "J01CA04" "J01FA10" "J01CF05"</span></a></code></pre></div>
 </li>
 <li>For <code>first_isolate</code>, rows will be ignored when there’s no species available</li>
 <li>Function <code>ratio</code> is now deprecated and will be removed in a future release, as it is not really the scope of this package</li>
@@ -1086,13 +1126,13 @@ Using <code><a href="../reference/as.mo.html">as.mo(..., allow_uncertain = 3)</a
 </li>
 <li>
 <p>Support for quasiquotation in the functions series <code>count_*</code> and <code>portions_*</code>, and <code>n_rsi</code>. This allows to check for more than 2 vectors or columns.</p>
-<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb29-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/select.html">select</a></span>(amox, cipr) <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/count.html">count_IR</a></span>()</a>
-<a class="sourceLine" id="cb29-2" data-line-number="2"><span class="co"># which is the same as:</span></a>
-<a class="sourceLine" id="cb29-3" data-line-number="3">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/count.html">count_IR</a></span>(amox, cipr)</a>
-<a class="sourceLine" id="cb29-4" data-line-number="4"></a>
-<a class="sourceLine" id="cb29-5" data-line-number="5">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/AMR-deprecated.html">portion_S</a></span>(amcl)</a>
-<a class="sourceLine" id="cb29-6" data-line-number="6">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/AMR-deprecated.html">portion_S</a></span>(amcl, gent)</a>
-<a class="sourceLine" id="cb29-7" data-line-number="7">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/AMR-deprecated.html">portion_S</a></span>(amcl, gent, pita)</a></code></pre></div>
+<div class="sourceCode" id="cb32"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb32-1" data-line-number="1">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="https://dplyr.tidyverse.org/reference/select.html">select</a></span>(amox, cipr) <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/count.html">count_IR</a></span>()</a>
+<a class="sourceLine" id="cb32-2" data-line-number="2"><span class="co"># which is the same as:</span></a>
+<a class="sourceLine" id="cb32-3" data-line-number="3">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/count.html">count_IR</a></span>(amox, cipr)</a>
+<a class="sourceLine" id="cb32-4" data-line-number="4"></a>
+<a class="sourceLine" id="cb32-5" data-line-number="5">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/AMR-deprecated.html">portion_S</a></span>(amcl)</a>
+<a class="sourceLine" id="cb32-6" data-line-number="6">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/AMR-deprecated.html">portion_S</a></span>(amcl, gent)</a>
+<a class="sourceLine" id="cb32-7" data-line-number="7">septic_patients <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="../reference/AMR-deprecated.html">portion_S</a></span>(amcl, gent, pita)</a></code></pre></div>
 </li>
 <li>Edited <code>ggplot_rsi</code> and <code>geom_rsi</code> so they can cope with <code>count_df</code>. The new <code>fun</code> parameter has value <code>portion_df</code> at default, but can be set to <code>count_df</code>.</li>
 <li>Fix for <code>ggplot_rsi</code> when the <code>ggplot2</code> package was not loaded</li>
@@ -1106,12 +1146,12 @@ Using <code><a href="../reference/as.mo.html">as.mo(..., allow_uncertain = 3)</a
 </li>
 <li>
 <p>Support for types (classes) list and matrix for <code>freq</code></p>
-<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb30-1" data-line-number="1">my_matrix =<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/with.html">with</a></span>(septic_patients, <span class="kw"><a href="https://rdrr.io/r/base/matrix.html">matrix</a></span>(<span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(age, gender), <span class="dt">ncol =</span> <span class="dv">2</span>))</a>
-<a class="sourceLine" id="cb30-2" data-line-number="2"><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(my_matrix)</a></code></pre></div>
+<div class="sourceCode" id="cb33"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb33-1" data-line-number="1">my_matrix =<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/with.html">with</a></span>(septic_patients, <span class="kw"><a href="https://rdrr.io/r/base/matrix.html">matrix</a></span>(<span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(age, gender), <span class="dt">ncol =</span> <span class="dv">2</span>))</a>
+<a class="sourceLine" id="cb33-2" data-line-number="2"><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(my_matrix)</a></code></pre></div>
 <p>For lists, subsetting is possible:</p>
-<div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb31-1" data-line-number="1">my_list =<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/list.html">list</a></span>(<span class="dt">age =</span> septic_patients<span class="op">$</span>age, <span class="dt">gender =</span> septic_patients<span class="op">$</span>gender)</a>
-<a class="sourceLine" id="cb31-2" data-line-number="2">my_list <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(age)</a>
-<a class="sourceLine" id="cb31-3" data-line-number="3">my_list <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(gender)</a></code></pre></div>
+<div class="sourceCode" id="cb34"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb34-1" data-line-number="1">my_list =<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/list.html">list</a></span>(<span class="dt">age =</span> septic_patients<span class="op">$</span>age, <span class="dt">gender =</span> septic_patients<span class="op">$</span>gender)</a>
+<a class="sourceLine" id="cb34-2" data-line-number="2">my_list <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(age)</a>
+<a class="sourceLine" id="cb34-3" data-line-number="3">my_list <span class="op">%&gt;%</span><span class="st"> </span><span class="kw"><a href="https://rdrr.io/pkg/cleaner/man/freq.html">freq</a></span>(gender)</a></code></pre></div>
 </li>
 </ul>
 </div>
@@ -1345,7 +1385,7 @@ Using <code><a href="../reference/as.mo.html">as.mo(..., allow_uncertain = 3)</a
     <div id="tocnav">
       <h2>Contents</h2>
       <ul class="nav nav-pills nav-stacked">
-        <li><a href="#amr-0-8-0-9030">0.8.0.9030</a></li>
+        <li><a href="#amr-0-8-0-9031">0.8.0.9031</a></li>
         <li><a href="#amr-0-8-0">0.8.0</a></li>
         <li><a href="#amr-0-7-1">0.7.1</a></li>
         <li><a href="#amr-0-7-0">0.7.0</a></li>
diff --git a/docs/reference/as.mo.html b/docs/reference/as.mo.html
index 20861970..ee6f6662 100644
--- a/docs/reference/as.mo.html
+++ b/docs/reference/as.mo.html
@@ -85,7 +85,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9027</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
@@ -305,18 +305,15 @@ A microorganism ID from this package (class: <code>mo</code>) typically looks li
 <p>Values that cannot be coered will be considered 'unknown' and will get the MO code <code>UNKNOWN</code>.</p>
 <p>Use the <code><a href='mo_property.html'>mo_property</a>_*</code> functions to get properties based on the returned code, see Examples.</p>
 <p>The algorithm uses data from the Catalogue of Life (see below) and from one other source (see <code><a href='microorganisms.html'>microorganisms</a></code>).</p>
-<p><strong>Self-learning algoritm</strong> <br />
-The <code>as.mo()</code> function gains experience from previously determined microorganism IDs and learns from it. This drastically improves both speed and reliability. Use <code>clear_mo_history()</code> to reset the algorithms. Only experience from your current <code>AMR</code> package version is used. This is done because in the future the taxonomic tree (which is included in this package) may change for any organism and it consequently has to rebuild its knowledge.</p>
-<p>Usually, any guess after the first try runs 80-95% faster than the first try.</p>
-<p>This resets with every update of this <code>AMR</code> package since results are saved to your local package library folder.</p>
-<p><strong>Intelligent rules</strong> <br />
-The <code>as.mo()</code> function uses several coercion rules for fast and logical results. It assesses the input matching criteria in the following order:</p><ul>
+<p>The <code>as.mo()</code> function uses several coercion rules for fast and logical results. It assesses the input matching criteria in the following order:</p><ul>
 <li><p>Human pathogenic prevalence: the function  starts with more prevalent microorganisms, followed by less prevalent ones;</p></li>
 <li><p>Taxonomic kingdom: the function starts with determining Bacteria, then Fungi, then Protozoa, then others;</p></li>
 <li><p>Breakdown of input values to identify possible matches.</p></li>
 </ul>
 
-<p>This will lead to the effect that e.g. <code>"E. coli"</code> (a highly prevalent microorganism found in humans) will return the microbial ID of <em>Escherichia coli</em> and not <em>Entamoeba coli</em> (a less prevalent microorganism in humans), although the latter would alphabetically come first. In addition, the <code>as.mo()</code> function can differentiate four levels of uncertainty to guess valid results:</p>
+<p>This will lead to the effect that e.g. <code>"E. coli"</code> (a highly prevalent microorganism found in humans) will return the microbial ID of <em>Escherichia coli</em> and not <em>Entamoeba coli</em> (a less prevalent microorganism in humans), although the latter would alphabetically come first.</p>
+<p><strong>Coping with uncertain results</strong> <br />
+In addition, the <code>as.mo()</code> function can differentiate four levels of uncertainty to guess valid results:</p>
 <ul>
 <li><p>Uncertainty level 0: no additional rules are applied;</p></li>
 <li><p>Uncertainty level 1: allow previously accepted (but now invalid) taxonomic names and minor spelling errors;</p></li>
@@ -332,14 +329,21 @@ The <code>as.mo()</code> function uses several coercion rules for fast and logic
 </ul>
 
 <p>The level of uncertainty can be set using the argument <code>allow_uncertain</code>. The default is <code>allow_uncertain = TRUE</code>, which is equal to uncertainty level 2. Using <code>allow_uncertain = FALSE</code> is equal to uncertainty level 0 and will skip all rules. You can also use e.g. <code>as.mo(..., allow_uncertain = 1)</code> to only allow up to level 1 uncertainty.</p>
-<p>Use <code>mo_failures()</code> to get a vector with all values that could not be coerced to a valid value. <br />
-Use <code>mo_uncertainties()</code> to get a <code>data.frame</code> with all values that were coerced to a valid value, but with uncertainty. <br />
-Use <code>mo_renamed()</code> to get a <code>data.frame</code> with all values that could be coerced based on an old, previously accepted taxonomic name.</p>
+<p>There are three helper functions that can be run after then <code>as.mo()</code> function:</p><ul>
+<li><p>Use <code>mo_uncertainties()</code> to get a <code>data.frame</code> with all values that were coerced to a valid value, but with uncertainty. The output contains a score, that is calculated as <code>(n - 0.5 * L) / n</code>, where <em>n</em> is the number of characters of the returned full name of the microorganism, and <em>L</em> is the <a href='https://en.wikipedia.org/wiki/Levenshtein_distance'>Levenshtein distance</a> between that full name and the user input.</p></li>
+<li><p>Use <code>mo_failures()</code> to get a vector with all values that could not be coerced to a valid value.</p></li>
+<li><p>Use <code>mo_renamed()</code> to get a <code>data.frame</code> with all values that could be coerced based on an old, previously accepted taxonomic name.</p></li>
+</ul>   
+
 <p><strong>Microbial prevalence of pathogens in humans</strong> <br />
 The intelligent rules consider the prevalence of microorganisms in humans grouped into three groups, which is available as the <code>prevalence</code> columns in the <code><a href='microorganisms.html'>microorganisms</a></code> and <code><a href='microorganisms.old.html'>microorganisms.old</a></code> data sets. The grouping into prevalence groups is based on experience from several microbiological laboratories in the Netherlands in conjunction with international reports on pathogen prevalence.</p>
 <p>Group 1 (most prevalent microorganisms) consists of all microorganisms where the taxonomic class is Gammaproteobacteria or where the taxonomic genus is  <em>Enterococcus</em>, <em>Staphylococcus</em> or <em>Streptococcus</em>. This group consequently contains all common Gram-negative bacteria, such as <em>Pseudomonas</em> and <em>Legionella</em> and all species within the order Enterobacteriales.</p>
 <p>Group 2 consists of all microorganisms where the taxonomic phylum is Proteobacteria, Firmicutes, Actinobacteria or Sarcomastigophora, or where the taxonomic genus is <em>Aspergillus</em>, <em>Bacteroides</em>, <em>Candida</em>, <em>Capnocytophaga</em>, <em>Chryseobacterium</em>, <em>Cryptococcus</em>, <em>Elisabethkingia</em>, <em>Flavobacterium</em>, <em>Fusobacterium</em>, <em>Giardia</em>, <em>Leptotrichia</em>, <em>Mycoplasma</em>, <em>Prevotella</em>, <em>Rhodotorula</em>, <em>Treponema</em>, <em>Trichophyton</em> or <em>Ureaplasma</em>.</p>
 <p>Group 3 (least prevalent microorganisms) consists of all other microorganisms.</p>
+<p><strong>Self-learning algorithm</strong> <br />
+The <code>as.mo()</code> function gains experience from previously determined microorganism IDs and learns from it. This drastically improves both speed and reliability. Use <code>clear_mo_history()</code> to reset the algorithms. Only experience from your current <code>AMR</code> package version is used. This is done because in the future the taxonomic tree (which is included in this package) may change for any organism and it consequently has to rebuild its knowledge.</p>
+<p>Usually, any guess after the first try runs 80-95% faster than the first try.</p>
+<p>This resets with every update of this <code>AMR</code> package since results are saved to your local package library folder.</p>
     <h2 class="hasAnchor" id="source"><a class="anchor" href="#source"></a>Source</h2>
 
     
@@ -376,7 +380,7 @@ The <code><a href='mo_property.html'>mo_property</a></code> functions (like <cod
 <span class='fu'>as.mo</span>(<span class='st'>"S aureus"</span>)
 <span class='fu'>as.mo</span>(<span class='st'>"Staphylococcus aureus"</span>)
 <span class='fu'>as.mo</span>(<span class='st'>"Staphylococcus aureus (MRSA)"</span>)
-<span class='fu'>as.mo</span>(<span class='st'>"Sthafilokkockus aaureuz"</span>) <span class='co'># handles incorrect spelling</span>
+<span class='fu'>as.mo</span>(<span class='st'>"Zthafilokkoockus oureuz"</span>) <span class='co'># handles incorrect spelling</span>
 <span class='fu'>as.mo</span>(<span class='st'>"MRSA"</span>)   <span class='co'># Methicillin Resistant S. aureus</span>
 <span class='fu'>as.mo</span>(<span class='st'>"VISA"</span>)   <span class='co'># Vancomycin Intermediate S. aureus</span>
 <span class='fu'>as.mo</span>(<span class='st'>"VRSA"</span>)   <span class='co'># Vancomycin Resistant S. aureus</span>
diff --git a/docs/reference/eucast_rules.html b/docs/reference/eucast_rules.html
index 14727388..5372f500 100644
--- a/docs/reference/eucast_rules.html
+++ b/docs/reference/eucast_rules.html
@@ -51,7 +51,8 @@
   <script src="../extra.js"></script>
 
 <meta property="og:title" content="EUCAST rules — eucast_rules" />
-<meta property="og:description" content="Apply susceptibility rules as defined by the European Committee on Antimicrobial Susceptibility Testing (EUCAST, http://eucast.org), see Source. This includes (1) expert rules, (2) intrinsic resistance and (3) inferred resistance as defined in their breakpoint tables." />
+<meta property="og:description" content="Apply susceptibility rules as defined by the European Committee on Antimicrobial Susceptibility Testing (EUCAST, http://eucast.org), see Source. This includes (1) expert rules, (2) intrinsic resistance and (3) inferred resistance as defined in their breakpoint tables.
+To improve the interpretation of the antibiogram before EUCAST rules are applied, some non-EUCAST rules are applied at default, see Details." />
 <meta property="og:image" content="https://msberends.gitlab.io/AMR/logo.png" />
 <meta name="twitter:card" content="summary" />
 
@@ -85,7 +86,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9027</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
@@ -235,6 +236,7 @@
 
     <div class="ref-description">
     <p>Apply susceptibility rules as defined by the European Committee on Antimicrobial Susceptibility Testing (EUCAST, <a href='http://eucast.org'>http://eucast.org</a>), see <em>Source</em>. This includes (1) expert rules, (2) intrinsic resistance and (3) inferred resistance as defined in their breakpoint tables.</p>
+<p>To improve the interpretation of the antibiogram before EUCAST rules are applied, some non-EUCAST rules are applied at default, see Details.</p>
     </div>
 
     <pre class="usage"><span class='fu'>eucast_rules</span>(<span class='no'>x</span>, <span class='kw'>col_mo</span> <span class='kw'>=</span> <span class='kw'>NULL</span>, <span class='kw'>info</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>, <span class='kw'>rules</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"breakpoints"</span>,
@@ -289,6 +291,16 @@
 
     <p><strong>Note:</strong> This function does not translate MIC values to RSI values. Use <code><a href='as.rsi.html'>as.rsi</a></code> for that. <br />
 <strong>Note:</strong> When ampicillin (AMP, J01CA01) is not available but amoxicillin (AMX, J01CA04) is, the latter will be used for all rules where there is a dependency on ampicillin. These drugs are interchangeable when it comes to expression of antimicrobial resistance.</p>
+<p>Before further processing, some non-EUCAST rules are applied to improve the efficacy of the EUCAST rules. These non-EUCAST rules, that are applied to all isolates, are:</p><ul>
+<li><p>Inherit amoxicillin (AMX) from ampicillin (AMP), where amoxicillin (AMX) is unavailable;</p></li>
+<li><p>Inherit ampicillin (AMP) from amoxicillin (AMX), where ampicillin (AMP) is unavailable;</p></li>
+<li><p>Set amoxicillin (AMX) = R where amoxicillin/clavulanic acid (AMC) = R;</p></li>
+<li><p>Set piperacillin (PIP) = R where piperacillin/tazobactam (TZP) = R;</p></li>
+<li><p>Set trimethoprim (TMP) = R where trimethoprim/sulfamethoxazole (SXT) = R;</p></li>
+<li><p>Set amoxicillin/clavulanic acid (AMC) = S where amoxicillin (AMX) = S;</p></li>
+<li><p>Set piperacillin/tazobactam (TZP) = S where piperacillin (PIP) = S;</p></li>
+<li><p>Set trimethoprim/sulfamethoxazole (SXT) = S where trimethoprim (TMP) = S.</p></li>
+</ul><p>To <em>not</em> use these rules, please use <code>eucast_rules(..., rules = c("breakpoints", "expert"))</code>.</p>
 <p>The file containing all EUCAST rules is located here: <a href='https://gitlab.com/msberends/AMR/blob/master/data-raw/eucast_rules.tsv'>https://gitlab.com/msberends/AMR/blob/master/data-raw/eucast_rules.tsv</a>.</p>
     <h2 class="hasAnchor" id="antibiotics"><a class="anchor" href="#antibiotics"></a>Antibiotics</h2>
 
diff --git a/docs/reference/index.html b/docs/reference/index.html
index 82a46449..12a663db 100644
--- a/docs/reference/index.html
+++ b/docs/reference/index.html
@@ -84,7 +84,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9030</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
diff --git a/docs/reference/resistance_predict.html b/docs/reference/resistance_predict.html
index 568c6a2d..0d1cc210 100644
--- a/docs/reference/resistance_predict.html
+++ b/docs/reference/resistance_predict.html
@@ -85,7 +85,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">AMR (for R)</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9030</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.8.0.9031</span>
       </span>
     </div>
 
diff --git a/man/as.mo.Rd b/man/as.mo.Rd
index 81328b86..85ffb00e 100644
--- a/man/as.mo.Rd
+++ b/man/as.mo.Rd
@@ -70,14 +70,6 @@ Use the \code{\link{mo_property}_*} functions to get properties based on the ret
 
 The algorithm uses data from the Catalogue of Life (see below) and from one other source (see \code{\link{microorganisms}}).
 
-\strong{Self-learning algoritm} \cr
-The \code{as.mo()} function gains experience from previously determined microorganism IDs and learns from it. This drastically improves both speed and reliability. Use \code{clear_mo_history()} to reset the algorithms. Only experience from your current \code{AMR} package version is used. This is done because in the future the taxonomic tree (which is included in this package) may change for any organism and it consequently has to rebuild its knowledge.
-
-Usually, any guess after the first try runs 80-95\% faster than the first try.
-
-This resets with every update of this \code{AMR} package since results are saved to your local package library folder.
-
-\strong{Intelligent rules} \cr
 The \code{as.mo()} function uses several coercion rules for fast and logical results. It assesses the input matching criteria in the following order:
 \itemize{
   \item{Human pathogenic prevalence: the function  starts with more prevalent microorganisms, followed by less prevalent ones;}
@@ -85,7 +77,10 @@ The \code{as.mo()} function uses several coercion rules for fast and logical res
   \item{Breakdown of input values to identify possible matches.}
 }
 
-This will lead to the effect that e.g. \code{"E. coli"} (a highly prevalent microorganism found in humans) will return the microbial ID of \emph{Escherichia coli} and not \emph{Entamoeba coli} (a less prevalent microorganism in humans), although the latter would alphabetically come first. In addition, the \code{as.mo()} function can differentiate four levels of uncertainty to guess valid results: 
+This will lead to the effect that e.g. \code{"E. coli"} (a highly prevalent microorganism found in humans) will return the microbial ID of \emph{Escherichia coli} and not \emph{Entamoeba coli} (a less prevalent microorganism in humans), although the latter would alphabetically come first. 
+
+\strong{Coping with uncertain results} \cr
+In addition, the \code{as.mo()} function can differentiate four levels of uncertainty to guess valid results: 
 
 \itemize{
   \item{Uncertainty level 0: no additional rules are applied;}
@@ -104,9 +99,12 @@ This leads to e.g.:
 
 The level of uncertainty can be set using the argument \code{allow_uncertain}. The default is \code{allow_uncertain = TRUE}, which is equal to uncertainty level 2. Using \code{allow_uncertain = FALSE} is equal to uncertainty level 0 and will skip all rules. You can also use e.g. \code{as.mo(..., allow_uncertain = 1)} to only allow up to level 1 uncertainty.
 
-Use \code{mo_failures()} to get a vector with all values that could not be coerced to a valid value. \cr
-Use \code{mo_uncertainties()} to get a \code{data.frame} with all values that were coerced to a valid value, but with uncertainty. \cr
-Use \code{mo_renamed()} to get a \code{data.frame} with all values that could be coerced based on an old, previously accepted taxonomic name.
+There are three helper functions that can be run after then \code{as.mo()} function:
+\itemize{
+  \item{Use \code{mo_uncertainties()} to get a \code{data.frame} with all values that were coerced to a valid value, but with uncertainty. The output contains a score, that is calculated as \code{(n - 0.5 * L) / n}, where \emph{n} is the number of characters of the returned full name of the microorganism, and \emph{L} is the \href{https://en.wikipedia.org/wiki/Levenshtein_distance}{Levenshtein distance} between that full name and the user input.}
+  \item{Use \code{mo_failures()} to get a vector with all values that could not be coerced to a valid value.}
+  \item{Use \code{mo_renamed()} to get a \code{data.frame} with all values that could be coerced based on an old, previously accepted taxonomic name.}
+}   
 
 \strong{Microbial prevalence of pathogens in humans} \cr
 The intelligent rules consider the prevalence of microorganisms in humans grouped into three groups, which is available as the \code{prevalence} columns in the \code{\link{microorganisms}} and \code{\link{microorganisms.old}} data sets. The grouping into prevalence groups is based on experience from several microbiological laboratories in the Netherlands in conjunction with international reports on pathogen prevalence.
@@ -116,6 +114,13 @@ Group 1 (most prevalent microorganisms) consists of all microorganisms where the
 Group 2 consists of all microorganisms where the taxonomic phylum is Proteobacteria, Firmicutes, Actinobacteria or Sarcomastigophora, or where the taxonomic genus is \emph{Aspergillus}, \emph{Bacteroides}, \emph{Candida}, \emph{Capnocytophaga}, \emph{Chryseobacterium}, \emph{Cryptococcus}, \emph{Elisabethkingia}, \emph{Flavobacterium}, \emph{Fusobacterium}, \emph{Giardia}, \emph{Leptotrichia}, \emph{Mycoplasma}, \emph{Prevotella}, \emph{Rhodotorula}, \emph{Treponema}, \emph{Trichophyton} or \emph{Ureaplasma}. 
 
 Group 3 (least prevalent microorganisms) consists of all other microorganisms.
+
+\strong{Self-learning algorithm} \cr
+The \code{as.mo()} function gains experience from previously determined microorganism IDs and learns from it. This drastically improves both speed and reliability. Use \code{clear_mo_history()} to reset the algorithms. Only experience from your current \code{AMR} package version is used. This is done because in the future the taxonomic tree (which is included in this package) may change for any organism and it consequently has to rebuild its knowledge.
+
+Usually, any guess after the first try runs 80-95\% faster than the first try.
+
+This resets with every update of this \code{AMR} package since results are saved to your local package library folder.
 }
 \section{Source}{
 
@@ -152,7 +157,7 @@ as.mo("S. aureus")
 as.mo("S aureus")
 as.mo("Staphylococcus aureus")
 as.mo("Staphylococcus aureus (MRSA)")
-as.mo("Sthafilokkockus aaureuz") # handles incorrect spelling
+as.mo("Zthafilokkoockus oureuz") # handles incorrect spelling
 as.mo("MRSA")   # Methicillin Resistant S. aureus
 as.mo("VISA")   # Vancomycin Intermediate S. aureus
 as.mo("VRSA")   # Vancomycin Resistant S. aureus
diff --git a/man/eucast_rules.Rd b/man/eucast_rules.Rd
index 97a982fd..24b6e799 100644
--- a/man/eucast_rules.Rd
+++ b/man/eucast_rules.Rd
@@ -42,12 +42,27 @@ eucast_rules(x, col_mo = NULL, info = TRUE, rules = c("breakpoints",
 The input of \code{x}, possibly with edited values of antibiotics. Or, if \code{verbose = TRUE}, a \code{data.frame} with all original and new values of the affected bug-drug combinations.
 }
 \description{
-Apply susceptibility rules as defined by the European Committee on Antimicrobial Susceptibility Testing (EUCAST, \url{http://eucast.org}), see \emph{Source}. This includes (1) expert rules, (2) intrinsic resistance and (3) inferred resistance as defined in their breakpoint tables.
+Apply susceptibility rules as defined by the European Committee on Antimicrobial Susceptibility Testing (EUCAST, \url{http://eucast.org}), see \emph{Source}. This includes (1) expert rules, (2) intrinsic resistance and (3) inferred resistance as defined in their breakpoint tables. 
+
+To improve the interpretation of the antibiogram before EUCAST rules are applied, some non-EUCAST rules are applied at default, see Details.
 }
 \details{
 \strong{Note:} This function does not translate MIC values to RSI values. Use \code{\link{as.rsi}} for that. \cr
 \strong{Note:} When ampicillin (AMP, J01CA01) is not available but amoxicillin (AMX, J01CA04) is, the latter will be used for all rules where there is a dependency on ampicillin. These drugs are interchangeable when it comes to expression of antimicrobial resistance.
 
+Before further processing, some non-EUCAST rules are applied to improve the efficacy of the EUCAST rules. These non-EUCAST rules, that are applied to all isolates, are:
+\itemize{
+  \item{Inherit amoxicillin (AMX) from ampicillin (AMP), where amoxicillin (AMX) is unavailable;}
+  \item{Inherit ampicillin (AMP) from amoxicillin (AMX), where ampicillin (AMP) is unavailable;}
+  \item{Set amoxicillin (AMX) = R where amoxicillin/clavulanic acid (AMC) = R;}
+  \item{Set piperacillin (PIP) = R where piperacillin/tazobactam (TZP) = R;}
+  \item{Set trimethoprim (TMP) = R where trimethoprim/sulfamethoxazole (SXT) = R;}
+  \item{Set amoxicillin/clavulanic acid (AMC) = S where amoxicillin (AMX) = S;}
+  \item{Set piperacillin/tazobactam (TZP) = S where piperacillin (PIP) = S;}
+  \item{Set trimethoprim/sulfamethoxazole (SXT) = S where trimethoprim (TMP) = S.}
+}
+To \emph{not} use these rules, please use \code{eucast_rules(..., rules = c("breakpoints", "expert"))}.
+
 The file containing all EUCAST rules is located here: \url{https://gitlab.com/msberends/AMR/blob/master/data-raw/eucast_rules.tsv}.
 }
 \section{Antibiotics}{