(v0.7.1.9038) mo algorithm inprovements

DESCRIPTION

@@ -1,5 +1,5 @@
 Package: AMR
-Version: 0.7.1.9037
+Version: 0.7.1.9038
 Date: 2019-08-12
 Title: Antimicrobial Resistance Analysis
 Authors@R: c(

NEWS.md

@@ -1,4 +1,4 @@
-# AMR 0.7.1.9037
+# AMR 0.7.1.9038
 
 ### Breaking
 * Function `freq()` has moved to a new package, [`clean`](https://github.com/msberends/clean) ([CRAN link](https://cran.r-project.org/package=clean)). Creating frequency tables is actually not the scope of this package (never was) and this function has matured  a lot over the last two years. Therefore, a new package was created for data cleaning and checking and it perfectly fits the `freq()` function. The [`clean`](https://github.com/msberends/clean) package is available on CRAN and will be installed automatically when updating the `AMR` package, that now imports it. In a later stage, the `skewness()` and `kurtosis()` functions will be moved to the `clean` package too.

R/mo.R

@@ -286,6 +286,7 @@ is.mo <- function(x) {
 #' @importFrom crayon magenta red blue silver italic
 # param property a column name of AMR::microorganisms
 # param initial_search logical - is FALSE when coming from uncertain tries, which uses exec_as.mo internally too
+# param dyslexia_mode logical - also check for characters that resemble others
 # param force_mo_history logical - whether found result must be saved with set_mo_history (default FALSE on non-interactive sessions)
 # param debug logical - show different lookup texts while searching
 exec_as.mo <- function(x,
@@ -295,6 +296,7 @@ exec_as.mo <- function(x,
                        reference_df = get_mo_source(),
                        property = "mo",
                        initial_search = TRUE,
+                       dyslexia_mode = FALSE,
                        force_mo_history = FALSE,
                        debug = FALSE) {
   
@@ -490,7 +492,7 @@ exec_as.mo <- function(x,
     # remove genus as first word
     x <- gsub("^Genus ", "", x)
     # allow characters that resemble others ----
-    if (initial_search == FALSE) {
+    if (dyslexia_mode == TRUE) {
       x <- tolower(x)
       x <- gsub("[iy]+", "[iy]+", x)
       x <- gsub("(c|k|q|qu|s|z|x|ks)+", "(c|k|q|qu|s|z|x|ks)+", x)
@@ -1047,10 +1049,15 @@ exec_as.mo <- function(x,
         }
         
         if (uncertainty_level >= 1) {
+          now_checks_for_uncertainty_level <- 1
+          
           # (1) look again for old taxonomic names, now for G. species ----
           if (isTRUE(debug)) {
             cat("\n[UNCERTAINLY LEVEL 1] (1) look again for old taxonomic names, now for G. species\n")
           }
+          if (isTRUE(debug)) {
+            message("Running '", c.x_withspaces_start_end, "' and '", d.x_withspaces_start_only, "'")
+          }
           found <- microorganisms.oldDT[fullname %like% c.x_withspaces_start_end
                                         | fullname %like% d.x_withspaces_start_only]
           if (NROW(found) > 0 & nchar(g.x_backup_without_spp) >= 6) {
@@ -1068,7 +1075,7 @@ exec_as.mo <- function(x,
                         ref_new = microorganismsDT[col_id == found[1, col_id_new], ref],
                         mo = microorganismsDT[col_id == found[1, col_id_new], mo])
             uncertainties <<- rbind(uncertainties,
-                                    data.frame(uncertainty = 1,
+                                    data.frame(uncertainty = now_checks_for_uncertainty_level,
                                                input = a.x_backup,
                                                fullname = found[1, fullname],
                                                mo = paste("CoL", found[1, col_id])))
@@ -1079,16 +1086,24 @@ exec_as.mo <- function(x,
           }
           
           # (2) Try with misspelled input ----
-          # just rerun with initial_search = FALSE will used the extensive regex part above
+          # just rerun with dyslexia_mode = TRUE will used the extensive regex part above
           if (isTRUE(debug)) {
             cat("\n[UNCERTAINLY LEVEL 1] (2) Try with misspelled input\n")
           }
-          found <- suppressMessages(suppressWarnings(exec_as.mo(a.x_backup, initial_search = FALSE, allow_uncertain = FALSE, debug = debug)))
+          if (isTRUE(debug)) {
+            message("Running '", a.x_backup, "'")
+          }
+          # first try without dyslexia mode
+          found <- suppressMessages(suppressWarnings(exec_as.mo(a.x_backup, initial_search = FALSE, dyslexia_mode = FALSE, allow_uncertain = FALSE, debug = debug)))
+          if (empty_result(found)) {
+            # then with dyslexia mode
+            found <- suppressMessages(suppressWarnings(exec_as.mo(a.x_backup, initial_search = FALSE, dyslexia_mode = TRUE, allow_uncertain = FALSE, debug = debug)))
+          }
           if (!empty_result(found)) {
             found_result <- found
             found <- microorganismsDT[mo == found, ..property][[1]]
             uncertainties <<- rbind(uncertainties,
-                                    data.frame(uncertainty = 1,
+                                    data.frame(uncertainty = now_checks_for_uncertainty_level,
                                                input = a.x_backup,
                                                fullname = microorganismsDT[mo == found_result[1L], fullname][[1]],
                                                mo = found_result[1L]))
@@ -1100,6 +1115,7 @@ exec_as.mo <- function(x,
         }
         
         if (uncertainty_level >= 2) {
+          now_checks_for_uncertainty_level <- 2
           
           # (3) look for genus only, part of name ----
           if (isTRUE(debug)) {
@@ -1107,12 +1123,15 @@ exec_as.mo <- function(x,
           }
           if (nchar(g.x_backup_without_spp) > 4 & !b.x_trimmed %like% " ") {
             if (!grepl("^[A-Z][a-z]+", b.x_trimmed, ignore.case = FALSE)) {
+              if (isTRUE(debug)) {
+                message("Running '", paste(b.x_trimmed, "species"), "'")
+              }
               # not when input is like Genustext, because then Neospora would lead to Actinokineospora
               found <- microorganismsDT[fullname_lower %like% paste(b.x_trimmed, "species"), ..property][[1]]
               if (length(found) > 0) {
                 x[i] <- found[1L]
                 uncertainties <<- rbind(uncertainties,
-                                        data.frame(uncertainty = 2,
+                                        data.frame(uncertainty = now_checks_for_uncertainty_level,
                                                    input = a.x_backup,
                                                    fullname = microorganismsDT[mo == found[1L], fullname][[1]],
                                                    mo = found[1L]))
@@ -1130,12 +1149,20 @@ exec_as.mo <- function(x,
           }
           a.x_backup_stripped <- gsub("( *[(].*[)] *)", " ", a.x_backup)
           a.x_backup_stripped <- trimws(gsub(" +", " ", a.x_backup_stripped))
-          found <- suppressMessages(suppressWarnings(exec_as.mo(a.x_backup_stripped, initial_search = FALSE, allow_uncertain = FALSE, debug = debug)))
+          if (isTRUE(debug)) {
+            message("Running '", a.x_backup_stripped, "'")
+          }
+          # first try without dyslexia mode
+          found <- suppressMessages(suppressWarnings(exec_as.mo(a.x_backup_stripped, initial_search = FALSE, dyslexia_mode = FALSE, allow_uncertain = FALSE, debug = debug)))
+          if (empty_result(found)) {
+            # then with dyslexia mode
+            found <- suppressMessages(suppressWarnings(exec_as.mo(a.x_backup_stripped, initial_search = FALSE, dyslexia_mode = TRUE, allow_uncertain = FALSE, debug = debug)))
+          }
           if (!empty_result(found) & nchar(g.x_backup_without_spp) >= 6) {
             found_result <- found
             found <- microorganismsDT[mo == found, ..property][[1]]
             uncertainties <<- rbind(uncertainties,
-                                    data.frame(uncertainty = 2,
+                                    data.frame(uncertainty = now_checks_for_uncertainty_level,
                                                input = a.x_backup,
                                                fullname = microorganismsDT[mo == found_result[1L], fullname][[1]],
                                                mo = found_result[1L]))
@@ -1156,13 +1183,21 @@ exec_as.mo <- function(x,
               lastword_half <- substr(lastword, 1, as.integer(nchar(lastword) / 2))
               # remove last half of the second term
               x_strip_collapsed <- paste(c(x_strip[1:(length(x_strip) - i)], lastword_half), collapse = " ")
-              if (nchar(x_strip_collapsed) >= 4) {
+              if (nchar(x_strip_collapsed) >= 4 & nchar(lastword_half) > 2) {
-                found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, allow_uncertain = FALSE, debug = debug)))
+                if (isTRUE(debug)) {
+                  message("Running '", x_strip_collapsed, "'")
+                }
+                # first try without dyslexia mode
+                found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, dyslexia_mode = FALSE, allow_uncertain = FALSE, debug = debug)))
+                if (empty_result(found)) {
+                  # then with dyslexia mode
+                  found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, dyslexia_mode = TRUE, allow_uncertain = FALSE, debug = debug)))
+                }
                 if (!empty_result(found)) {
                   found_result <- found
                   found <- microorganismsDT[mo == found, ..property][[1]]
                   uncertainties <<- rbind(uncertainties,
-                                          data.frame(uncertainty = 2,
+                                          data.frame(uncertainty = now_checks_for_uncertainty_level,
                                                      input = a.x_backup,
                                                      fullname = microorganismsDT[mo == found_result[1L], fullname][[1]],
                                                      mo = found_result[1L]))
@@ -1181,13 +1216,21 @@ exec_as.mo <- function(x,
           if (length(x_strip) > 1) {
             for (i in 1:(length(x_strip) - 1)) {
               x_strip_collapsed <- paste(x_strip[1:(length(x_strip) - i)], collapse = " ")
-              if (nchar(x_strip_collapsed) >= 4) {
+              if (nchar(x_strip_collapsed) >= 6) {
-                found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, allow_uncertain = FALSE, debug = debug)))
+                if (isTRUE(debug)) {
+                  message("Running '", x_strip_collapsed, "'")
+                }
+                # first try without dyslexia mode
+                found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, dyslexia_mode = FALSE, allow_uncertain = FALSE, debug = debug)))
+                if (empty_result(found)) {
+                  # then with dyslexia mode
+                  found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, dyslexia_mode = TRUE, allow_uncertain = FALSE, debug = debug)))
+                }
                 if (!empty_result(found)) {
                   found_result <- found
                   found <- microorganismsDT[mo == found, ..property][[1]]
                   uncertainties <<- rbind(uncertainties,
-                                          data.frame(uncertainty = 2,
+                                          data.frame(uncertainty = now_checks_for_uncertainty_level,
                                                      input = a.x_backup,
                                                      fullname = microorganismsDT[mo == found_result[1L], fullname][[1]],
                                                      mo = found_result[1L]))
@@ -1208,7 +1251,7 @@ exec_as.mo <- function(x,
             found_result <- found
             found <- microorganismsDT[mo == found, ..property][[1]]
             uncertainties <<- rbind(uncertainties,
-                                    data.frame(uncertainty = 2,
+                                    data.frame(uncertainty = now_checks_for_uncertainty_level,
                                                input = a.x_backup,
                                                fullname = microorganismsDT[mo == found_result[1L], fullname][[1]],
                                                mo = found_result[1L]))
@@ -1222,7 +1265,7 @@ exec_as.mo <- function(x,
             found_result <- found
             found <- microorganismsDT[mo == found, ..property][[1]]
             uncertainties <<- rbind(uncertainties,
-                                    data.frame(uncertainty = 2,
+                                    data.frame(uncertainty = now_checks_for_uncertainty_level,
                                                input = a.x_backup,
                                                fullname = microorganismsDT[mo == found_result[1L], fullname][[1]],
                                                mo = found_result[1L]))
@@ -1239,14 +1282,22 @@ exec_as.mo <- function(x,
           if (length(x_strip) > 1 & nchar(g.x_backup_without_spp) >= 6) {
             for (i in 2:(length(x_strip))) {
               x_strip_collapsed <- paste(x_strip[i:length(x_strip)], collapse = " ")
-              found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, allow_uncertain = FALSE, debug = debug)))
+              if (isTRUE(debug)) {
+                message("Running '", x_strip_collapsed, "'")
+              }
+              # first try without dyslexia mode
+              found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, dyslexia_mode = FALSE, allow_uncertain = FALSE, debug = debug)))
+              if (empty_result(found)) {
+                # then with dyslexia mode
+                found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, dyslexia_mode = TRUE, allow_uncertain = FALSE, debug = debug)))
+              }
               if (!empty_result(found)) {
                 found_result <- found
                 found <- microorganismsDT[mo == found_result[1L], ..property][[1]]
                 # uncertainty level 2 only if searched part contains a space (otherwise it will be found with lvl 3)
                 if (x_strip_collapsed %like% " ") {
                   uncertainties <<- rbind(uncertainties,
-                                          data.frame(uncertainty = 2,
+                                          data.frame(uncertainty = now_checks_for_uncertainty_level,
                                                      input = a.x_backup,
                                                      fullname = microorganismsDT[mo == found_result[1L], fullname][[1]],
                                                      mo = found_result[1L]))
@@ -1261,20 +1312,30 @@ exec_as.mo <- function(x,
         }
         
         if (uncertainty_level >= 3) {
-          # (7) try to strip off one element from start and check the remains ----
+          now_checks_for_uncertainty_level <- 3
+          
+          # (7a) try to strip off one element from start and check the remains (any text size) ----
           if (isTRUE(debug)) {
-            cat("\n[UNCERTAINLY LEVEL 3] (7) try to strip off one element from start and check the remains\n")
+            cat("\n[UNCERTAINLY LEVEL 3] (7a) try to strip off one element from start and check the remains (any text size)\n")
           }
           x_strip <- a.x_backup %>% strsplit(" ") %>% unlist()
           if (length(x_strip) > 1 & nchar(g.x_backup_without_spp) >= 6) {
             for (i in 2:(length(x_strip))) {
               x_strip_collapsed <- paste(x_strip[i:length(x_strip)], collapse = " ")
-              found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, allow_uncertain = FALSE, debug = debug)))
+              if (isTRUE(debug)) {
+                message("Running '", x_strip_collapsed, "'")
+              }
+              # first try without dyslexia mode
+              found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, dyslexia_mode = FALSE, allow_uncertain = FALSE, debug = debug)))
+              if (empty_result(found)) {
+                # then with dyslexia mode
+                found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, dyslexia_mode = TRUE, allow_uncertain = FALSE, debug = debug)))
+              }
               if (!empty_result(found)) {
                 found_result <- found
                 found <- microorganismsDT[mo == found, ..property][[1]]
                 uncertainties <<- rbind(uncertainties,
-                                        data.frame(uncertainty = 3,
+                                        data.frame(uncertainty = now_checks_for_uncertainty_level,
                                                    input = a.x_backup,
                                                    fullname = microorganismsDT[mo == found_result[1L], fullname][[1]],
                                                    mo = found_result[1L]))
@@ -1285,18 +1346,53 @@ exec_as.mo <- function(x,
               }
             }
           }
+          # (7b) try to strip off one element from end and check the remains (any text size) ----
+          # (this is in fact 5b but without nchar limit of >=6)
+          if (isTRUE(debug)) {
+            cat("\n[UNCERTAINLY LEVEL 3] (7b) try to strip off one element from end and check the remains (any text size)\n")
+          }
+          if (length(x_strip) > 1) {
+            for (i in 1:(length(x_strip) - 1)) {
+              x_strip_collapsed <- paste(x_strip[1:(length(x_strip) - i)], collapse = " ")
+              if (isTRUE(debug)) {
+                message("Running '", x_strip_collapsed, "'")
+              }
+              # first try without dyslexia mode
+              found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, dyslexia_mode = FALSE, allow_uncertain = FALSE, debug = debug)))
+              if (empty_result(found)) {
+                # then with dyslexia mode
+                found <- suppressMessages(suppressWarnings(exec_as.mo(x_strip_collapsed, initial_search = FALSE, dyslexia_mode = TRUE, allow_uncertain = FALSE, debug = debug)))
+              }
+              if (!empty_result(found)) {
+                found_result <- found
+                found <- microorganismsDT[mo == found, ..property][[1]]
+                uncertainties <<- rbind(uncertainties,
+                                        data.frame(uncertainty = now_checks_for_uncertainty_level,
+                                                   input = a.x_backup,
+                                                   fullname = microorganismsDT[mo == found_result[1L], fullname][[1]],
+                                                   mo = found_result[1L]))
+                if (initial_search == TRUE) {
+                  set_mo_history(a.x_backup, get_mo_code(found[1L], property), 2, force = force_mo_history)
+                }
+                return(found[1L])
+              }
+            }
+          }
           
           # (8) part of a name (very unlikely match) ----
           if (isTRUE(debug)) {
             cat("\n[UNCERTAINLY LEVEL 3] (8) part of a name (very unlikely match)\n")
           }
+          if (isTRUE(debug)) {
+            message("Running '", f.x_withspaces_end_only, "'")
+          }
           found <- microorganismsDT[fullname %like% f.x_withspaces_end_only]
           if (nrow(found) > 0) {
             found_result <- found[["mo"]]
             if (!empty_result(found_result) & nchar(g.x_backup_without_spp) >= 6) {
               found <- microorganismsDT[mo == found_result[1L], ..property][[1]]
               uncertainties <<- rbind(uncertainties,
-                                      data.frame(uncertainty = 3,
+                                      data.frame(uncertainty = now_checks_for_uncertainty_level,
                                                  input = a.x_backup,
                                                  fullname = microorganismsDT[mo == found_result[1L], fullname][[1]],
                                                  mo = found_result[1L]))
@@ -1637,7 +1733,7 @@ mo_renamed <- function() {
   items <- strip_style(items)
   names(items) <- strip_style(names(items))
   structure(.Data = items,
-             class = c("mo_renamed", "character"))
+            class = c("mo_renamed", "character"))
 }
 
 #' @exportMethod print.mo_renamed

docs/LICENSE-text.html

@@ -78,7 +78,7 @@
       </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">0.7.1.9037</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.7.1.9038</span>
       </span>
     </div>
 

docs/articles/index.html

@@ -78,7 +78,7 @@
       </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">0.7.1.9037</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.7.1.9038</span>
       </span>
     </div>
 

docs/authors.html

@@ -78,7 +78,7 @@
       </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">0.7.1.9037</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.7.1.9038</span>
       </span>
     </div>
 

docs/index.html

@@ -42,7 +42,7 @@
       </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">0.7.1.9037</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.7.1.9038</span>
       </span>
     </div>
 

docs/news/index.html

@@ -78,7 +78,7 @@
       </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">0.7.1.9037</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.7.1.9038</span>
       </span>
     </div>
 
@@ -225,9 +225,9 @@
       
     </div>
 
-    <div id="amr-0-7-1-9037" class="section level1">
+    <div id="amr-0-7-1-9038" class="section level1">
 <h1 class="page-header">
-<a href="#amr-0-7-1-9037" class="anchor"></a>AMR 0.7.1.9037<small> Unreleased </small>
+<a href="#amr-0-7-1-9038" class="anchor"></a>AMR 0.7.1.9038<small> Unreleased </small>
 </h1>
 <div id="breaking" class="section level3">
 <h3 class="hasAnchor">
@@ -1236,7 +1236,7 @@ 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-0-7-1-9037">0.7.1.9037</a></li>
+        <li><a href="#amr-0-7-1-9038">0.7.1.9038</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>
         <li><a href="#amr-0-6-1">0.6.1</a></li>

docs/reference/index.html

@@ -78,7 +78,7 @@
       </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">0.7.1.9037</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Latest development version">0.7.1.9038</span>
       </span>
     </div>
 

tests/testthat/test-mo.R

@@ -197,8 +197,8 @@ test_that("as.mo works", {
   print(mo_renamed())
 
   # check uncertain names
-  expect_equal(suppressWarnings(as.character(as.mo("esco extra_text", allow_uncertain = FALSE))), "UNKNOWN")
+  expect_equal(suppressWarnings(as.character(as.mo("staaur extratest", allow_uncertain = TRUE))), "B_STPHY_AUR")
-  expect_equal(suppressWarnings(as.character(as.mo("esco extra_text", allow_uncertain = TRUE))), "B_ESCHR_COL")
+  expect_equal(suppressWarnings(as.character(as.mo("staaur extratest", allow_uncertain = FALSE))), "UNKNOWN")
   expect_warning(as.mo("esco extra_text", allow_uncertain = TRUE))
   expect_equal(suppressWarnings(as.character(as.mo("unexisting aureus", allow_uncertain = 3))), "B_STPHY_AUR")
   expect_equal(suppressWarnings(as.character(as.mo("unexisting staphy", allow_uncertain = 3))), "B_STPHY")
@@ -270,7 +270,7 @@ test_that("as.mo works", {
   expect_equal(as.character(as.mo("F_CANDD_GLB")), "F_CANDD_GLA")
   
   # debug mode
-  expect_output(print(suppressWarnings(as.mo("kshgcjkhsdgkshjdfsfvsdfv", debug = TRUE, allow_uncertain = 3))))
+  expect_output(print(suppressMessages(suppressWarnings(as.mo("kshgcjkhsdgkshjdfsfvsdfv", debug = TRUE, allow_uncertain = 3)))))
 
   # ..coccus
   expect_equal(as.character(as.mo(c("meningococ", "gonococ", "pneumococ"))),