Science Score: 54.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
-
○Academic publication links
-
✓Committers with academic emails
5 of 73 committers (6.8%) from academic institutions -
○Institutional organization owner
-
○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (18.2%) to scientific vocabulary
Keywords
Keywords from Contributors
Repository
igraph R package
Basic Info
- Host: GitHub
- Owner: igraph
- Language: R
- Default Branch: main
- Homepage: https://r.igraph.org
- Size: 572 MB
Statistics
- Stars: 599
- Watchers: 32
- Forks: 206
- Open Issues: 163
- Releases: 22
Topics
Metadata Files
README.md
R/igraph 
R/igraph is an R package of the igraph network analysis library.
Installation
You can install the stable version of R/igraph from CRAN:
r
install.packages("igraph")
For the development version, you can use R-universe
r
options(
repos = c(
igraph = 'https://igraph.r-universe.dev',
CRAN = 'https://cloud.r-project.org'
)
)
install.packages('igraph')
or Github, with the pak package:
r
pak::pak("igraph/rigraph")
When compiling from sources, make sure that you have C, C++ and Fortran
compilers, as well as development packages for glpk and libxml2.
On Debian/Ubuntu, use apt install libglpk-dev libxml2-dev.
On Fedora, use yum install glpk-devel libxml2-devel.
For installation from source on Windows, you need to have RTools installed. For versions R >= 4.0 you can install the dependencies using:
pacman -Sy mingw-w64-{i686,x86_64}-glpk mingw-w64-{i686,x86_64}-libxml2
Installation troubleshooting
See the Installation FAQ.
Documentation
See the igraph package's website for the complete manual.
A good entry point is the "Get started" vignette, in English or Spanish.
For an overview of igraph's functionality see the reference index. It includes experimental functions on which we especially welcome feedback (but feedback on any function is appreciated)!
Contributions
Please read our contribution guide.
License
GNU GPL version 2 or later
Contributors
All contributions to this project are gratefully acknowledged using the allcontributors package following the all-contributors specification. Contributions of any kind are welcome!
Code
Issue Authors
Issue Contributors
Owner
- Name: igraph development team
- Login: igraph
- Kind: organization
- Email: igraph@igraph.org
- Website: https://igraph.org
- Twitter: igraph2
- Repositories: 39
- Profile: https://github.com/igraph
Citation (CITATION.cff)
# --------------------------------------------
# CITATION file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
# --------------------------------------------
cff-version: 1.2.0
message: 'To cite package "igraph" in publications use:'
type: software
license: GPL-2.0-or-later
title: 'igraph: Network Analysis and Visualization'
version: 2.1.3
identifiers:
- type: doi
value: 10.32614/CRAN.package.igraph
- type: url
value: https://igraph.org/
- type: url
value: https://igraph.discourse.group/
abstract: Routines for simple graphs and network analysis. It can handle large graphs
very well and provides functions for generating random and regular graphs, graph
visualization, centrality methods and much more.
authors:
- family-names: Csárdi
given-names: Gábor
email: csardi.gabor@gmail.com
orcid: https://orcid.org/0000-0001-7098-9676
- family-names: Nepusz
given-names: Tamás
email: ntamas@gmail.com
orcid: https://orcid.org/0000-0002-1451-338X
- family-names: Traag
given-names: Vincent
orcid: https://orcid.org/0000-0003-3170-3879
- family-names: Horvát
given-names: Szabolcs
email: szhorvat@gmail.com
orcid: https://orcid.org/0000-0002-3100-523X
- family-names: Zanini
given-names: Fabio
email: fabio.zanini@unsw.edu.au
orcid: https://orcid.org/0000-0001-7097-8539
- family-names: Noom
given-names: Daniel
- family-names: Müller
given-names: Kirill
email: kirill@cynkra.com
orcid: https://orcid.org/0000-0002-1416-3412
preferred-citation:
type: article
title: The igraph software package for complex network research
authors:
- family-names: Csardi
given-names: Gabor
- family-names: Nepusz
given-names: Tamas
journal: InterJournal
volume: Complex Systems
year: '2006'
url: https://igraph.org
start: '1695'
repository: https://CRAN.R-project.org/package=igraph
repository-code: https://github.com/igraph/rigraph
url: https://r.igraph.org/
contact:
- family-names: Müller
given-names: Kirill
email: kirill@cynkra.com
orcid: https://orcid.org/0000-0002-1416-3412
keywords:
- complex-networks
- graph-algorithms
- graph-theory
- mathematics
- network-analysis
- network-graph
- r
references:
- type: manual
title: 'igraph: Network Analysis and Visualization in R'
authors:
- family-names: Csárdi
given-names: Gábor
- family-names: Nepusz
given-names: Tamás
- family-names: Traag
given-names: Vincent
- family-names: Horvát
given-names: Szabolcs
- family-names: Zanini
given-names: Fabio
- family-names: Noom
given-names: Daniel
- family-names: Müller
given-names: Kirill
year: '2025'
notes: R package version 2.1.3
doi: 10.5281/zenodo.7682609
url: https://CRAN.R-project.org/package=igraph
- type: software
title: methods
abstract: 'R: A Language and Environment for Statistical Computing'
notes: Depends
authors:
- name: R Core Team
institution:
name: R Foundation for Statistical Computing
address: Vienna, Austria
year: '2025'
- type: software
title: 'R: A Language and Environment for Statistical Computing'
notes: Depends
url: https://www.R-project.org/
authors:
- name: R Core Team
institution:
name: R Foundation for Statistical Computing
address: Vienna, Austria
year: '2025'
version: '>= 3.5.0'
- type: software
title: cli
abstract: 'cli: Helpers for Developing Command Line Interfaces'
notes: Imports
url: https://cli.r-lib.org
repository: https://CRAN.R-project.org/package=cli
authors:
- family-names: Csárdi
given-names: Gábor
email: csardi.gabor@gmail.com
year: '2025'
doi: 10.32614/CRAN.package.cli
- type: software
title: graphics
abstract: 'R: A Language and Environment for Statistical Computing'
notes: Imports
authors:
- name: R Core Team
institution:
name: R Foundation for Statistical Computing
address: Vienna, Austria
year: '2025'
- type: software
title: grDevices
abstract: 'R: A Language and Environment for Statistical Computing'
notes: Imports
authors:
- name: R Core Team
institution:
name: R Foundation for Statistical Computing
address: Vienna, Austria
year: '2025'
- type: software
title: lifecycle
abstract: 'lifecycle: Manage the Life Cycle of your Package Functions'
notes: Imports
url: https://lifecycle.r-lib.org/
repository: https://CRAN.R-project.org/package=lifecycle
authors:
- family-names: Henry
given-names: Lionel
email: lionel@posit.co
- family-names: Wickham
given-names: Hadley
email: hadley@posit.co
orcid: https://orcid.org/0000-0003-4757-117X
year: '2025'
doi: 10.32614/CRAN.package.lifecycle
- type: software
title: magrittr
abstract: 'magrittr: A Forward-Pipe Operator for R'
notes: Imports
url: https://magrittr.tidyverse.org
repository: https://CRAN.R-project.org/package=magrittr
authors:
- family-names: Bache
given-names: Stefan Milton
email: stefan@stefanbache.dk
- family-names: Wickham
given-names: Hadley
email: hadley@rstudio.com
year: '2025'
doi: 10.32614/CRAN.package.magrittr
- type: software
title: Matrix
abstract: 'Matrix: Sparse and Dense Matrix Classes and Methods'
notes: Imports
url: https://R-forge.R-project.org/tracker/?atid=294&group_id=61
repository: https://CRAN.R-project.org/package=Matrix
authors:
- family-names: Bates
given-names: Douglas
orcid: https://orcid.org/0000-0001-8316-9503
- family-names: Maechler
given-names: Martin
email: mmaechler+Matrix@gmail.com
orcid: https://orcid.org/0000-0002-8685-9910
- family-names: Jagan
given-names: Mikael
orcid: https://orcid.org/0000-0002-3542-2938
year: '2025'
doi: 10.32614/CRAN.package.Matrix
- type: software
title: pkgconfig
abstract: 'pkgconfig: Private Configuration for ''R'' Packages'
notes: Imports
url: https://github.com/r-lib/pkgconfig#readme
repository: https://CRAN.R-project.org/package=pkgconfig
authors:
- family-names: Csárdi
given-names: Gábor
year: '2025'
doi: 10.32614/CRAN.package.pkgconfig
version: '>= 2.0.0'
- type: software
title: rlang
abstract: 'rlang: Functions for Base Types and Core R and ''Tidyverse'' Features'
notes: Imports
url: https://rlang.r-lib.org
repository: https://CRAN.R-project.org/package=rlang
authors:
- family-names: Henry
given-names: Lionel
email: lionel@posit.co
- family-names: Wickham
given-names: Hadley
email: hadley@posit.co
year: '2025'
doi: 10.32614/CRAN.package.rlang
- type: software
title: stats
abstract: 'R: A Language and Environment for Statistical Computing'
notes: Imports
authors:
- name: R Core Team
institution:
name: R Foundation for Statistical Computing
address: Vienna, Austria
year: '2025'
- type: software
title: utils
abstract: 'R: A Language and Environment for Statistical Computing'
notes: Imports
authors:
- name: R Core Team
institution:
name: R Foundation for Statistical Computing
address: Vienna, Austria
year: '2025'
- type: software
title: vctrs
abstract: 'vctrs: Vector Helpers'
notes: Imports
url: https://vctrs.r-lib.org/
repository: https://CRAN.R-project.org/package=vctrs
authors:
- family-names: Wickham
given-names: Hadley
email: hadley@posit.co
- family-names: Henry
given-names: Lionel
email: lionel@posit.co
- family-names: Vaughan
given-names: Davis
email: davis@posit.co
year: '2025'
doi: 10.32614/CRAN.package.vctrs
- type: software
title: ape
abstract: 'ape: Analyses of Phylogenetics and Evolution'
notes: Suggests
url: https://github.com/emmanuelparadis/ape
repository: https://CRAN.R-project.org/package=ape
authors:
- family-names: Paradis
given-names: Emmanuel
email: Emmanuel.Paradis@ird.fr
orcid: https://orcid.org/0000-0003-3092-2199
- family-names: Blomberg
given-names: Simon
orcid: https://orcid.org/0000-0003-1062-0839
- family-names: Bolker
given-names: Ben
orcid: https://orcid.org/0000-0002-2127-0443
- family-names: Brown
given-names: Joseph
orcid: https://orcid.org/0000-0002-3835-8062
- family-names: Claramunt
given-names: Santiago
orcid: https://orcid.org/0000-0002-8926-5974
- family-names: Claude
given-names: Julien
orcid: https://orcid.org/0000-0002-9267-1228
- family-names: Cuong
given-names: Hoa Sien
- family-names: Desper
given-names: Richard
- family-names: Didier
given-names: Gilles
orcid: https://orcid.org/0000-0003-0596-9112
- family-names: Durand
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- family-names: Dutheil
given-names: Julien
orcid: https://orcid.org/0000-0001-7753-4121
- family-names: Ewing
given-names: RJ
- family-names: Gascuel
given-names: Olivier
- family-names: Guillerme
given-names: Thomas
orcid: https://orcid.org/0000-0003-4325-1275
- family-names: Heibl
given-names: Christoph
orcid: https://orcid.org/0000-0002-7655-3299
- family-names: Ives
given-names: Anthony
orcid: https://orcid.org/0000-0001-9375-9523
- family-names: Jones
given-names: Bradley
orcid: https://orcid.org/0000-0003-4498-1069
- family-names: Krah
given-names: Franz
orcid: https://orcid.org/0000-0001-7866-7508
- family-names: Lawson
given-names: Daniel
orcid: https://orcid.org/0000-0002-5311-6213
- family-names: Lefort
given-names: Vincent
- family-names: Legendre
given-names: Pierre
orcid: https://orcid.org/0000-0002-3838-3305
- family-names: Lemon
given-names: Jim
- family-names: Louvel
given-names: Guillaume
orcid: https://orcid.org/0000-0002-7745-0785
- family-names: Marotta
given-names: Federico
- family-names: Marcon
given-names: Eric
orcid: https://orcid.org/0000-0002-5249-321X
- family-names: McCloskey
given-names: Rosemary
orcid: https://orcid.org/0000-0002-9772-8553
- family-names: Nylander
given-names: Johan
- family-names: Opgen-Rhein
given-names: Rainer
- family-names: Popescu
given-names: Andrei-Alin
- family-names: Royer-Carenzi
given-names: Manuela
- family-names: Schliep
given-names: Klaus
orcid: https://orcid.org/0000-0003-2941-0161
- family-names: Strimmer
given-names: Korbinian
orcid: https://orcid.org/0000-0001-7917-2056
- family-names: Vienne
given-names: Damien
name-particle: de
orcid: https://orcid.org/0000-0001-9532-5251
year: '2025'
doi: 10.32614/CRAN.package.ape
version: '>= 5.7-0.1'
- type: software
title: callr
abstract: 'callr: Call R from R'
notes: Suggests
url: https://callr.r-lib.org
repository: https://CRAN.R-project.org/package=callr
authors:
- family-names: Csárdi
given-names: Gábor
email: csardi.gabor@gmail.com
orcid: https://orcid.org/0000-0001-7098-9676
- family-names: Chang
given-names: Winston
year: '2025'
doi: 10.32614/CRAN.package.callr
- type: software
title: decor
abstract: 'decor: Retrieve Code Decorations'
notes: Suggests
url: https://github.com/r-lib/decor
repository: https://CRAN.R-project.org/package=decor
authors:
- family-names: Vaughan
given-names: Davis
email: davis@posit.co
orcid: https://orcid.org/0000-0003-4777-038X
- family-names: François
given-names: Romain
orcid: https://orcid.org/0000-0002-2444-4226
- family-names: Hester
given-names: Jim
orcid: https://orcid.org/0000-0002-2739-7082
year: '2025'
doi: 10.32614/CRAN.package.decor
- type: software
title: digest
abstract: 'digest: Create Compact Hash Digests of R Objects'
notes: Suggests
url: https://dirk.eddelbuettel.com/code/digest.html
repository: https://CRAN.R-project.org/package=digest
authors:
- family-names: Eddelbuettel
given-names: Dirk
email: edd@debian.org
orcid: https://orcid.org/0000-0001-6419-907X
year: '2025'
doi: 10.32614/CRAN.package.digest
- type: software
title: igraphdata
abstract: 'igraphdata: A Collection of Network Data Sets for the ''igraph'' Package'
notes: Suggests
url: http://igraph.org
repository: https://CRAN.R-project.org/package=igraphdata
authors:
- family-names: Csardi
given-names: Gabor
email: csardi.gabor@gmail.com
year: '2025'
doi: 10.32614/CRAN.package.igraphdata
- type: software
title: knitr
abstract: 'knitr: A General-Purpose Package for Dynamic Report Generation in R'
notes: Suggests
url: https://yihui.org/knitr/
repository: https://CRAN.R-project.org/package=knitr
authors:
- family-names: Xie
given-names: Yihui
email: xie@yihui.name
orcid: https://orcid.org/0000-0003-0645-5666
year: '2025'
doi: 10.32614/CRAN.package.knitr
- type: software
title: rgl
abstract: 'rgl: 3D Visualization Using OpenGL'
notes: Suggests
url: https://dmurdoch.github.io/rgl/
repository: https://CRAN.R-project.org/package=rgl
authors:
- family-names: Murdoch
given-names: Duncan
email: murdoch.duncan@gmail.com
- family-names: Adler
given-names: Daniel
email: dadler@dyncall.org
year: '2025'
doi: 10.32614/CRAN.package.rgl
version: '>= 1.3.14'
- type: software
title: rmarkdown
abstract: 'rmarkdown: Dynamic Documents for R'
notes: Suggests
url: https://pkgs.rstudio.com/rmarkdown/
repository: https://CRAN.R-project.org/package=rmarkdown
authors:
- family-names: Allaire
given-names: JJ
email: jj@posit.co
- family-names: Xie
given-names: Yihui
email: xie@yihui.name
orcid: https://orcid.org/0000-0003-0645-5666
- family-names: Dervieux
given-names: Christophe
email: cderv@posit.co
orcid: https://orcid.org/0000-0003-4474-2498
- family-names: McPherson
given-names: Jonathan
email: jonathan@posit.co
- family-names: Luraschi
given-names: Javier
- family-names: Ushey
given-names: Kevin
email: kevin@posit.co
- family-names: Atkins
given-names: Aron
email: aron@posit.co
- family-names: Wickham
given-names: Hadley
email: hadley@posit.co
- family-names: Cheng
given-names: Joe
email: joe@posit.co
- family-names: Chang
given-names: Winston
email: winston@posit.co
- family-names: Iannone
given-names: Richard
email: rich@posit.co
orcid: https://orcid.org/0000-0003-3925-190X
year: '2025'
doi: 10.32614/CRAN.package.rmarkdown
- type: software
title: scales
abstract: 'scales: Scale Functions for Visualization'
notes: Suggests
url: https://scales.r-lib.org
repository: https://CRAN.R-project.org/package=scales
authors:
- family-names: Wickham
given-names: Hadley
email: hadley@posit.co
- family-names: Pedersen
given-names: Thomas Lin
email: thomas.pedersen@posit.co
orcid: https://orcid.org/0000-0002-5147-4711
- family-names: Seidel
given-names: Dana
year: '2025'
doi: 10.32614/CRAN.package.scales
- type: software
title: stats4
abstract: 'R: A Language and Environment for Statistical Computing'
notes: Suggests
authors:
- name: R Core Team
institution:
name: R Foundation for Statistical Computing
address: Vienna, Austria
year: '2025'
- type: software
title: tcltk
abstract: 'R: A Language and Environment for Statistical Computing'
notes: Suggests
authors:
- name: R Core Team
institution:
name: R Foundation for Statistical Computing
address: Vienna, Austria
year: '2025'
- type: software
title: testthat
abstract: 'testthat: Unit Testing for R'
notes: Suggests
url: https://testthat.r-lib.org
repository: https://CRAN.R-project.org/package=testthat
authors:
- family-names: Wickham
given-names: Hadley
email: hadley@posit.co
year: '2025'
doi: 10.32614/CRAN.package.testthat
- type: software
title: vdiffr
abstract: 'vdiffr: Visual Regression Testing and Graphical Diffing'
notes: Suggests
url: https://vdiffr.r-lib.org/
repository: https://CRAN.R-project.org/package=vdiffr
authors:
- family-names: Henry
given-names: Lionel
email: lionel@posit.co
- family-names: Pedersen
given-names: Thomas Lin
email: thomas.pedersen@posit.co
orcid: https://orcid.org/0000-0002-5147-4711
- family-names: Luciani
given-names: T Jake
email: jake@apache.org
- family-names: Decorde
given-names: Matthieu
email: matthieu.decorde@ens-lyon.fr
- family-names: Lise
given-names: Vaudor
email: lise.vaudor@ens-lyon.fr
year: '2025'
doi: 10.32614/CRAN.package.vdiffr
- type: software
title: withr
abstract: 'withr: Run Code ''With'' Temporarily Modified Global State'
notes: Suggests
url: https://withr.r-lib.org
repository: https://CRAN.R-project.org/package=withr
authors:
- family-names: Hester
given-names: Jim
- family-names: Henry
given-names: Lionel
email: lionel@posit.co
- family-names: Müller
given-names: Kirill
email: krlmlr+r@mailbox.org
- family-names: Ushey
given-names: Kevin
email: kevinushey@gmail.com
- family-names: Wickham
given-names: Hadley
email: hadley@posit.co
- family-names: Chang
given-names: Winston
year: '2025'
doi: 10.32614/CRAN.package.withr
- type: software
title: graph
abstract: 'graph: graph: A package to handle graph data structures'
notes: Enhances
repository: https://bioconductor.org/
authors:
- family-names: Gentleman
given-names: R
- family-names: Whalen
given-names: Elizabeth
- family-names: Huber
given-names: W
- family-names: Falcon
given-names: S
- family-names: Gentry
given-names: Jeff
- family-names: Shannon
given-names: Paul
year: '2025'
doi: 10.18129/B9.bioc.graph
- type: software
title: cpp11
abstract: 'cpp11: A C++11 Interface for R''s C Interface'
notes: LinkingTo
url: https://cpp11.r-lib.org
repository: https://CRAN.R-project.org/package=cpp11
authors:
- family-names: Vaughan
given-names: Davis
email: davis@posit.co
orcid: https://orcid.org/0000-0003-4777-038X
- family-names: Hester
given-names: Jim
orcid: https://orcid.org/0000-0002-2739-7082
- family-names: François
given-names: Romain
orcid: https://orcid.org/0000-0002-2444-4226
year: '2025'
doi: 10.32614/CRAN.package.cpp11
version: '>= 0.5.0'
Committers
Last synced: 11 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| Gabor Csardi | c****r@g****m | 1,435 |
| Kirill Müller | k****l@c****m | 1,007 |
| Maëlle Salmon | m****n@y****e | 917 |
| Gabor Csardi | c****i@r****u | 461 |
| Tamas Nepusz | n****s@g****m | 438 |
| Szabolcs Horvát | s****t@g****m | 303 |
| Antonov548 | a****8@g****m | 165 |
| github-actions[bot] | 4****] | 112 |
| Vincent Traag | v****t@t****t | 98 |
| Gabor Csardi | c****i@c****p | 81 |
| Gabor Csardi | c****i@s****r | 28 |
| David Schoch | d****h@c****m | 28 |
| adalisan | s****i@g****m | 16 |
| Tamas Nepusz | n****s@r****u | 11 |
| Nam Lee | n****e@j****u | 9 |
| ngmaclaren | n****n@g****m | 8 |
| Duncan Murdoch | m****n@g****m | 6 |
| Minh Tang | m****0@j****u | 5 |
| pramodupamanyu | p****u@g****m | 4 |
| Tomas Kalibera | t****a@g****m | 4 |
| Fabio Zanini | f****i@f****m | 4 |
| olivroy | 5****y | 3 |
| Tamas Nepusz | t****s@c****k | 3 |
| Gabor Csardi | c****i@g****t | 3 |
| Gabor Csardi | g****i@d****l | 2 |
| John Silberholz | j****r@m****u | 2 |
| Olivier Roy | o****y@s****a | 2 |
| clp | p****9@g****m | 2 |
| Stefan Lanz | 7****1 | 2 |
| Matyas Schubert | 4****h | 2 |
| and 43 more... | ||
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 443
- Total pull requests: 1,275
- Average time to close issues: over 1 year
- Average time to close pull requests: 18 days
- Total issue authors: 97
- Total pull request authors: 30
- Average comments per issue: 3.13
- Average comments per pull request: 2.71
- Merged pull requests: 943
- Bot issues: 0
- Bot pull requests: 351
Past Year
- Issues: 83
- Pull requests: 682
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Dependencies
- actions/cache v2 composite
- actions/checkout v2 composite
- actions/upload-artifact v2 composite
- addnab/docker-run-action v3 composite
- hendrikmuhs/ccache-action v1.2.10 composite
- r-lib/actions/check-r-package v2 composite
- r-lib/actions/setup-pandoc v2 composite
- r-lib/actions/setup-r v2 composite
- r-lib/actions/setup-r-dependencies v2 composite
- actions/checkout v2 composite
- r-lib/actions/setup-r v2 composite
- r-lib/actions/setup-r-dependencies v2 composite
- JamesIves/github-pages-deploy-action v4.4.1 composite
- actions/checkout v3 composite
- r-lib/actions/setup-pandoc v2 composite
- r-lib/actions/setup-r v2 composite
- r-lib/actions/setup-r-dependencies v2 composite
- actions/checkout v3 composite
- r-lib/actions/setup-r v2 composite
- r-lib/actions/setup-r-dependencies v2 composite
- R >= 3.5.0 depends
- methods * depends
- Matrix * imports
- cli * imports
- grDevices * imports
- graphics * imports
- lifecycle * imports
- magrittr * imports
- pkgconfig >= 2.0.0 imports
- rlang * imports
- stats * imports
- utils * imports
- ape >= 5.7 suggests
- callr * suggests
- decor * suggests
- digest * suggests
- graph * suggests
- igraphdata * suggests
- knitr * suggests
- rgl * suggests
- rmarkdown * suggests
- scales * suggests
- stats4 * suggests
- tcltk * suggests
- testthat * suggests
- vdiffr * suggests
- withr * suggests
- stimulus 0.20.0