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This page was generated on 2026-02-28 11:57 -0500 (Sat, 28 Feb 2026).

HostnameOSArch (*)R versionInstalled pkgs
nebbiolo2Linux (Ubuntu 24.04.3 LTS)x86_644.5.2 (2025-10-31) -- "[Not] Part in a Rumble" 4891
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: 2026-02-27 13:45 -0500 (Fri, 27 Feb 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 -0500 (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: 2026-02-28 01:37:54 -0500 (Sat, 28 Feb 2026)
EndedAt: 2026-02-28 02:10:25 -0500 (Sat, 28 Feb 2026)
EllapsedTime: 1950.9 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          220.221  0.732 220.959
tune.splsda         92.596  0.076  92.677
tune.plsda          42.545  0.935  43.504
tune.pls            33.109  0.526  33.636
tune.block.plsda    31.625  0.049  31.678
perf.assess         24.913  0.156  25.069
plotIndiv           23.501  0.073  23.575
biplot              17.961  0.206  18.170
tune.block.splsda   13.483  0.131  45.777
block.splsda         8.537  0.040   8.579
background.predict   8.155  0.122   8.278
block.spls           7.450  0.107   7.559
circosPlot           6.718  0.058   6.777
pca                  6.365  0.034   6.401
tune                 5.972  0.011   5.985
* 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 
374.992  10.830 536.189 

Example timings

mixOmics.Rcheck/mixOmics-Ex.timings

nameusersystemelapsed
S3methods-print0.0150.0000.015
auroc1.0440.0051.049
background.predict8.1550.1228.278
biplot17.961 0.20618.170
block.pls0.7530.0020.755
block.plsda1.1390.0011.140
block.spls7.4500.1077.559
block.splsda8.5370.0408.579
cim0.0480.0000.049
cimDiablo0.2260.0020.228
circosPlot6.7180.0586.777
colors0.0270.0010.028
explained_variance0.0920.0040.096
get.confusion_matrix0.1650.0020.167
image.tune.rcc1.7540.0311.785
imgCor0.0630.0010.064
impute.nipals0.0130.0010.014
ipca1.2020.0261.228
logratio-transformations0.0520.0060.058
map0.0030.0000.004
mat.rank0.0020.0000.002
mint.block.pls0.1440.0000.144
mint.block.plsda0.1230.0000.124
mint.block.spls0.1510.0010.152
mint.block.splsda0.1340.0020.137
mint.pca0.6030.0010.604
mint.pls0.9780.0040.982
mint.plsda1.0310.0031.034
mint.spls0.9830.0010.984
mint.splsda1.0830.0021.085
mixOmics0.2810.0030.284
nearZeroVar0.6540.0060.660
network0.0100.0010.011
pca6.3650.0346.401
perf2.0980.0142.111
perf.assess24.913 0.15625.069
plot.rcc0.0120.0010.012
plot.tune0.0010.0000.000
plotArrow2.2380.0042.243
plotDiablo0.1900.0030.193
plotIndiv23.501 0.07323.575
plotLoadings0.5420.0080.550
plotMarkers000
plotVar1.0390.0331.072
pls0.0060.0010.006
plsda0.5890.0100.599
predict0.1770.0030.180
rcc0.0020.0010.003
selectVar0.4180.0000.419
sipca0.7980.0010.799
spca4.1880.0334.221
spls0.1660.0010.168
splsda0.5300.0020.531
study_split0.0050.0000.005
summary0.0120.0000.013
tune5.9720.0115.985
tune.block.plsda31.625 0.04931.678
tune.block.splsda13.483 0.13145.777
tune.mint.plsda0.8150.0510.866
tune.mint.splsda3.8640.0853.950
tune.pca0.7730.0170.791
tune.pls33.109 0.52633.636
tune.plsda42.545 0.93543.504
tune.rcc1.5810.0381.619
tune.spca1.0220.0291.051
tune.spls220.221 0.732220.959
tune.splsda92.596 0.07692.677
unmap0.0030.0000.004
vip0.0090.0000.009
withinVariation1.3960.0011.398
wrapper.rgcca0.0700.0010.071
wrapper.sgcca0.1020.0010.104