Eva Hamrud
| Snapshot Date: 2025-12-11 13:40 -0500 (Thu, 11 Dec 2025) |
| git_url: https://git.bioconductor.org/packages/mixOmics |
| git_branch: devel |
| git_last_commit: 6f91947 |
| git_last_commit_date: 2025-10-29 10:48:48 -0500 (Wed, 29 Oct 2025) |
| Back to Multiple platform build/check report for BioC 3.23: simplified long |
|
This page was generated on 2025-12-12 11:35 -0500 (Fri, 12 Dec 2025).
| Hostname | OS | Arch (*) | R version | Installed pkgs |
|---|---|---|---|---|
| nebbiolo1 | Linux (Ubuntu 24.04.3 LTS) | x86_64 | R Under development (unstable) (2025-10-20 r88955) -- "Unsuffered Consequences" | 4874 |
| kjohnson3 | macOS 13.7.7 Ventura | arm64 | R Under development (unstable) (2025-11-04 r88984) -- "Unsuffered Consequences" | 4582 |
| Click on any hostname to see more info about the system (e.g. compilers) (*) as reported by 'uname -p', except on Windows and Mac OS X | ||||
| Package 1320/2332 | Hostname | OS / Arch | INSTALL | BUILD | CHECK | BUILD BIN | ||||||||
| mixOmics 6.35.0 (landing page) Eva Hamrud
| nebbiolo1 | Linux (Ubuntu 24.04.3 LTS) / x86_64 | OK | OK | OK | | ||||||||
| kjohnson3 | macOS 13.7.7 Ventura / arm64 | OK | OK | OK | OK | | ||||||||
|
To the developers/maintainers of the mixOmics package: - Allow up to 24 hours (and sometimes 48 hours) for your latest push to git@git.bioconductor.org:packages/mixOmics.git to reflect on this report. See Troubleshooting Build Report for more information. - Use the following Renviron settings to reproduce errors and warnings. - If 'R CMD check' started to fail recently on the Linux builder(s) over a missing dependency, add the missing dependency to 'Suggests:' in your DESCRIPTION file. See Renviron.bioc for more information. |
| Package: mixOmics |
| Version: 6.35.0 |
| Command: /Library/Frameworks/R.framework/Resources/bin/R CMD check --install=check:mixOmics.install-out.txt --library=/Library/Frameworks/R.framework/Resources/library --no-vignettes --timings mixOmics_6.35.0.tar.gz |
| StartedAt: 2025-12-11 21:05:00 -0500 (Thu, 11 Dec 2025) |
| EndedAt: 2025-12-11 21:13:58 -0500 (Thu, 11 Dec 2025) |
| EllapsedTime: 538.2 seconds |
| RetCode: 0 |
| Status: OK |
| CheckDir: mixOmics.Rcheck |
| Warnings: 0 |
##############################################################################
##############################################################################
###
### Running command:
###
### /Library/Frameworks/R.framework/Resources/bin/R CMD check --install=check:mixOmics.install-out.txt --library=/Library/Frameworks/R.framework/Resources/library --no-vignettes --timings mixOmics_6.35.0.tar.gz
###
##############################################################################
##############################################################################
* using log directory ‘/Users/biocbuild/bbs-3.23-bioc/meat/mixOmics.Rcheck’
* using R Under development (unstable) (2025-11-04 r88984)
* using platform: aarch64-apple-darwin20
* R was compiled by
Apple clang version 16.0.0 (clang-1600.0.26.6)
GNU Fortran (GCC) 14.2.0
* running under: macOS Ventura 13.7.8
* using session charset: UTF-8
* using option ‘--no-vignettes’
* checking for file ‘mixOmics/DESCRIPTION’ ... OK
* checking extension type ... Package
* this is package ‘mixOmics’ version ‘6.35.0’
* package encoding: UTF-8
* checking package namespace information ... OK
* checking package dependencies ... OK
* checking if this is a source package ... OK
* checking if there is a namespace ... OK
* checking for hidden files and directories ... OK
* checking for portable file names ... NOTE
Found the following non-portable file paths:
mixOmics/tests/testthat/_snaps/plotIndiv.pca/pca-plot-coloured-by-primary-groups-custom-cols-reordered-groups.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pca/pca-plot-coloured-by-primary-groups-custom-cols-with-set-pch-circle-for-all-samples.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pca/pca-plot-coloured-by-primary-groups-custom-cols-with-set-pch-triangle-for-all-samples.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pca/pca-plot-coloured-by-primary-groups-with-pch-for-secondary-groups-reordered.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pca/pca-plot-coloured-by-primary-groups-with-pch-for-secondary-groups.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pca/pca-plot-coloured-by-primary-groups-with-set-pch-for-each-group.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pca/pca-plot-sample-names-coloured-by-primary-groups-custom-cols.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pca/pca-plot-with-centroids-coloured-by-primary-groups-custom-cols.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pca/pca-plot-with-ellipse-coloured-by-primary-groups-custom-cols-ellipse-level-0-5.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pca/pca-plot-with-ellipse-coloured-by-primary-groups-custom-cols-sample-names.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pca/pca-plot-with-ellipse-coloured-by-primary-groups-custom-cols.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pls/pca-plot-sample-names-coloured-by-primary-groups-custom-cols.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pls/rcca-plot-coloured-by-primary-groups-custom-cols-reordered-groups.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pls/rcca-plot-coloured-by-primary-groups-custom-cols-with-set-pch-circle-for-all-samples.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pls/rcca-plot-coloured-by-primary-groups-with-pch-for-secondary-groups.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pls/rcca-plot-coloured-by-primary-groups-with-set-pch-for-each-group.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pls/rcca-plot-with-ellipse-coloured-by-primary-groups-ellipse-level-0-5.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pls/rcca-plot-with-pch-for-primary-groups-col-consistent.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pls/spls-plot-with-centroids-and-stars-coloured-by-primary-groups.svg
mixOmics/tests/testthat/_snaps/plotIndiv.pls/splsda-plot-with-centroids-and-stars-custom-cols-pch-on-second-grouping.svg
mixOmics/tests/testthat/_snaps/plotLoadings.mint.pls/loadings-plot-mint-pls-change-cols-and-borders-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.mint.pls/loadings-plot-mint-pls-change-cols-and-borders-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.mint.pls/loadings-plot-mint-pls-change-gene-names-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.mint.pls/loadings-plot-mint-pls-change-gene-names-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.mint.pls/loadings-plot-mint-pls-change-labels-and-label-sizes-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.mint.pls/loadings-plot-mint-pls-change-labels-and-label-sizes-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.mint.pls/loadings-plot-mint-pls-change-layout-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.mint.pls/loadings-plot-mint-pls-change-layout-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.mint.pls/loadings-plot-mint-pls-specific-study-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.mint.pls/loadings-plot-mint-pls-specific-study-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.mint.plsda/mint-plsda-loadings-ggplot2-specific-study.svg
mixOmics/tests/testthat/_snaps/plotLoadings.pca/loadings-plot-change-gene-names-and-plot-top-3-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.pca/loadings-plot-change-gene-names-and-plot-top-3-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.pca/loadings-plot-change-labels-and-label-sizes-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.pca/loadings-plot-change-labels-and-label-sizes-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.pls/loadings-plot-spls-change-cols-and-borders-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.pls/loadings-plot-spls-change-cols-and-borders-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.pls/loadings-plot-spls-change-gene-names-and-plot-top-3-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.pls/loadings-plot-spls-change-gene-names-and-plot-top-3-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.pls/loadings-plot-spls-change-labels-and-label-sizes-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.pls/loadings-plot-spls-change-labels-and-label-sizes-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.plsda/loadings-plot-splsda-with-custom-legend-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.plsda/loadings-plot-splsda-with-custom-legend-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.plsda/loadings-plot-splsda-with-custom-names-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.plsda/loadings-plot-splsda-with-custom-title-and-labels-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.plsda/loadings-plot-splsda-with-custom-title-and-labels-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.sgccda/loadings-plot-diablo-block-specific-with-contrib-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.sgccda/loadings-plot-diablo-block-specific-with-contrib-graphics.svg
mixOmics/tests/testthat/_snaps/plotLoadings.sgccda/loadings-plot-diablo-change-labels-and-label-sizes-ggplot2.svg
mixOmics/tests/testthat/_snaps/plotLoadings.sgccda/loadings-plot-diablo-change-labels-and-label-sizes-graphics.svg
Tarballs are only required to store paths of up to 100 bytes and cannot
store those of more than 256 bytes, with restrictions including to 100
bytes for the final component.
See section ‘Package structure’ in the ‘Writing R Extensions’ manual.
* checking for sufficient/correct file permissions ... OK
* checking whether package ‘mixOmics’ can be installed ... OK
* checking installed package size ... INFO
installed size is 6.5Mb
sub-directories of 1Mb or more:
R 1.6Mb
data 3.3Mb
* checking package directory ... OK
* checking DESCRIPTION meta-information ... OK
* checking top-level files ... OK
* checking for left-over files ... OK
* checking index information ... OK
* checking package subdirectories ... OK
* checking code files for non-ASCII characters ... OK
* checking R files for syntax errors ... OK
* checking whether the package can be loaded ... OK
* checking whether the package can be loaded with stated dependencies ... OK
* checking whether the package can be unloaded cleanly ... OK
* checking whether the namespace can be loaded with stated dependencies ... OK
* checking whether the namespace can be unloaded cleanly ... OK
* checking whether startup messages can be suppressed ... OK
* checking dependencies in R code ... NOTE
Namespace in Imports field not imported from: ‘gsignal’
All declared Imports should be used.
* checking S3 generic/method consistency ... OK
* checking replacement functions ... OK
* checking foreign function calls ... OK
* checking R code for possible problems ... NOTE
.plotLoadings_barplot: no visible binding for global variable
‘size.axis’
perf.assess.sgccda: no visible binding for global variable
‘signif.threshold’
plotLoadings.mint.pls: no visible binding for global variable
‘importance’
plotLoadings.mint.pls: no visible binding for global variable ‘color’
plotLoadings.mint.plsda: no visible binding for global variable
‘importance’
plotLoadings.mint.plsda: no visible binding for global variable ‘color’
plotLoadings.mint.spls: no visible binding for global variable
‘importance’
plotLoadings.mint.spls: no visible binding for global variable ‘color’
plotLoadings.mint.splsda: no visible binding for global variable
‘importance’
plotLoadings.mint.splsda: no visible binding for global variable
‘color’
plotLoadings.mixo_pls: no visible binding for global variable
‘importance’
plotLoadings.mixo_plsda: no visible binding for global variable
‘importance’
plotLoadings.mixo_plsda: no visible binding for global variable ‘color’
plotLoadings.mixo_plsda: no visible binding for global variable ‘group’
plotLoadings.mixo_spls: no visible binding for global variable
‘importance’
plotLoadings.mixo_splsda: no visible binding for global variable
‘importance’
plotLoadings.mixo_splsda: no visible binding for global variable
‘color’
plotLoadings.mixo_splsda: no visible binding for global variable
‘group’
plotLoadings.pca: no visible binding for global variable ‘importance’
plotLoadings.rcc: no visible binding for global variable ‘importance’
plotLoadings.rgcca: no visible binding for global variable ‘importance’
plotLoadings.sgcca: no visible binding for global variable ‘importance’
plotLoadings.sgccda: no visible binding for global variable
‘importance’
plotLoadings.sgccda: no visible binding for global variable ‘color’
plotLoadings.sgccda: no visible binding for global variable ‘group’
Undefined global functions or variables:
color group importance signif.threshold size.axis
* checking Rd files ... NOTE
checkRd: (-1) plotLoadings.Rd:479: Lost braces
479 | For code{mint.pls}, \code{mint.spls}: when \code{study="all.partial"},
| ^
* checking Rd metadata ... OK
* checking Rd cross-references ... NOTE
Found the following Rd file(s) with Rd \link{} targets missing package
anchors:
perf.Rd: BiocParallelParam-class
perf.assess.Rd: BiocParallelParam-class
rcc.Rd: estimate.lambda
tune.Rd: BiocParallelParam-class
tune.block.plsda.Rd: BiocParallelParam-class
tune.block.splsda.Rd: BiocParallelParam-class
tune.pls.Rd: BiocParallelParam-class
tune.plsda.Rd: BiocParallelParam-class
tune.spca.Rd: BiocParallelParam-class
tune.spls.Rd: BiocParallelParam-class
tune.splsda.Rd: BiocParallelParam-class
Please provide package anchors for all Rd \link{} targets not in the
package itself and the base packages.
* checking for missing documentation entries ... OK
* checking for code/documentation mismatches ... OK
* checking Rd \usage sections ... NOTE
S3 methods shown with full name in Rd file 'perf.assess.Rd':
‘perf.assess’
The \usage entries for S3 methods should use the \method markup and not
their full name.
See chapter ‘Writing R documentation files’ in the ‘Writing R
Extensions’ manual.
* checking Rd contents ... OK
* checking for unstated dependencies in examples ... OK
* checking contents of ‘data’ directory ... OK
* checking data for non-ASCII characters ... OK
* checking data for ASCII and uncompressed saves ... OK
* checking files in ‘vignettes’ ... OK
* checking examples ... OK
Examples with CPU (user + system) or elapsed time > 5s
user system elapsed
tune.spls 73.971 7.838 85.656
tune.splsda 32.918 4.444 38.492
tune.plsda 14.775 1.721 17.348
tune.pls 12.191 1.481 14.449
tune.block.plsda 9.597 0.156 10.228
plotIndiv 8.118 1.173 9.693
perf.assess 8.415 0.633 9.867
biplot 6.194 0.046 6.467
tune.block.splsda 4.417 0.088 16.638
* checking for unstated dependencies in ‘tests’ ... OK
* checking tests ...
Running ‘testthat.R’
OK
* checking for unstated dependencies in vignettes ... OK
* checking package vignettes ... OK
* checking running R code from vignettes ... SKIPPED
* checking re-building of vignette outputs ... SKIPPED
* checking PDF version of manual ... OK
* DONE
Status: 6 NOTEs
See
‘/Users/biocbuild/bbs-3.23-bioc/meat/mixOmics.Rcheck/00check.log’
for details.
mixOmics.Rcheck/00install.out
############################################################################## ############################################################################## ### ### Running command: ### ### /Library/Frameworks/R.framework/Resources/bin/R CMD INSTALL mixOmics ### ############################################################################## ############################################################################## * installing to library ‘/Library/Frameworks/R.framework/Versions/4.6-arm64/Resources/library’ * installing *source* package ‘mixOmics’ ... ** this is package ‘mixOmics’ version ‘6.35.0’ ** using staged installation ** R ** data ** inst ** byte-compile and prepare package for lazy loading ** help *** installing help indices ** building package indices ** installing vignettes ** testing if installed package can be loaded from temporary location ** testing if installed package can be loaded from final location ** testing if installed package keeps a record of temporary installation path * DONE (mixOmics)
mixOmics.Rcheck/tests/testthat.Rout
R Under development (unstable) (2025-11-04 r88984) -- "Unsuffered Consequences"
Copyright (C) 2025 The R Foundation for Statistical Computing
Platform: aarch64-apple-darwin20
R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.
R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.
Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.
> library(testthat)
> library(mixOmics)
Loading required package: MASS
Loading required package: lattice
Loading required package: ggplot2
Loaded mixOmics 6.35.0
Thank you for using mixOmics!
Tutorials: http://mixomics.org
Bookdown vignette: https://mixomicsteam.github.io/Bookdown
Questions, issues: Follow the prompts at http://mixomics.org/contact-us
Cite us: citation('mixOmics')
>
> test_check("mixOmics")
2025-12-11 21:10:09.519 R[33201:369725952] XType: Using static font registry.
character(0)
character(0)
character(0)
character(0)
character(0)
character(0)
character(0)
character(0)
character(0)
character(0)
character(0)
character(0)
character(0)
character(0)
[1] "test.keepX is set to NULL, tuning only for number of components..."
[1] "test.keepX is set to NULL, tuning only for number of components..."
[1] "test.keepX set to NULL, tuning only for number of components..."
[1] "test.keepX and test.keepY are set to NULL, tuning only for number of components..."
[1] "test.keepX and test.keepY are set to NULL, tuning only for number of components..."
[1] "test.keepX and test.keepY are set to NULL, tuning only for number of components..."
[1] "test.keepX set to NULL, tuning only for number of components..."
[ FAIL 0 | WARN 3 | SKIP 51 | PASS 663 ]
══ Skipped tests (51) ══════════════════════════════════════════════════════════
• On CRAN (51): 'test-biplot.R:13:1', 'test-biplot.R:35:1',
'test-biplot.R:59:1', 'test-plotArrow.R:46:1', 'test-plotArrow.R:77:1',
'test-plotIndiv.mint.R:73:1', 'test-plotIndiv.mint.R:96:1',
'test-plotIndiv.mint.R:127:1', 'test-plotIndiv.mint.R:142:1',
'test-plotIndiv.mint.R:165:1', 'test-plotIndiv.pca.R:148:1',
'test-plotIndiv.pca.R:172:1', 'test-plotIndiv.pca.R:205:1',
'test-plotIndiv.pca.R:239:1', 'test-plotIndiv.pca.R:259:1',
'test-plotIndiv.pls.R:415:1', 'test-plotIndiv.pls.R:438:1',
'test-plotIndiv.pls.R:464:1', 'test-plotIndiv.pls.R:482:1',
'test-plotIndiv.pls.R:494:1', 'test-plotIndiv.pls.R:527:1',
'test-plotIndiv.pls.R:560:1', 'test-plotIndiv.pls.R:577:1',
'test-plotIndiv.pls.R:595:1', 'test-plotIndiv.pls.R:606:1',
'test-plotIndiv.pls.R:618:1', 'test-plotIndiv.pls.R:651:1',
'test-plotIndiv.pls.R:662:1', 'test-plotIndiv.pls.R:679:1',
'test-plotIndiv.pls.R:690:1', 'test-plotIndiv.pls.R:708:1',
'test-plotIndiv.pls.R:737:1', 'test-plotLoadings.mint.pls.R:11:3',
'test-plotLoadings.mint.pls.R:58:1', 'test-plotLoadings.mint.pls.R:117:1',
'test-plotLoadings.mint.plsda.R:14:5', 'test-plotLoadings.mint.plsda.R:61:5',
'test-plotLoadings.mint.plsda.R:87:1',
'test-plotLoadings.mint.plsda.R:139:1', 'test-plotLoadings.pca.R:11:3',
'test-plotLoadings.pca.R:46:1', 'test-plotLoadings.pca.R:80:1',
'test-plotLoadings.pls.R:39:1', 'test-plotLoadings.pls.R:87:1',
'test-plotLoadings.plsda.R:105:1', 'test-plotLoadings.plsda.R:144:1',
'test-plotLoadings.sgccda.R:16:3', 'test-plotLoadings.sgccda.R:32:3',
'test-plotLoadings.sgccda.R:47:3', 'test-plotLoadings.sgccda.R:91:1',
'test-plotLoadings.sgccda.R:129:1'
[ FAIL 0 | WARN 3 | SKIP 51 | PASS 663 ]
>
> proc.time()
user system elapsed
137.836 12.874 229.881
mixOmics.Rcheck/mixOmics-Ex.timings
| name | user | system | elapsed | |
| S3methods-print | 0.005 | 0.002 | 0.007 | |
| auroc | 0.382 | 0.006 | 0.430 | |
| background.predict | 3.527 | 1.094 | 4.974 | |
| biplot | 6.194 | 0.046 | 6.467 | |
| block.pls | 0.247 | 0.007 | 0.261 | |
| block.plsda | 0.380 | 0.007 | 0.394 | |
| block.spls | 2.403 | 0.062 | 2.615 | |
| block.splsda | 2.772 | 0.052 | 3.032 | |
| cim | 0.017 | 0.004 | 0.021 | |
| cimDiablo | 0.090 | 0.003 | 0.099 | |
| circosPlot | 2.128 | 0.034 | 2.365 | |
| colors | 0.013 | 0.001 | 0.018 | |
| explained_variance | 0.035 | 0.005 | 0.040 | |
| get.confusion_matrix | 0.063 | 0.005 | 0.078 | |
| image.tune.rcc | 0.508 | 0.037 | 0.594 | |
| imgCor | 0.025 | 0.003 | 0.030 | |
| impute.nipals | 0.004 | 0.002 | 0.006 | |
| ipca | 0.439 | 0.028 | 0.581 | |
| logratio-transformations | 0.027 | 0.006 | 0.034 | |
| map | 0.002 | 0.001 | 0.004 | |
| mat.rank | 0.001 | 0.000 | 0.001 | |
| mint.block.pls | 0.055 | 0.003 | 0.068 | |
| mint.block.plsda | 0.058 | 0.004 | 0.065 | |
| mint.block.spls | 0.065 | 0.003 | 0.078 | |
| mint.block.splsda | 0.062 | 0.002 | 0.070 | |
| mint.pca | 0.192 | 0.006 | 0.215 | |
| mint.pls | 0.320 | 0.004 | 0.332 | |
| mint.plsda | 0.345 | 0.003 | 0.359 | |
| mint.spls | 0.333 | 0.005 | 0.352 | |
| mint.splsda | 0.327 | 0.004 | 0.343 | |
| mixOmics | 0.268 | 0.013 | 0.311 | |
| nearZeroVar | 0.216 | 0.014 | 0.251 | |
| network | 0.004 | 0.002 | 0.005 | |
| pca | 2.184 | 0.038 | 2.333 | |
| perf | 0.932 | 0.103 | 1.112 | |
| perf.assess | 8.415 | 0.633 | 9.867 | |
| plot.rcc | 0.004 | 0.002 | 0.006 | |
| plot.tune | 0.000 | 0.000 | 0.001 | |
| plotArrow | 0.691 | 0.012 | 0.742 | |
| plotDiablo | 0.071 | 0.004 | 0.084 | |
| plotIndiv | 8.118 | 1.173 | 9.693 | |
| plotLoadings | 0.197 | 0.032 | 0.236 | |
| plotMarkers | 0 | 0 | 0 | |
| plotVar | 0.296 | 0.004 | 0.301 | |
| pls | 0.002 | 0.001 | 0.004 | |
| plsda | 0.173 | 0.004 | 0.179 | |
| predict | 0.063 | 0.005 | 0.068 | |
| rcc | 0.001 | 0.001 | 0.002 | |
| selectVar | 0.303 | 0.039 | 0.351 | |
| sipca | 0.221 | 0.022 | 0.248 | |
| spca | 1.083 | 0.155 | 1.724 | |
| spls | 0.065 | 0.011 | 0.080 | |
| splsda | 0.171 | 0.006 | 0.202 | |
| study_split | 0.003 | 0.001 | 0.003 | |
| summary | 0.004 | 0.002 | 0.007 | |
| tune | 2.135 | 0.276 | 2.618 | |
| tune.block.plsda | 9.597 | 0.156 | 10.228 | |
| tune.block.splsda | 4.417 | 0.088 | 16.638 | |
| tune.mint.plsda | 0.296 | 0.036 | 0.356 | |
| tune.mint.splsda | 1.384 | 0.114 | 1.569 | |
| tune.pca | 0.296 | 0.034 | 0.445 | |
| tune.pls | 12.191 | 1.481 | 14.449 | |
| tune.plsda | 14.775 | 1.721 | 17.348 | |
| tune.rcc | 0.458 | 0.059 | 0.543 | |
| tune.spca | 0.255 | 0.007 | 0.266 | |
| tune.spls | 73.971 | 7.838 | 85.656 | |
| tune.splsda | 32.918 | 4.444 | 38.492 | |
| unmap | 0.002 | 0.003 | 0.005 | |
| vip | 0.003 | 0.002 | 0.005 | |
| withinVariation | 0.457 | 0.005 | 0.469 | |
| wrapper.rgcca | 0.016 | 0.002 | 0.019 | |
| wrapper.sgcca | 0.034 | 0.004 | 0.039 | |