Vilhelm Suksi
| Snapshot Date: 2025-10-14 13:45 -0400 (Tue, 14 Oct 2025) |
| git_url: https://git.bioconductor.org/packages/notameViz |
| git_branch: devel |
| git_last_commit: 2a2d418 |
| git_last_commit_date: 2025-10-03 05:08:08 -0400 (Fri, 03 Oct 2025) |
| Back to Multiple platform build/check report for BioC 3.22: simplified long |
|
This page was generated on 2025-10-15 12:07 -0400 (Wed, 15 Oct 2025).
| Hostname | OS | Arch (*) | R version | Installed pkgs |
|---|---|---|---|---|
| nebbiolo2 | Linux (Ubuntu 24.04.3 LTS) | x86_64 | 4.5.1 Patched (2025-08-23 r88802) -- "Great Square Root" | 4866 |
| lconway | macOS 12.7.6 Monterey | x86_64 | 4.5.1 Patched (2025-09-10 r88807) -- "Great Square Root" | 4653 |
| kjohnson3 | macOS 13.7.7 Ventura | arm64 | 4.5.1 Patched (2025-09-10 r88807) -- "Great Square Root" | 4598 |
| taishan | Linux (openEuler 24.03 LTS) | aarch64 | 4.5.0 (2025-04-11) -- "How About a Twenty-Six" | 4610 |
| 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 1465/2346 | Hostname | OS / Arch | INSTALL | BUILD | CHECK | BUILD BIN | ||||||||
| notameViz 0.99.5 (landing page) Vilhelm Suksi
| nebbiolo2 | Linux (Ubuntu 24.04.3 LTS) / x86_64 | OK | OK | OK | | ||||||||
| lconway | macOS 12.7.6 Monterey / x86_64 | OK | OK | OK | OK | | ||||||||
| kjohnson3 | macOS 13.7.7 Ventura / arm64 | OK | OK | OK | OK | | ||||||||
| taishan | Linux (openEuler 24.03 LTS) / aarch64 | OK | OK | OK | ||||||||||
|
To the developers/maintainers of the notameViz package: - Allow up to 24 hours (and sometimes 48 hours) for your latest push to git@git.bioconductor.org:packages/notameViz.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. - See Martin Grigorov's blog post for how to debug Linux ARM64 related issues on a x86_64 host. |
| Package: notameViz |
| Version: 0.99.5 |
| Command: /home/biocbuild/R/R/bin/R CMD check --install=check:notameViz.install-out.txt --library=/home/biocbuild/R/R/site-library --no-vignettes --timings notameViz_0.99.5.tar.gz |
| StartedAt: 2025-10-14 10:52:47 -0000 (Tue, 14 Oct 2025) |
| EndedAt: 2025-10-14 10:59:48 -0000 (Tue, 14 Oct 2025) |
| EllapsedTime: 420.6 seconds |
| RetCode: 0 |
| Status: OK |
| CheckDir: notameViz.Rcheck |
| Warnings: 0 |
##############################################################################
##############################################################################
###
### Running command:
###
### /home/biocbuild/R/R/bin/R CMD check --install=check:notameViz.install-out.txt --library=/home/biocbuild/R/R/site-library --no-vignettes --timings notameViz_0.99.5.tar.gz
###
##############################################################################
##############################################################################
* using log directory ‘/home/biocbuild/bbs-3.22-bioc/meat/notameViz.Rcheck’
* using R version 4.5.0 (2025-04-11)
* using platform: aarch64-unknown-linux-gnu
* R was compiled by
aarch64-unknown-linux-gnu-gcc (GCC) 14.2.0
GNU Fortran (GCC) 14.2.0
* running under: openEuler 24.03 (LTS)
* using session charset: UTF-8
* using option ‘--no-vignettes’
* checking for file ‘notameViz/DESCRIPTION’ ... OK
* checking extension type ... Package
* this is package ‘notameViz’ version ‘0.99.5’
* 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 ... OK
* checking for sufficient/correct file permissions ... OK
* checking whether package ‘notameViz’ can be installed ... OK
* checking installed package size ... OK
* checking package directory ... OK
* checking ‘build’ directory ... OK
* checking DESCRIPTION meta-information ... NOTE
License stub is invalid DCF.
* 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 dependencies in R code ... OK
* checking S3 generic/method consistency ... OK
* checking replacement functions ... OK
* checking foreign function calls ... OK
* checking R code for possible problems ... OK
* checking Rd files ... OK
* checking Rd metadata ... OK
* checking Rd cross-references ... NOTE
Found the following Rd file(s) with Rd \link{} targets missing package
anchors:
save_dc_plots.Rd: correct_drift
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 ... OK
* checking Rd contents ... OK
* checking for unstated dependencies in examples ... OK
* checking files in ‘vignettes’ ... OK
* checking examples ... OK
Examples with CPU (user + system) or elapsed time > 5s
user system elapsed
save_QC_plots 15.873 2.262 19.572
save_batch_plots 12.761 0.052 17.335
plot_injection_lm 7.869 2.646 6.995
save_group_boxplots 10.022 0.043 10.608
save_group_lineplots 9.194 0.004 9.885
plot_effect_heatmap 7.739 1.366 7.122
save_beeswarm_plots 8.392 0.337 9.602
manhattan_plot 5.733 0.962 6.592
save_dc_plots 4.189 1.715 5.891
mz_rt_plot 4.691 0.879 5.608
visualize_clusters 3.906 1.363 5.207
* 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: 2 NOTEs
See
‘/home/biocbuild/bbs-3.22-bioc/meat/notameViz.Rcheck/00check.log’
for details.
notameViz.Rcheck/00install.out
############################################################################## ############################################################################## ### ### Running command: ### ### /home/biocbuild/R/R/bin/R CMD INSTALL notameViz ### ############################################################################## ############################################################################## * installing to library ‘/home/biocbuild/R/R-4.5.0/site-library’ * installing *source* package ‘notameViz’ ... ** this is package ‘notameViz’ version ‘0.99.5’ ** using staged installation ** R ** 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 (notameViz)
notameViz.Rcheck/tests/testthat.Rout
R version 4.5.0 (2025-04-11) -- "How About a Twenty-Six"
Copyright (C) 2025 The R Foundation for Statistical Computing
Platform: aarch64-unknown-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(notameViz)
Loading required package: ggplot2
Loading required package: SummarizedExperiment
Loading required package: MatrixGenerics
Loading required package: matrixStats
Attaching package: 'MatrixGenerics'
The following objects are masked from 'package:matrixStats':
colAlls, colAnyNAs, colAnys, colAvgsPerRowSet, colCollapse,
colCounts, colCummaxs, colCummins, colCumprods, colCumsums,
colDiffs, colIQRDiffs, colIQRs, colLogSumExps, colMadDiffs,
colMads, colMaxs, colMeans2, colMedians, colMins, colOrderStats,
colProds, colQuantiles, colRanges, colRanks, colSdDiffs, colSds,
colSums2, colTabulates, colVarDiffs, colVars, colWeightedMads,
colWeightedMeans, colWeightedMedians, colWeightedSds,
colWeightedVars, rowAlls, rowAnyNAs, rowAnys, rowAvgsPerColSet,
rowCollapse, rowCounts, rowCummaxs, rowCummins, rowCumprods,
rowCumsums, rowDiffs, rowIQRDiffs, rowIQRs, rowLogSumExps,
rowMadDiffs, rowMads, rowMaxs, rowMeans2, rowMedians, rowMins,
rowOrderStats, rowProds, rowQuantiles, rowRanges, rowRanks,
rowSdDiffs, rowSds, rowSums2, rowTabulates, rowVarDiffs, rowVars,
rowWeightedMads, rowWeightedMeans, rowWeightedMedians,
rowWeightedSds, rowWeightedVars
Loading required package: GenomicRanges
Loading required package: stats4
Loading required package: BiocGenerics
Loading required package: generics
Attaching package: 'generics'
The following objects are masked from 'package:base':
as.difftime, as.factor, as.ordered, intersect, is.element, setdiff,
setequal, union
Attaching package: 'BiocGenerics'
The following objects are masked from 'package:stats':
IQR, mad, sd, var, xtabs
The following objects are masked from 'package:base':
Filter, Find, Map, Position, Reduce, anyDuplicated, aperm, append,
as.data.frame, basename, cbind, colnames, dirname, do.call,
duplicated, eval, evalq, get, grep, grepl, is.unsorted, lapply,
mapply, match, mget, order, paste, pmax, pmax.int, pmin, pmin.int,
rank, rbind, rownames, sapply, saveRDS, table, tapply, unique,
unsplit, which.max, which.min
Loading required package: S4Vectors
Attaching package: 'S4Vectors'
The following object is masked from 'package:utils':
findMatches
The following objects are masked from 'package:base':
I, expand.grid, unname
Loading required package: IRanges
Loading required package: Seqinfo
Loading required package: Biobase
Welcome to Bioconductor
Vignettes contain introductory material; view with
'browseVignettes()'. To cite Bioconductor, see
'citation("Biobase")', and for packages 'citation("pkgname")'.
Attaching package: 'Biobase'
The following object is masked from 'package:MatrixGenerics':
rowMedians
The following objects are masked from 'package:matrixStats':
anyMissing, rowMedians
>
> test_check("notameViz")
Running tests in parallel requires the 3rd edition
INFO [2025-10-14 10:59:00] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\recursive/file26838c6d4ec642.pdf
INFO [2025-10-14 10:59:01] Saved to: /home/biocbuild/tmp/RtmpZOOfpk/file26838c5fa226a3.pdf
INFO [2025-10-14 10:59:01] Saved to: /home/biocbuild/tmp/RtmpZOOfpk/file26838c13c10474.emf
INFO [2025-10-14 10:59:01] Saved to: /home/biocbuild/tmp/RtmpZOOfpk/file26838c240a1b66.svg
INFO [2025-10-14 10:59:01] Saved to: /home/biocbuild/tmp/RtmpZOOfpk/file26838c296bb090.png
INFO [2025-10-14 10:59:01] Saved to: /home/biocbuild/tmp/RtmpZOOfpk/file26838c383249b3.tiff
INFO [2025-10-14 10:59:02] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_259_9623a4_4322.emf
INFO [2025-10-14 10:59:03] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_108_1065a2_6121.emf
INFO [2025-10-14 10:59:04] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_158_23a1_4128.emf
INFO [2025-10-14 10:59:05] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_251_0056a0_6161.emf
INFO [2025-10-14 10:59:06] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_401_52a4_211.emf
INFO [2025-10-14 10:59:06] Saved line plots with mean line to: /home/biocbuild/tmp/RtmpZOOfpk\test\
INFO [2025-10-14 10:59:07] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/Glucose.emf
INFO [2025-10-14 10:59:07] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/Threoline.emf
INFO [2025-10-14 10:59:07] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/5-AVAB.emf
INFO [2025-10-14 10:59:08] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/1_2 acid.emf
INFO [2025-10-14 10:59:09] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/20_0 carbon chain.emf
INFO [2025-10-14 10:59:09] Saved line plots with mean line to: /home/biocbuild/tmp/RtmpZOOfpk\test\
INFO [2025-10-14 10:59:10] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_259_9623a4_4322.emf
INFO [2025-10-14 10:59:11] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_108_1065a2_6121.emf
INFO [2025-10-14 10:59:12] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_158_23a1_4128.emf
INFO [2025-10-14 10:59:13] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_251_0056a0_6161.emf
INFO [2025-10-14 10:59:13] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_401_52a4_211.emf
INFO [2025-10-14 10:59:13] Saved group boxplots to: /home/biocbuild/tmp/RtmpZOOfpk\test\
INFO [2025-10-14 10:59:14] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_259_9623a4_4322.emf
INFO [2025-10-14 10:59:14] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_108_1065a2_6121.emf
INFO [2025-10-14 10:59:15] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_158_23a1_4128.emf
INFO [2025-10-14 10:59:15] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_251_0056a0_6161.emf
INFO [2025-10-14 10:59:16] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_401_52a4_211.emf
INFO [2025-10-14 10:59:16] Saved group boxplots to: /home/biocbuild/tmp/RtmpZOOfpk\test\
INFO [2025-10-14 10:59:17] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_259_9623a4_4322.emf
INFO [2025-10-14 10:59:17] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_108_1065a2_6121.emf
INFO [2025-10-14 10:59:17] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_158_23a1_4128.emf
INFO [2025-10-14 10:59:18] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_251_0056a0_6161.emf
INFO [2025-10-14 10:59:19] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_401_52a4_211.emf
INFO [2025-10-14 10:59:19] Saved beeswarm plots to: /home/biocbuild/tmp/RtmpZOOfpk\test\
INFO [2025-10-14 10:59:19] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/Glucose.emf
INFO [2025-10-14 10:59:20] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/Threoline.emf
INFO [2025-10-14 10:59:20] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/5-AVAB.emf
INFO [2025-10-14 10:59:20] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/1_2 acid.emf
INFO [2025-10-14 10:59:21] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/20_0 carbon chain.emf
INFO [2025-10-14 10:59:21] Saved beeswarm plots to: /home/biocbuild/tmp/RtmpZOOfpk\test\
INFO [2025-10-14 10:59:21] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_259_9623a4_4322.emf
INFO [2025-10-14 10:59:22] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_108_1065a2_6121.emf
INFO [2025-10-14 10:59:22] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_158_23a1_4128.emf
INFO [2025-10-14 10:59:23] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_251_0056a0_6161.emf
INFO [2025-10-14 10:59:23] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_401_52a4_211.emf
INFO [2025-10-14 10:59:23] Saved scatter plots to: /home/biocbuild/tmp/RtmpZOOfpk\test\
INFO [2025-10-14 10:59:24] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_259_9623a4_4322.emf
INFO [2025-10-14 10:59:24] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_108_1065a2_6121.emf
INFO [2025-10-14 10:59:25] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_158_23a1_4128.emf
INFO [2025-10-14 10:59:25] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_251_0056a0_6161.emf
INFO [2025-10-14 10:59:26] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_401_52a4_211.emf
INFO [2025-10-14 10:59:26] Saved scatter plots to: /home/biocbuild/tmp/RtmpZOOfpk\test\
INFO [2025-10-14 10:59:27] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_259_9623a4_4322.emf
INFO [2025-10-14 10:59:27] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_108_1065a2_6121.emf
INFO [2025-10-14 10:59:28] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_158_23a1_4128.emf
INFO [2025-10-14 10:59:29] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_251_0056a0_6161.emf
INFO [2025-10-14 10:59:29] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_401_52a4_211.emf
INFO [2025-10-14 10:59:29] Saved line plots with mean line to: /home/biocbuild/tmp/RtmpZOOfpk\test\
INFO [2025-10-14 10:59:30] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_259_9623a4_4322.emf
INFO [2025-10-14 10:59:31] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_108_1065a2_6121.emf
INFO [2025-10-14 10:59:31] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_158_23a1_4128.emf
INFO [2025-10-14 10:59:32] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_251_0056a0_6161.emf
INFO [2025-10-14 10:59:33] Saved to: /home/biocbuild/tmp/RtmpZOOfpk\test\/HILIC_neg_401_52a4_211.emf
INFO [2025-10-14 10:59:33] Saved line plots with mean line to: /home/biocbuild/tmp/RtmpZOOfpk\test\
INFO [2025-10-14 10:59:34]
Saved batch plots to: /home/biocbuild/tmp/RtmpZOOfpk\test\batch_plots.pdf
INFO [2025-10-14 10:59:34] Identified m/z column Average_Mz and retention time column Average_Rt_min
INFO [2025-10-14 10:59:35] Identified m/z column Average_Mz and retention time column Average_Rt_min
INFO [2025-10-14 10:59:35] Identified m/z column Average_Mz and retention time column Average_Rt_min
INFO [2025-10-14 10:59:38]
92% of features flagged for low quality
INFO [2025-10-14 10:59:39] Identified m/z column Average_Mz and retention time column Average_Rt_min
INFO [2025-10-14 10:59:39] Identified m/z column Average_Mz and retention time column Average_Rt_min
[ FAIL 0 | WARN 182 | SKIP 0 | PASS 26 ]
[ FAIL 0 | WARN 182 | SKIP 0 | PASS 26 ]
>
> proc.time()
user system elapsed
42.024 1.325 52.499
notameViz.Rcheck/notameViz-Ex.timings
| name | user | system | elapsed | |
| manhattan_plot | 5.733 | 0.962 | 6.592 | |
| mz_rt_plot | 4.691 | 0.879 | 5.608 | |
| plot_dendrogram | 0.775 | 0.032 | 0.874 | |
| plot_dist_density | 2.684 | 1.519 | 3.519 | |
| plot_effect_heatmap | 7.739 | 1.366 | 7.122 | |
| plot_injection_lm | 7.869 | 2.646 | 6.995 | |
| plot_p_histogram | 2.590 | 0.855 | 2.139 | |
| plot_pca | 0.522 | 0.029 | 0.558 | |
| plot_pca_arrows | 1.227 | 0.020 | 1.397 | |
| plot_pca_hexbin | 0.319 | 0.012 | 0.331 | |
| plot_pca_loadings | 0.435 | 0.015 | 0.492 | |
| plot_quality | 2.417 | 0.504 | 3.104 | |
| plot_sample_boxplots | 1.605 | 0.032 | 1.694 | |
| plot_sample_heatmap | 0.980 | 0.003 | 1.260 | |
| plot_tsne | 0.657 | 0.017 | 1.352 | |
| plot_tsne_arrows | 1.330 | 0.014 | 2.697 | |
| plot_tsne_hexbin | 0.391 | 0.004 | 0.490 | |
| save_QC_plots | 15.873 | 2.262 | 19.572 | |
| save_batch_plots | 12.761 | 0.052 | 17.335 | |
| save_beeswarm_plots | 8.392 | 0.337 | 9.602 | |
| save_dc_plots | 4.189 | 1.715 | 5.891 | |
| save_group_boxplots | 10.022 | 0.043 | 10.608 | |
| save_group_lineplots | 9.194 | 0.004 | 9.885 | |
| save_plot | 0.935 | 0.005 | 0.956 | |
| save_scatter_plots | 4.127 | 0.028 | 4.551 | |
| save_subject_line_plots | 4.143 | 0.008 | 4.656 | |
| visualize_clusters | 3.906 | 1.363 | 5.207 | |
| volcano_plot | 2.422 | 0.884 | 1.844 | |