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This page was generated on 2026-03-11 11:57 -0400 (Wed, 11 Mar 2026).

HostnameOSArch (*)R versionInstalled pkgs
nebbiolo2Linux (Ubuntu 24.04.3 LTS)x86_644.5.2 (2025-10-31) -- "[Not] Part in a Rumble" 4892
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 1333/2361HostnameOS / ArchINSTALLBUILDCHECKBUILD BIN
mixOmics 6.34.0  (landing page)
Eva Hamrud
Snapshot Date: 2026-03-10 13:45 -0400 (Tue, 10 Mar 2026)
git_url: https://git.bioconductor.org/packages/mixOmics
git_branch: RELEASE_3_22
git_last_commit: 553e6cc
git_last_commit_date: 2025-10-29 10:48:48 -0400 (Wed, 29 Oct 2025)
nebbiolo2Linux (Ubuntu 24.04.3 LTS) / x86_64  OK    OK    OK  UNNEEDED, same version is already published
See other builds for mixOmics in R Universe.


CHECK results for mixOmics on nebbiolo2

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.

raw results


Summary

Package: mixOmics
Version: 6.34.0
Command: /home/biocbuild/bbs-3.22-bioc/R/bin/R CMD check --install=check:mixOmics.install-out.txt --library=/home/biocbuild/bbs-3.22-bioc/R/site-library --timings mixOmics_6.34.0.tar.gz
StartedAt: 2026-03-11 01:23:29 -0400 (Wed, 11 Mar 2026)
EndedAt: 2026-03-11 01:55:25 -0400 (Wed, 11 Mar 2026)
EllapsedTime: 1915.9 seconds
RetCode: 0
Status:   OK  
CheckDir: mixOmics.Rcheck
Warnings: 0

Command output

##############################################################################
##############################################################################
###
### Running command:
###
###   /home/biocbuild/bbs-3.22-bioc/R/bin/R CMD check --install=check:mixOmics.install-out.txt --library=/home/biocbuild/bbs-3.22-bioc/R/site-library --timings mixOmics_6.34.0.tar.gz
###
##############################################################################
##############################################################################


* using log directory ‘/home/biocbuild/bbs-3.22-bioc/meat/mixOmics.Rcheck’
* using R version 4.5.2 (2025-10-31)
* using platform: x86_64-pc-linux-gnu
* R was compiled by
    gcc (Ubuntu 13.3.0-6ubuntu2~24.04) 13.3.0
    GNU Fortran (Ubuntu 13.3.0-6ubuntu2~24.04) 13.3.0
* running under: Ubuntu 24.04.3 LTS
* using session charset: UTF-8
* checking for file ‘mixOmics/DESCRIPTION’ ... OK
* checking extension type ... Package
* this is package ‘mixOmics’ version ‘6.34.0’
* 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 loading without being on the library search path ... 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          212.027  0.297 212.342
tune.splsda         90.533  0.108  90.650
tune.plsda          41.636  0.281  41.942
tune.pls            32.721  0.459  33.181
tune.block.plsda    30.595  0.081  30.677
perf.assess         22.864  0.092  22.957
plotIndiv           22.297  0.097  22.397
biplot              17.522  0.244  17.769
tune.block.splsda   12.856  0.068  43.747
background.predict   8.192  0.422   8.616
block.splsda         8.367  0.095   8.463
block.spls           7.243  0.101   7.346
circosPlot           6.838  0.055   6.893
pca                  5.885  0.070   5.956
tune                 5.582  0.021   5.603
* 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 re-building of vignette outputs ... OK
* checking PDF version of manual ... OK
* DONE

Status: 6 NOTEs
See
  ‘/home/biocbuild/bbs-3.22-bioc/meat/mixOmics.Rcheck/00check.log’
for details.


Installation output

mixOmics.Rcheck/00install.out

##############################################################################
##############################################################################
###
### Running command:
###
###   /home/biocbuild/bbs-3.22-bioc/R/bin/R CMD INSTALL mixOmics
###
##############################################################################
##############################################################################


* installing to library ‘/home/biocbuild/bbs-3.22-bioc/R/site-library’
* installing *source* package ‘mixOmics’ ...
** this is package ‘mixOmics’ version ‘6.34.0’
** 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)

Tests output

mixOmics.Rcheck/tests/testthat.Rout


R version 4.5.2 (2025-10-31) -- "[Not] Part in a Rumble"
Copyright (C) 2025 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu

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 6.34.0
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")
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 
375.191   7.537 529.427 

Example timings

mixOmics.Rcheck/mixOmics-Ex.timings

nameusersystemelapsed
S3methods-print0.0130.0020.015
auroc1.1340.0051.138
background.predict8.1920.4228.616
biplot17.522 0.24417.769
block.pls0.7180.0040.722
block.plsda1.1210.0261.147
block.spls7.2430.1017.346
block.splsda8.3670.0958.463
cim0.0340.0030.038
cimDiablo0.2670.0010.268
circosPlot6.8380.0556.893
colors0.0250.0010.027
explained_variance0.0860.0080.093
get.confusion_matrix0.1550.0020.156
image.tune.rcc1.6960.0011.697
imgCor0.0590.0030.062
impute.nipals0.0100.0010.011
ipca1.5150.0221.538
logratio-transformations0.0500.0050.056
map0.0040.0000.004
mat.rank0.0020.0000.001
mint.block.pls0.1300.0010.131
mint.block.plsda0.1220.0000.122
mint.block.spls0.1400.0020.142
mint.block.splsda0.1280.0010.129
mint.pca0.5580.0050.563
mint.pls0.9100.0010.912
mint.plsda1.0150.0011.016
mint.spls0.9910.0000.992
mint.splsda1.0080.0001.008
mixOmics0.3020.0010.302
nearZeroVar0.6430.0040.647
network0.0110.0000.012
pca5.8850.0705.956
perf2.2930.0132.307
perf.assess22.864 0.09222.957
plot.rcc0.0120.0010.013
plot.tune0.0010.0000.001
plotArrow2.1100.0092.119
plotDiablo0.1850.0020.187
plotIndiv22.297 0.09722.397
plotLoadings0.5090.0030.512
plotMarkers000
plotVar0.9080.0000.908
pls0.0060.0000.006
plsda0.5650.0000.564
predict0.1580.0010.160
rcc0.0020.0000.002
selectVar0.3710.0050.376
sipca0.6770.0010.677
spca3.5910.0603.650
spls0.1850.0010.187
splsda0.5350.0000.536
study_split0.0040.0010.005
summary0.0120.0010.012
tune5.5820.0215.603
tune.block.plsda30.595 0.08130.677
tune.block.splsda12.856 0.06843.747
tune.mint.plsda0.8680.0650.934
tune.mint.splsda3.9780.0944.072
tune.pca0.7660.0220.788
tune.pls32.721 0.45933.181
tune.plsda41.636 0.28141.942
tune.rcc1.5680.0021.570
tune.spca0.6960.0010.697
tune.spls212.027 0.297212.342
tune.splsda90.533 0.10890.650
unmap0.0030.0010.004
vip0.0070.0020.008
withinVariation1.2690.0231.292
wrapper.rgcca0.0560.0030.058
wrapper.sgcca0.1010.0030.104