CRAN RC 0.12.0 (#861)

* bump deps

* fix regression

* bump Pandoc version

* bump deps

* bump versions

* update actions

* Update check-readme.yaml

* remove redundant `pairwise.comparisons` arg

closes #858

* also update vignettes for the API change

* use roxyglobals

to automate generating global variables

* fix styler workflow; minor styling

* clean up comments; bump Pandoc

* minor

* use latest versions for pairwise comparisons

* skip on devel for now

* rstantools needed?

* run random order check on R-release

* use per-operation grouping feature

* use glue for creating expressions

* Apply automatic changes

* Update faq.Rmd

closes #864

* CRAN submission

---------

Co-authored-by: IndrajeetPatil <[email protected]>

.github/workflows/R-CMD-check-hard.yaml

@@ -29,7 +29,7 @@ jobs:
       # https://github.com/jgm/pandoc/releases
       - uses: r-lib/actions/setup-pandoc@v2
         with:
-          pandoc-version: "3.1.2"
+          pandoc-version: "3.1.6"
 
       - uses: r-lib/actions/setup-r@v2
         with:

.github/workflows/R-CMD-check-strict.yaml

@@ -38,7 +38,7 @@ jobs:
 
       - uses: r-lib/actions/setup-pandoc@v2
         with:
-          pandoc-version: "3.1.2"
+          pandoc-version: "3.1.6"
 
       - uses: r-lib/actions/setup-r@v2
         with:

.github/workflows/R-CMD-check.yaml

@@ -42,7 +42,7 @@ jobs:
 
       - uses: r-lib/actions/setup-pandoc@v2
         with:
-          pandoc-version: "3.1.2"
+          pandoc-version: "3.1.6"
 
       - uses: r-lib/actions/setup-r@v2
         with:

.github/workflows/check-link-rot.yaml

@@ -21,7 +21,7 @@ jobs:
 
       - uses: r-lib/actions/setup-pandoc@v2
         with:
-          pandoc-version: "3.1.2"
+          pandoc-version: "3.1.6"
 
       - uses: r-lib/actions/setup-r@v2
         with:

.github/workflows/check-random-test-order.yaml

@@ -18,7 +18,7 @@ jobs:
 
       - uses: r-lib/actions/setup-r@v2
         with:
-          r-version: "devel"
+          r-version: "release"
           use-public-rspm: true
 
       - uses: r-lib/actions/setup-r-dependencies@v2
@@ -34,7 +34,7 @@ jobs:
           library(cli)
           library(glue)
           library(testthat)
-          pkgload::load_all(".")
+          pkgload::load_all(".", quiet = TRUE)
           test_script_paths <- testthat::find_test_scripts("tests/testthat")
           seed <- sample.int(1e6, 1L)
           cli_inform("Chosen seed for the current test run: {seed}")

.github/workflows/check-readme.yaml

@@ -19,8 +19,8 @@ jobs:
       fail-fast: false
       matrix:
         config:
-          #- { os: ubuntu-latest, r: "release" }
-          - { os: ubuntu-latest, r: "devel" }
+          - { os: ubuntu-latest, r: "release" }
+          #- { os: ubuntu-latest, r: "devel" }
 
     env:
       GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
@@ -32,7 +32,7 @@ jobs:
       # https://github.com/jgm/pandoc/releases
       - uses: r-lib/actions/setup-pandoc@v2
         with:
-          pandoc-version: "3.1.2"
+          pandoc-version: "3.1.6"
 
       - uses: r-lib/actions/setup-r@v2
         with:

.github/workflows/check-spelling.yaml

@@ -21,7 +21,7 @@ jobs:
 
       - uses: r-lib/actions/setup-pandoc@v2
         with:
-          pandoc-version: "3.1.2"
+          pandoc-version: "3.1.6"
 
       - uses: r-lib/actions/setup-r@v2
         with:

.github/workflows/check-vignette-warnings.yaml

@@ -18,7 +18,7 @@ jobs:
 
       - uses: r-lib/actions/setup-pandoc@v2
         with:
-          pandoc-version: "3.1.2"
+          pandoc-version: "3.1.6"
 
       - uses: r-lib/actions/setup-r@v2
         with:

.github/workflows/pkgdown-no-suggests.yaml

@@ -27,7 +27,7 @@ jobs:
       # https://github.com/jgm/pandoc/releases
       - uses: r-lib/actions/setup-pandoc@v2
         with:
-          pandoc-version: "3.1.2"
+          pandoc-version: "3.1.6"
 
       - uses: r-lib/actions/setup-r@v2
         with:

.github/workflows/pkgdown.yaml

@@ -24,7 +24,7 @@ jobs:
 
       - uses: r-lib/actions/setup-pandoc@v2
         with:
-          pandoc-version: "3.1.2"
+          pandoc-version: "3.1.6"
 
       - uses: r-lib/actions/setup-r@v2
         with:
@@ -48,7 +48,7 @@ jobs:
 
       - name: Deploy to GitHub pages 🚀
         if: github.event_name != 'pull_request'
-        uses: JamesIves/[email protected].1
+        uses: JamesIves/[email protected].3
         with:
           branch: gh-pages
           folder: docs

.github/workflows/styler.yaml

@@ -30,6 +30,7 @@ jobs:
             r-lib/pkgapi
             r-lib/styler
             r-lib/roxygen2
+            anthonynorth/roxyglobals
           needs: |
             styler
             roxygen2

API

@@ -7,14 +7,14 @@ extract_caption(p)
 extract_stats(p, ...)
 extract_subtitle(p)
 ggbarstats(data, x, y, counts = NULL, type = "parametric", paired = FALSE, results.subtitle = TRUE, label = "percentage", label.args = list(alpha = 1, fill = "white"), k = 2L, proportion.test = results.subtitle, perc.k = 0L, bf.message = TRUE, ratio = NULL, conf.level = 0.95, sampling.plan = "indepMulti", fixed.margin = "rows", prior.concentration = 1, title = NULL, subtitle = NULL, caption = NULL, legend.title = NULL, xlab = NULL, ylab = NULL, ggtheme = ggstatsplot::theme_ggstatsplot(), package = "RColorBrewer", palette = "Dark2", ggplot.component = NULL, ...)
-ggbetweenstats(data, x, y, type = "parametric", pairwise.comparisons = TRUE, pairwise.display = "significant", p.adjust.method = "holm", effsize.type = "unbiased", bf.prior = 0.707, bf.message = TRUE, results.subtitle = TRUE, xlab = NULL, ylab = NULL, caption = NULL, title = NULL, subtitle = NULL, k = 2L, var.equal = FALSE, conf.level = 0.95, nboot = 100L, tr = 0.2, centrality.plotting = TRUE, centrality.type = type, centrality.point.args = list(size = 5, color = "darkred"), centrality.label.args = list(size = 3, nudge_x = 0.4, segment.linetype = 4, min.segment.length = 0), point.args = list(position = ggplot2::position_jitterdodge(dodge.width = 0.6), alpha = 0.4, size = 3, stroke = 0, na.rm = TRUE), boxplot.args = list(width = 0.3, alpha = 0.2, na.rm = TRUE), violin.args = list(width = 0.5, alpha = 0.2, na.rm = TRUE), ggsignif.args = list(textsize = 3, tip_length = 0.01, na.rm = TRUE), ggtheme = ggstatsplot::theme_ggstatsplot(), package = "RColorBrewer", palette = "Dark2", ggplot.component = NULL, ...)
+ggbetweenstats(data, x, y, type = "parametric", pairwise.display = "significant", p.adjust.method = "holm", effsize.type = "unbiased", bf.prior = 0.707, bf.message = TRUE, results.subtitle = TRUE, xlab = NULL, ylab = NULL, caption = NULL, title = NULL, subtitle = NULL, k = 2L, var.equal = FALSE, conf.level = 0.95, nboot = 100L, tr = 0.2, centrality.plotting = TRUE, centrality.type = type, centrality.point.args = list(size = 5, color = "darkred"), centrality.label.args = list(size = 3, nudge_x = 0.4, segment.linetype = 4, min.segment.length = 0), point.args = list(position = ggplot2::position_jitterdodge(dodge.width = 0.6), alpha = 0.4, size = 3, stroke = 0, na.rm = TRUE), boxplot.args = list(width = 0.3, alpha = 0.2, na.rm = TRUE), violin.args = list(width = 0.5, alpha = 0.2, na.rm = TRUE), ggsignif.args = list(textsize = 3, tip_length = 0.01, na.rm = TRUE), ggtheme = ggstatsplot::theme_ggstatsplot(), package = "RColorBrewer", palette = "Dark2", ggplot.component = NULL, ...)
 ggcoefstats(x, statistic = NULL, conf.int = TRUE, conf.level = 0.95, k = 2L, exclude.intercept = FALSE, effectsize.type = "eta", meta.analytic.effect = FALSE, meta.type = "parametric", bf.message = TRUE, sort = "none", xlab = NULL, ylab = NULL, title = NULL, subtitle = NULL, caption = NULL, only.significant = FALSE, point.args = list(size = 3, color = "blue", na.rm = TRUE), errorbar.args = list(height = 0, na.rm = TRUE), vline = TRUE, vline.args = list(linewidth = 1, linetype = "dashed"), stats.labels = TRUE, stats.label.color = NULL, stats.label.args = list(size = 3, direction = "y", min.segment.length = 0), package = "RColorBrewer", palette = "Dark2", ggtheme = ggstatsplot::theme_ggstatsplot(), ...)
 ggcorrmat(data, cor.vars = NULL, cor.vars.names = NULL, matrix.type = "upper", type = "parametric", tr = 0.2, partial = FALSE, k = 2L, sig.level = 0.05, conf.level = 0.95, bf.prior = 0.707, p.adjust.method = "holm", pch = "cross", ggcorrplot.args = list(method = "square", outline.color = "black", pch.cex = 14), package = "RColorBrewer", palette = "Dark2", colors = c("#E69F00", "white", "#009E73"), ggtheme = ggstatsplot::theme_ggstatsplot(), ggplot.component = NULL, title = NULL, subtitle = NULL, caption = NULL, ...)
 ggdotplotstats(data, x, y, xlab = NULL, ylab = NULL, title = NULL, subtitle = NULL, caption = NULL, type = "parametric", test.value = 0, bf.prior = 0.707, bf.message = TRUE, effsize.type = "g", conf.level = 0.95, tr = 0.2, k = 2L, results.subtitle = TRUE, point.args = list(color = "black", size = 3, shape = 16), centrality.plotting = TRUE, centrality.type = type, centrality.line.args = list(color = "blue", linewidth = 1, linetype = "dashed"), ggplot.component = NULL, ggtheme = ggstatsplot::theme_ggstatsplot(), ...)
 gghistostats(data, x, binwidth = NULL, xlab = NULL, title = NULL, subtitle = NULL, caption = NULL, type = "parametric", test.value = 0, bf.prior = 0.707, bf.message = TRUE, effsize.type = "g", conf.level = 0.95, tr = 0.2, k = 2L, ggtheme = ggstatsplot::theme_ggstatsplot(), results.subtitle = TRUE, bin.args = list(color = "black", fill = "grey50", alpha = 0.7), centrality.plotting = TRUE, centrality.type = type, centrality.line.args = list(color = "blue", linewidth = 1, linetype = "dashed"), normal.curve = FALSE, normal.curve.args = list(linewidth = 2), ggplot.component = NULL, ...)
 ggpiestats(data, x, y = NULL, counts = NULL, type = "parametric", paired = FALSE, results.subtitle = TRUE, label = "percentage", label.args = list(direction = "both"), label.repel = FALSE, k = 2L, proportion.test = results.subtitle, perc.k = 0L, bf.message = TRUE, ratio = NULL, conf.level = 0.95, sampling.plan = "indepMulti", fixed.margin = "rows", prior.concentration = 1, title = NULL, subtitle = NULL, caption = NULL, legend.title = NULL, ggtheme = ggstatsplot::theme_ggstatsplot(), package = "RColorBrewer", palette = "Dark2", ggplot.component = NULL, ...)
 ggscatterstats(data, x, y, type = "parametric", conf.level = 0.95, bf.prior = 0.707, bf.message = TRUE, tr = 0.2, k = 2L, results.subtitle = TRUE, label.var = NULL, label.expression = NULL, marginal = TRUE, point.args = list(size = 3, alpha = 0.4, stroke = 0), point.width.jitter = 0, point.height.jitter = 0, point.label.args = list(size = 3, max.overlaps = 1e+06), smooth.line.args = list(linewidth = 1.5, color = "blue", method = "lm", formula = y ~ x), xsidehistogram.args = list(fill = "#009E73", color = "black", na.rm = TRUE), ysidehistogram.args = list(fill = "#D55E00", color = "black", na.rm = TRUE), xlab = NULL, ylab = NULL, title = NULL, subtitle = NULL, caption = NULL, ggtheme = ggstatsplot::theme_ggstatsplot(), ggplot.component = NULL, ...)
-ggwithinstats(data, x, y, type = "parametric", pairwise.comparisons = TRUE, pairwise.display = "significant", p.adjust.method = "holm", effsize.type = "unbiased", bf.prior = 0.707, bf.message = TRUE, results.subtitle = TRUE, xlab = NULL, ylab = NULL, caption = NULL, title = NULL, subtitle = NULL, k = 2L, conf.level = 0.95, nboot = 100L, tr = 0.2, centrality.plotting = TRUE, centrality.type = type, centrality.point.args = list(size = 5, color = "darkred"), centrality.label.args = list(size = 3, nudge_x = 0.4, segment.linetype = 4), centrality.path = TRUE, centrality.path.args = list(linewidth = 1, color = "red", alpha = 0.5), point.args = list(size = 3, alpha = 0.5, na.rm = TRUE), point.path = TRUE, point.path.args = list(alpha = 0.5, linetype = "dashed"), boxplot.args = list(width = 0.2, alpha = 0.5, na.rm = TRUE), violin.args = list(width = 0.5, alpha = 0.2, na.rm = TRUE), ggsignif.args = list(textsize = 3, tip_length = 0.01, na.rm = TRUE), ggtheme = ggstatsplot::theme_ggstatsplot(), package = "RColorBrewer", palette = "Dark2", ggplot.component = NULL, ...)
+ggwithinstats(data, x, y, type = "parametric", pairwise.display = "significant", p.adjust.method = "holm", effsize.type = "unbiased", bf.prior = 0.707, bf.message = TRUE, results.subtitle = TRUE, xlab = NULL, ylab = NULL, caption = NULL, title = NULL, subtitle = NULL, k = 2L, conf.level = 0.95, nboot = 100L, tr = 0.2, centrality.plotting = TRUE, centrality.type = type, centrality.point.args = list(size = 5, color = "darkred"), centrality.label.args = list(size = 3, nudge_x = 0.4, segment.linetype = 4), centrality.path = TRUE, centrality.path.args = list(linewidth = 1, color = "red", alpha = 0.5), point.args = list(size = 3, alpha = 0.5, na.rm = TRUE), point.path = TRUE, point.path.args = list(alpha = 0.5, linetype = "dashed"), boxplot.args = list(width = 0.2, alpha = 0.5, na.rm = TRUE), violin.args = list(width = 0.5, alpha = 0.2, na.rm = TRUE), ggsignif.args = list(textsize = 3, tip_length = 0.01, na.rm = TRUE), ggtheme = ggstatsplot::theme_ggstatsplot(), package = "RColorBrewer", palette = "Dark2", ggplot.component = NULL, ...)
 grouped_ggbarstats(data, ..., grouping.var, plotgrid.args = list(), annotation.args = list())
 grouped_ggbetweenstats(data, ..., grouping.var, plotgrid.args = list(), annotation.args = list())
 grouped_ggcorrmat(data, ..., grouping.var, plotgrid.args = list(), annotation.args = list())

CITATION.cff

@@ -1,5 +1,5 @@
 # -----------------------------------------------------------
-# CITATION file created with {cffr} R package, v0.4.1
+# CITATION file created with {cffr} R package, v0.5.0
 # See also: https://docs.ropensci.org/cffr/
 # -----------------------------------------------------------
 
@@ -8,7 +8,7 @@ message: 'To cite package "ggstatsplot" in publications use:'
 type: software
 license: GPL-3.0-only
 title: 'ggstatsplot: ''ggplot2'' Based Plots with Statistical Details'
-version: 0.11.1.9000
+version: 0.12.0
 doi: 10.21105/joss.03167
 abstract: 'Extension of ''ggplot2'', ''ggstatsplot'' creates graphics with details
   from statistical tests included in the plots themselves. It provides an easier syntax
@@ -106,7 +106,7 @@ references:
   abstract: 'datawizard: Easy Data Wrangling and Statistical Transformations'
   notes: Imports
   url: https://easystats.github.io/datawizard/
-  repository: https://CRAN.R-project.org/package=datawizard
+  repository: https://easystats.r-universe.dev
   authors:
   - family-names: Patil
     given-names: Indrajeet
@@ -133,7 +133,7 @@ references:
     email: [email protected]
     orcid: https://orcid.org/0000-0001-9560-6336
   year: '2023'
-  version: '>= 0.7.1'
+  version: '>= 0.8.0'
 - type: software
   title: dplyr
   abstract: 'dplyr: A Grammar of Data Manipulation'
@@ -158,7 +158,7 @@ references:
     email: [email protected]
     orcid: https://orcid.org/0000-0003-4777-038X
   year: '2023'
-  version: '>= 1.1.1'
+  version: '>= 1.1.2'
 - type: software
   title: ggcorrplot
   abstract: 'ggcorrplot: Visualization of a Correlation Matrix using ''ggplot2'''
@@ -249,6 +249,7 @@ references:
     email: [email protected]
     orcid: https://orcid.org/0000-0003-1995-6531
   year: '2023'
+  version: '>= 0.6.4'
 - type: software
   title: glue
   abstract: 'glue: Interpreted String Literals'
@@ -299,8 +300,12 @@ references:
     given-names: Vincent
     email: [email protected]
     orcid: https://orcid.org/0000-0003-2042-7063
-  version: '>= 0.19.1'
+  - family-names: Bacher
+    given-names: Etienne
+    email: [email protected]
+    orcid: https://orcid.org/0000-0002-9271-5075
   year: '2023'
+  version: '>= 0.19.3'
 - type: software
   title: paletteer
   abstract: 'paletteer: Comprehensive Collection of Color Palettes'
@@ -316,7 +321,7 @@ references:
   abstract: 'parameters: Processing of Model Parameters'
   notes: Imports
   url: https://easystats.github.io/parameters/
-  repository: https://CRAN.R-project.org/package=parameters
+  repository: https://easystats.r-universe.dev
   authors:
   - family-names: Lüdecke
     given-names: Daniel
@@ -342,7 +347,7 @@ references:
     email: [email protected]
     orcid: https://orcid.org/0000-0001-9560-6336
   year: '2023'
-  version: '>= 0.20.3'
+  version: '>= 0.21.1'
 - type: software
   title: patchwork
   abstract: 'patchwork: The Composer of Plots'
@@ -360,7 +365,7 @@ references:
   abstract: 'performance: Assessment of Regression Models Performance'
   notes: Imports
   url: https://easystats.github.io/performance/
-  repository: https://CRAN.R-project.org/package=performance
+  repository: https://easystats.r-universe.dev
   authors:
   - family-names: Lüdecke
     given-names: Daniel
@@ -387,7 +392,7 @@ references:
     email: [email protected]
     orcid: https://orcid.org/0000-0001-9560-6336
   year: '2023'
-  version: '>= 0.10.2'
+  version: '>= 0.10.4'
 - type: software
   title: purrr
   abstract: 'purrr: Functional Programming Tools'
@@ -440,8 +445,8 @@ references:
     given-names: Indrajeet
     email: [email protected]
     orcid: https://orcid.org/0000-0003-1995-6531
+  version: '>= 1.5.1'
   year: '2023'
-  version: '>= 1.5.0'
 - type: software
   title: tidyr
   abstract: 'tidyr: Tidy Messy Data'
@@ -611,6 +616,7 @@ references:
     email: [email protected]
     orcid: https://orcid.org/0000-0003-3855-3025
   year: '2023'
+  version: '>= 1.9.7'
 - type: software
   title: psych
   abstract: 'psych: Procedures for Psychological, Psychometric, and Personality Research'
@@ -686,9 +692,9 @@ references:
   authors:
   - family-names: Wickham
     given-names: Hadley
-    email: hadley@rstudio.com
+    email: hadley@posit.co
   year: '2023'
-  version: '>= 3.1.7'
+  version: '>= 3.1.10'
 - type: software
   title: tibble
   abstract: 'tibble: Simple Data Frames'

DESCRIPTION

@@ -1,7 +1,7 @@
 Type: Package
 Package: ggstatsplot
 Title: 'ggplot2' Based Plots with Statistical Details
-Version: 0.11.1.9000
+Version: 0.12.0
 Authors@R: 
     c(person(given = "Indrajeet",
              family = "Patil",
@@ -32,23 +32,23 @@ Depends:
     R (>= 4.1.0)
 Imports:
     correlation (>= 0.8.4),
-    datawizard (>= 0.7.1),
-    dplyr (>= 1.1.1),
+    datawizard (>= 0.8.0),
+    dplyr (>= 1.1.2),
     ggcorrplot (>= 0.1.4),
     ggplot2 (>= 3.4.2),
     ggrepel (>= 0.9.3),
     ggside (>= 0.2.2),
-    ggsignif,
+    ggsignif (>= 0.6.4),
     glue,
-    insight (>= 0.19.1),
+    insight (>= 0.19.3),
     paletteer,
-    parameters (>= 0.20.3),
+    parameters (>= 0.21.1),
     patchwork,
-    performance (>= 0.10.2),
+    performance (>= 0.10.4),
     purrr (>= 1.0.1),
     rlang,
     stats,
-    statsExpressions (>= 1.5.0),
+    statsExpressions (>= 1.5.1),
     tidyr,
     utils
 Suggests:
@@ -61,11 +61,11 @@ Suggests:
     metaBMA,
     metafor,
     metaplus,
-    PMCMRplus,
+    PMCMRplus (>= 1.9.7),
     psych,
     rmarkdown,
     survival,
-    testthat (>= 3.1.7),
+    testthat (>= 3.1.10),
     tibble,
     vdiffr (>= 1.0.5),
     WRS2
@@ -75,9 +75,10 @@ Encoding: UTF-8
 Language: en-US
 LazyData: true
 Roxygen: list(
-    markdown = TRUE, 
-    roclets = c("rd", "namespace", "collate", "pkgapi::api_roclet")
+    markdown = TRUE,
+    roclets = c("collate", "namespace", "rd", "pkgapi::api_roclet", "roxyglobals::global_roclet")
   )
 RoxygenNote: 7.2.3.9000
 Config/testthat/edition: 3
 Config/testthat/parallel: true
+Config/Needs/check: anthonynorth/roxyglobals

NEWS.md

@@ -1,4 +1,4 @@
-# ggstatsplot 0.11.1.9000
+# ggstatsplot 0.12.0
 
 N.B. All statistical analysis in `{ggstatsplot}` is carried out in
 `{statsExpressions}`. Thus, to see changes related to statistical expressions,
@@ -12,10 +12,15 @@ read the `NEWS` for that package:
   argument was also redundant. Since removing a specific geom is straightforward
   using `*.args` arguments. Examples for these two functions illustrate how.
 
+- `ggbetweenstats()` and `ggwithinstats()` retire `pairwise.comparisons`
+  argument since it was redundant. In order to turn off showing pairwise
+  comparisons, you can now use `pairwise.display = "none"`.
+
 ## NEW FEATURES
 
 - `ggbetweenstats()` gets `boxplot.args` argument to pass additional arguments
-  to the underlying geom function.
+  to the underlying geom function. This also fixes regression introduced in
+  `0.11.1` release where outlier points were displayed along with box plot.
 
 # ggstatsplot 0.11.1
 

R/combine_plots.R

@@ -20,18 +20,20 @@
 #' @param ... Currently ignored.
 #' @inheritParams patchwork::wrap_plots
 #'
+#' @autoglobal
+#'
 #' @examples
 #' library(ggplot2)
 #'
-#' # preparing the first plot
+#' # first plot
 #' p1 <- ggplot(
 #'   data = subset(iris, iris$Species == "setosa"),
 #'   aes(x = Sepal.Length, y = Sepal.Width)
 #' ) +
 #'   geom_point() +
 #'   labs(title = "setosa")
 #'
-#' # preparing the second plot
+#' # second plot
 #' p2 <- ggplot(
 #'   data = subset(iris, iris$Species == "versicolor"),
 #'   aes(x = Sepal.Length, y = Sepal.Width)

R/extract_stats.R

@@ -23,6 +23,8 @@
 #' @param p A plot from `{ggstatsplot}` package
 #' @param ... Ignored
 #'
+#' @autoglobal
+#'
 #' @examplesIf identical(Sys.getenv("NOT_CRAN"), "true") && requireNamespace("PMCMRplus", quietly = TRUE)
 #' set.seed(123)
 #'