diff --git a/.github/workflows/check.yaml b/.github/workflows/check.yaml
index 48529b67..26380847 100644
--- a/.github/workflows/check.yaml
+++ b/.github/workflows/check.yaml
@@ -25,12 +25,8 @@
 
 on:
   push:
-    branches:
-      - development
-      - main
-  pull_request:
-    branches:
-      - main
+     # run after a git push on any branch in this repo
+    branches: '**'
   schedule:
     # run a schedule everyday at 1 AM.
     # this is to check that all dependencies are still available (see R/zzz.R)
@@ -55,32 +51,21 @@ jobs:
           - {os: macOS-latest,   r: '4.1',     allowfail: false}
           - {os: macOS-latest,   r: '4.0',     allowfail: false}
           - {os: macOS-latest,   r: '3.6',     allowfail: false}
-          - {os: macOS-latest,   r: '3.5',     allowfail: false}
-          - {os: macOS-latest,   r: '3.4',     allowfail: false}
-          # - {os: macOS-latest,   r: '3.3',     allowfail: false}
-          # - {os: macOS-latest,   r: '3.2',     allowfail: false}
-          # - {os: macOS-latest,   r: '3.1',     allowfail: true}
-          # - {os: macOS-latest,   r: '3.0',     allowfail: true}
-          - {os: ubuntu-20.04,   r: 'devel',   allowfail: true,  rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"}
-          - {os: ubuntu-20.04,   r: '4.1',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"}
-          - {os: ubuntu-20.04,   r: '4.0',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"}
-          - {os: ubuntu-20.04,   r: '3.6',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"}
-          - {os: ubuntu-20.04,   r: '3.5',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"}
-          - {os: ubuntu-20.04,   r: '3.4',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"}
-          - {os: ubuntu-20.04,   r: '3.3',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"}
-          - {os: ubuntu-20.04,   r: '3.2',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"}
-          - {os: ubuntu-20.04,   r: '3.1',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"}
-          - {os: ubuntu-20.04,   r: '3.0',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"}
+          - {os: ubuntu-22.04,   r: 'devel',   allowfail: true,  rspm: "https://packagemanager.rstudio.com/cran/__linux__/jammy/latest"}
+          - {os: ubuntu-22.04,   r: '4.2',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/jammy/latest"}
+          - {os: ubuntu-22.04,   r: '4.1',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/jammy/latest"}
+          - {os: ubuntu-22.04,   r: '4.0',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/jammy/latest"}
+          - {os: ubuntu-22.04,   r: '3.6',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/jammy/latest"}
+          - {os: ubuntu-22.04,   r: '3.5',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/jammy/latest"}
+          - {os: ubuntu-22.04,   r: '3.4',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/jammy/latest"}
+          - {os: ubuntu-22.04,   r: '3.3',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/jammy/latest"}
+          - {os: ubuntu-22.04,   r: '3.2',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/jammy/latest"}
+          - {os: ubuntu-22.04,   r: '3.1',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/jammy/latest"}
+          - {os: ubuntu-22.04,   r: '3.0',     allowfail: false, rspm: "https://packagemanager.rstudio.com/cran/__linux__/jammy/latest"}
           - {os: windows-latest, r: 'devel',   allowfail: true}
           - {os: windows-latest, r: '4.1',     allowfail: false}
           - {os: windows-latest, r: '4.0',     allowfail: false}
           - {os: windows-latest, r: '3.6',     allowfail: false}
-          - {os: windows-latest, r: '3.5',     allowfail: false}
-          - {os: windows-latest, r: '3.4',     allowfail: false}
-          # - {os: windows-latest, r: '3.3',     allowfail: false}
-          # - {os: windows-latest, r: '3.2',     allowfail: true}
-          # - {os: windows-latest, r: '3.1',     allowfail: true}
-          # - {os: windows-latest, r: '3.0',     allowfail: true}
     env:
       R_REMOTES_NO_ERRORS_FROM_WARNINGS: true
       RSPM: ${{ matrix.config.rspm }}
diff --git a/DESCRIPTION b/DESCRIPTION
index 846d10f5..fbc00f8f 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,5 +1,5 @@
 Package: AMR
-Version: 1.8.1.9020
+Version: 1.8.1.9021
 Date: 2022-08-21
 Title: Antimicrobial Resistance Data Analysis
 Description: Functions to simplify and standardise antimicrobial resistance (AMR)
diff --git a/NEWS.md b/NEWS.md
index a7a12d6b..16e17a4f 100755
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,4 +1,4 @@
-# AMR 1.8.1.9020
+# AMR 1.8.1.9021
 
 ### New
 * EUCAST 2022 and CLSI 2022 guidelines have been added for `as.rsi()`. EUCAST 2022 is now the new default guideline for all MIC and disks diffusion interpretations.
diff --git a/R/plot.R b/R/plot.R
index 68ec4351..43920a0e 100644
--- a/R/plot.R
+++ b/R/plot.R
@@ -60,6 +60,7 @@
 #' # when providing the microorganism and antibiotic, colours will show interpretations:
 #' plot(some_mic_values, mo = "S. aureus", ab = "ampicillin")
 #' plot(some_disk_values, mo = "Escherichia coli", ab = "cipro")
+#' plot(some_disk_values, mo = "Escherichia coli", ab = "cipro", language = "uk")
 #' 
 #' \donttest{
 #' if (require("ggplot2")) {
diff --git a/_pkgdown.yml b/_pkgdown.yml
index 4a7892a5..c5f87d34 100644
--- a/_pkgdown.yml
+++ b/_pkgdown.yml
@@ -33,6 +33,7 @@ template:
   bslib:
     code_font: {google: "Fira Code"}
     body-text-align: "justify"
+    line-height-base: 1.75
     # the green "success" colour of this bootstrap theme should be the same as the green in our logo
     success: "#128f76"
     link-color: "#128f76"
diff --git a/man/plot.Rd b/man/plot.Rd
index 3d6c4753..20ee1d24 100644
--- a/man/plot.Rd
+++ b/man/plot.Rd
@@ -142,6 +142,7 @@ plot(some_rsi_values)
 # when providing the microorganism and antibiotic, colours will show interpretations:
 plot(some_mic_values, mo = "S. aureus", ab = "ampicillin")
 plot(some_disk_values, mo = "Escherichia coli", ab = "cipro")
+plot(some_disk_values, mo = "Escherichia coli", ab = "cipro", language = "uk")
 
 \donttest{
 if (require("ggplot2")) {
diff --git a/pkgdown/extra.js b/pkgdown/extra.js
index c7e099b7..9b247271 100644
--- a/pkgdown/extra.js
+++ b/pkgdown/extra.js
@@ -28,15 +28,16 @@
 $(document).ready(function() {
 
   // replace \donttest and \dontrun texts in Examples
-  if ($(".ref-examples pre").length > 0) {
-    $(".ref-examples pre").html($(".ref-examples pre").html().replaceAll("# \\donttest{", ""));
-    $(".ref-examples pre").html($(".ref-examples pre").html().replaceAll("# \\dontrun{", ""));
-    $(".ref-examples pre").html($(".ref-examples pre").html().replaceAll("# }", ""));
+  if ($("#ref-examples ~ div pre").length > 0) {
+    $("#ref-examples ~ div pre").html($("#ref-examples ~ div pre").html().replaceAll("# \\donttest{", ""));
+    $("#ref-examples ~ div pre").html($("#ref-examples ~ div pre").html().replaceAll("# \\dontrun{", ""));
+    $("#ref-examples ~ div pre").html($("#ref-examples ~ div pre").html().replaceAll("# }", ""));
   }
   
   // remove leading newline in code examples on changelog
   if ($("body .template-news").length > 0) {
     $("body .template-news").html($("body .template-news").html().replaceAll('sourceCode R">\n<span', 'sourceCode R"><span'));
+    $("body .template-news").html($("body .template-news").html().replaceAll('sourceCode R"><span></span>\n<span', 'sourceCode R"><span'));
   }
 
   // add doctoral titles to authors
diff --git a/vignettes/resistance_predict.Rmd b/vignettes/resistance_predict.Rmd
index 182595a4..f54dfd32 100755
--- a/vignettes/resistance_predict.Rmd
+++ b/vignettes/resistance_predict.Rmd
@@ -21,7 +21,7 @@ knitr::opts_chunk$set(
 ```
 
 ## Needed R packages
-As with many uses in R, we need some additional packages for AMR data analysis. Our package works closely together with the [tidyverse packages](https://www.tidyverse.org) [`dplyr`](https://dplyr.tidyverse.org/) and [`ggplot2`](https://ggplot2.tidyverse.org) by Dr Hadley Wickham. The tidyverse tremendously improves the way we conduct data science - it allows for a very natural way of writing syntaxes and creating beautiful plots in R.
+As with many uses in R, we need some additional packages for AMR data analysis. Our package works closely together with the [tidyverse packages](https://www.tidyverse.org) [`dplyr`](https://dplyr.tidyverse.org/) and [`ggplot2`](https://ggplot2.tidyverse.org). The tidyverse tremendously improves the way we conduct data science - it allows for a very natural way of writing syntaxes and creating beautiful plots in R.
 
 Our `AMR` package depends on these packages and even extends their use and functions.
 
@@ -57,7 +57,7 @@ The function will look for a date column itself if `col_date` is not set.
 
 When running any of these commands, a summary of the regression model will be printed unless using `resistance_predict(..., info = FALSE)`.
 
-```{r, echo = FALSE}
+```{r, echo = FALSE, message = FALSE}
 predict_TZP <- example_isolates %>% 
   resistance_predict(col_ab = "TZP", model = "binomial")
 ```