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jfa

jfa is an R package that provides statistical methods for auditing. Its functionality and intended workflow are implemented with a graphical user interface in the Audit module of JASP (https://jasp-stats.org), a free and open-source software program for statistical analyses.

https://github.com/koenderks/jfa

Science Score: 44.0%

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  • ○
    Scientific vocabulary similarity
    Low similarity (19.2%) to scientific vocabulary

Keywords

algorithm-auditing audit audit-sampling bayesian data-auditing jasp jasp-for-audit r r-package rstats statistical-audit statistics

Keywords from Contributors

interpretability standardization hack
Last synced: 6 months ago · JSON representation ·

Repository

jfa is an R package that provides statistical methods for auditing. Its functionality and intended workflow are implemented with a graphical user interface in the Audit module of JASP (https://jasp-stats.org), a free and open-source software program for statistical analyses.

Basic Info
Statistics
  • Stars: 8
  • Watchers: 4
  • Forks: 6
  • Open Issues: 0
  • Releases: 25
Topics
algorithm-auditing audit audit-sampling bayesian data-auditing jasp jasp-for-audit r r-package rstats statistical-audit statistics
Created about 6 years ago · Last pushed 6 months ago
Metadata Files
Readme Changelog Contributing License Code of conduct Citation

README.md

CRAN R_build_status Codecov Bugs Total Licence

jfa: Statistical Methods for Auditing

jfa is an R package that provides statistical methods for auditing. The package includes functions for planning, performing, and evaluating audit samples compliant with international auditing standards, as well as functions for auditing data, such as testing the distribution of leading digits against Benford's law, and functions for auditing algorithms with respect to fairness. In addition to offering classical (frequentist) methods, jfa also provides a straightforward implementation of their Bayesian counterparts.

The functionality of the jfa package and its intended workflow are implemented with a graphical user interface in the Audit module of JASP, a free and open-source software program for statistical analyses.

Resources

Installation

Latest Release

The most recent jfa release can be installed from CRAN via:

r install.packages("jfa")

Development Version

To install the development version from GitHub, first make sure that you can install the rstan package and C++ toolchain by following these instructions. Once rstan is successfully installed, you can install jfa from GitHub using the remotes package by executing the following command in R:

```r

install.packages("remotes")

remotes::installgithub("koenderks/jfa", INSTALLopts = "--no-multiarch") ```

Owner

  • Name: Koen Derks
  • Login: koenderks
  • Kind: user
  • Location: Amsterdam
  • Company: Nyenrode Business University

Assistant Professor at Nyenrode Business University & Developer at JASP (www.jasp-stats.org), free and open-source statistical software.

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 "jfa" in publications use:'
type: software
license: GPL-3.0-or-later
title: 'jfa: Statistical Methods for Auditing'
version: 0.7.4
doi: 10.32614/CRAN.package.jfa
identifiers:
- type: doi
  value: 10.32614/CRAN.package.jfa
abstract: Provides statistical methods for auditing as implemented in JASP for Audit
  (Derks et al., 2021 <https://doi.org/10.21105/joss.02733>). First, the package makes
  it easy for an auditor to plan a statistical sample, select the sample from the
  population, and evaluate the misstatement in the sample compliant with international
  auditing standards. Second, the package provides statistical methods for auditing
  data, including tests of digit distributions and repeated values. Finally, the package
  includes methods for auditing algorithms on the aspect of fairness and bias. Next
  to classical statistical methodology, the package implements Bayesian equivalents
  of these methods whose statistical underpinnings are described in Derks et al. (2021)
  <https://doi.org/10.1111/ijau.12240>, Derks et al. (2024) <https://doi.org/10.2308/AJPT-2021-086>,
  Derks et al. (2022) <https://doi.org/10.31234/osf.io/8nf3e> Derks et al. (2024)
  <https://doi.org/10.31234/osf.io/tgq5z>, and Derks et al. (2025) <https://doi.org/10.31234/osf.io/b8tu2>.
authors:
- family-names: Derks
  given-names: Koen
  email: k.derks@nyenrode.nl
  orcid: https://orcid.org/0000-0002-5533-9349
preferred-citation:
  type: manual
  title: 'jfa: Statistical methods for auditing'
  authors:
  - family-names: Derks
    given-names: Koen
    email: k.derks@nyenrode.nl
    orcid: https://orcid.org/0000-0002-5533-9349
  year: '2025'
  notes: R package version 0.7.4
  url: https://CRAN.R-project.org/package=jfa
  doi: 10.32614/CRAN.package.jfa
repository: https://CRAN.R-project.org/package=jfa
repository-code: https://github.com/koenderks/jfa
url: https://koenderks.github.io/jfa/
date-released: '2025-08-12'
contact:
- family-names: Derks
  given-names: Koen
  email: k.derks@nyenrode.nl
  orcid: https://orcid.org/0000-0002-5533-9349
keywords:
- algorithm-auditing
- audit
- audit-sampling
- bayesian
- data-auditing
- jasp
- jasp-for-audit
- r
- r-package
- rstats
- statistical-audit
- statistics
references:
- type: software
  title: 'R: A Language and Environment for Statistical Computing'
  notes: Depends
  url: https://www.R-project.org/
  authors:
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    address: Vienna, Austria
  year: '2025'
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  abstract: 'bde: Bounded Density Estimation'
  notes: Imports
  repository: https://CRAN.R-project.org/package=bde
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  - family-names: Santafe
    given-names: Guzman
  - family-names: Calvo
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  - family-names: Perez
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  - family-names: Lozano
    given-names: Jose A.
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  year: '2025'
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  abstract: 'ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics'
  notes: Imports
  url: https://ggplot2.tidyverse.org
  repository: https://CRAN.R-project.org/package=ggplot2
  authors:
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
    orcid: https://orcid.org/0000-0003-4757-117X
  - family-names: Chang
    given-names: Winston
    orcid: https://orcid.org/0000-0002-1576-2126
  - family-names: Henry
    given-names: Lionel
  - family-names: Pedersen
    given-names: Thomas Lin
    email: thomas.pedersen@posit.co
    orcid: https://orcid.org/0000-0002-5147-4711
  - family-names: Takahashi
    given-names: Kohske
  - family-names: Wilke
    given-names: Claus
    orcid: https://orcid.org/0000-0002-7470-9261
  - family-names: Woo
    given-names: Kara
    orcid: https://orcid.org/0000-0002-5125-4188
  - family-names: Yutani
    given-names: Hiroaki
    orcid: https://orcid.org/0000-0002-3385-7233
  - family-names: Dunnington
    given-names: Dewey
    orcid: https://orcid.org/0000-0002-9415-4582
  - family-names: Brand
    given-names: Teun
    name-particle: van den
    orcid: https://orcid.org/0000-0002-9335-7468
  year: '2025'
  doi: 10.32614/CRAN.package.ggplot2
  version: '>= 3.4.2'
- type: software
  title: methods
  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: Rcpp
  abstract: 'Rcpp: Seamless R and C++ Integration'
  notes: Imports
  url: https://www.rcpp.org
  repository: https://CRAN.R-project.org/package=Rcpp
  authors:
  - family-names: Eddelbuettel
    given-names: Dirk
    email: edd@debian.org
    orcid: https://orcid.org/0000-0001-6419-907X
  - family-names: Francois
    given-names: Romain
    orcid: https://orcid.org/0000-0002-2444-4226
  - family-names: Allaire
    given-names: JJ
    orcid: https://orcid.org/0000-0003-0174-9868
  - family-names: Ushey
    given-names: Kevin
    orcid: https://orcid.org/0000-0003-2880-7407
  - family-names: Kou
    given-names: Qiang
    orcid: https://orcid.org/0000-0001-6786-5453
  - family-names: Russell
    given-names: Nathan
  - family-names: Ucar
    given-names: Iñaki
    orcid: https://orcid.org/0000-0001-6403-5550
  - family-names: Bates
    given-names: Doug
    orcid: https://orcid.org/0000-0001-8316-9503
  - family-names: Chambers
    given-names: John
  year: '2025'
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  version: '>= 0.12.0'
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  abstract: 'RcppParallel: Parallel Programming Tools for ''Rcpp'''
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  url: https://rcppcore.github.io/RcppParallel/
  repository: https://CRAN.R-project.org/package=RcppParallel
  authors:
  - family-names: Allaire
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    email: jj@rstudio.com
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    email: kevin@rstudio.com
  - family-names: Vandenbrouck
    given-names: Gregory
  - family-names: Geelnard
    given-names: Marcus
    website: https://tinythreadpp.bitsnbites.eu/
  - name: Intel
    website: https://www.threadingbuildingblocks.org/
  year: '2025'
  doi: 10.32614/CRAN.package.RcppParallel
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- type: software
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  abstract: 'rstan: R Interface to Stan'
  notes: Imports
  url: https://mc-stan.org/rstan/
  repository: https://CRAN.R-project.org/package=rstan
  authors:
  - family-names: Guo
    given-names: Jiqiang
    email: guojq28@gmail.com
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    given-names: Jonah
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  - family-names: Goodrich
    given-names: Ben
    email: benjamin.goodrich@columbia.edu
  - family-names: Johnson
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    email: andrew.johnson@arjohnsonau.com
  - family-names: Weber
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    email: sdw.post@waebers.de
  - family-names: Badr
    given-names: Hamada S.
    email: badr@jhu.edu
    orcid: https://orcid.org/0000-0002-9808-2344
  year: '2025'
  doi: 10.32614/CRAN.package.rstan
  version: '>= 2.26.0'
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  title: rstantools
  abstract: 'rstantools: Tools for Developing R Packages Interfacing with ''Stan'''
  notes: Imports
  url: https://mc-stan.org/rstantools/
  repository: https://CRAN.R-project.org/package=rstantools
  authors:
  - family-names: Gabry
    given-names: Jonah
    email: jsg2201@columbia.edu
  - family-names: Goodrich
    given-names: Ben
    email: benjamin.goodrich@columbia.edu
  - family-names: Lysy
    given-names: Martin
    email: mlysy@uwaterloo.ca
  - family-names: Johnson
    given-names: Andrew
  year: '2025'
  doi: 10.32614/CRAN.package.rstantools
  version: '>= 2.2.0'
- 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: truncdist
  abstract: 'truncdist: Truncated Random Variables'
  notes: Imports
  repository: https://CRAN.R-project.org/package=truncdist
  authors:
  - family-names: Novomestky
    given-names: Frederick
    email: fn334@nyu.edu
  - family-names: Nadarajah
    given-names: Saralees
    email: saralees.nadarajah@manchester.ac.uk
  year: '2025'
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- type: software
  title: benford.analysis
  abstract: 'benford.analysis: Benford Analysis for Data Validation and Forensic Analytics'
  notes: Suggests
  url: http://github.com/carloscinelli/benford.analysis
  repository: https://CRAN.R-project.org/package=benford.analysis
  authors:
  - family-names: Cinelli
    given-names: Carlos
  year: '2025'
  doi: 10.32614/CRAN.package.benford.analysis
  version: '>= 0.1.5'
- type: software
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  abstract: 'BenfordTests: Statistical Tests for Evaluating Conformity to Benford''s
    Law'
  notes: Suggests
  url: https://cran.r-project.org/package=BenfordTests
  repository: https://CRAN.R-project.org/package=BenfordTests
  authors:
  - family-names: Joenssen
    given-names: Dieter William
    email: Dieter.Joenssen@googlemail.com
  year: '2025'
  doi: 10.32614/CRAN.package.BenfordTests
  version: '>= 1.2.0'
- type: software
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  abstract: 'BeyondBenford: Compare the Goodness of Fit of Benford''s and Blondeau
    Da Silva''s Digit Distributions to a Given Dataset'
  notes: Suggests
  repository: https://CRAN.R-project.org/package=BeyondBenford
  authors:
  - family-names: Stephane
    given-names: Blondeau Da Silva
  year: '2025'
  doi: 10.32614/CRAN.package.BeyondBenford
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- type: software
  title: fairness
  abstract: 'fairness: Algorithmic Fairness Metrics'
  notes: Suggests
  url: https://kozodoi.me/r/fairness/packages/2020/05/01/fairness-tutorial.html
  repository: https://CRAN.R-project.org/package=fairness
  authors:
  - family-names: Kozodoi
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  - family-names: V. Varga
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- type: software
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  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
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  doi: 10.32614/CRAN.package.knitr
- type: software
  title: MUS
  abstract: 'MUS: Monetary Unit Sampling and Estimation Methods, Widely Used in Auditing'
  notes: Suggests
  url: https://github.com/alsguimaraes/MUS
  repository: https://CRAN.R-project.org/package=MUS
  authors:
  - family-names: Prömpers
    given-names: Henning
  - family-names: Guimarães
    given-names: André
  year: '2025'
  doi: 10.32614/CRAN.package.MUS
  version: '>= 0.1.6'
- 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
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  - 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
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    email: rich@posit.co
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  year: '2025'
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- type: software
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  abstract: 'samplingbook: Survey Sampling Procedures'
  notes: Suggests
  url: https://www.samplingbook.manitz.org
  repository: https://CRAN.R-project.org/package=samplingbook
  authors:
  - family-names: Manitz
    given-names: Juliane
  - family-names: Hempelmann
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  - family-names: Kauermann
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  - family-names: Oberhauser
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  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
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  abstract: 'BH: Boost C++ Header Files'
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  authors:
  - family-names: Eddelbuettel
    given-names: Dirk
    email: edd@debian.org
    orcid: https://orcid.org/0000-0001-6419-907X
  - family-names: Emerson
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  - family-names: Kane
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  year: '2025'
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- type: software
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  notes: LinkingTo
  url: https://dirk.eddelbuettel.com/code/rcpp.eigen.html
  repository: https://CRAN.R-project.org/package=RcppEigen
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  - family-names: Eddelbuettel
    given-names: Dirk
    email: edd@debian.org
    orcid: https://orcid.org/0000-0001-6419-907X
  - family-names: Francois
    given-names: Romain
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  - family-names: Qiu
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- type: software
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  abstract: 'StanHeaders: C++ Header Files for Stan'
  notes: LinkingTo
  url: https://mc-stan.org/
  repository: https://CRAN.R-project.org/package=StanHeaders
  authors:
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  - family-names: Hoffman
    given-names: Matt
  - family-names: Lee
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  - family-names: Betancourt
    given-names: Michael
  - family-names: Brubaker
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  - family-names: Guo
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  - family-names: Li
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  - family-names: Riddell
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  - family-names: Inacio
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  - family-names: Morris
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  - family-names: Arnold
    given-names: Jeffrey
  - family-names: Goedman
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  - family-names: Lau
    given-names: Brian
  - family-names: Trangucci
    given-names: Rob
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    given-names: Jonah
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  - family-names: Tran
    given-names: Dustin
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  - family-names: Gao
    given-names: Yuanjun
  - family-names: Badr
    given-names: Hamada S.
    email: badr@jhu.edu
    orcid: https://orcid.org/0000-0002-9808-2344
  year: '2025'
  doi: 10.32614/CRAN.package.StanHeaders
  version: '>= 2.26.0'

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Last Year
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  • Average comments per issue: 1.0
  • Average comments per pull request: 1.8
  • Merged pull requests: 10
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • lottemensink (1)
Pull Request Authors
  • github-actions[bot] (97)
  • federicapicogna (9)
  • koenderks (6)
  • lottemensink (2)
  • andrjohns (2)
Top Labels
Issue Labels
bug (1)
Pull Request Labels
automated pr (97)

Packages

  • Total packages: 2
  • Total downloads:
    • cran 515 last-month
  • Total dependent packages: 1
    (may contain duplicates)
  • Total dependent repositories: 5
    (may contain duplicates)
  • Total versions: 32
  • Total maintainers: 1
cran.r-project.org: jfa

Statistical Methods for Auditing

  • Versions: 25
  • Dependent Packages: 0
  • Dependent Repositories: 5
  • Downloads: 515 Last month
Rankings
Forks count: 12.2%
Dependent repos count: 13.0%
Downloads: 17.6%
Average: 18.0%
Stargazers count: 18.3%
Dependent packages count: 28.7%
Maintainers (1)
k.derks@nyenrode.nl
Last synced: 6 months ago
conda-forge.org: r-jfa
  • Versions: 7
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Dependent packages count: 28.8%
Dependent repos count: 34.0%
Average: 43.7%
Stargazers count: 54.5%
Forks count: 57.4%
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • extraDistr * imports
  • graphics * imports
  • stats * imports
  • MUS * suggests
  • kableExtra * suggests
  • knitr * suggests
  • rmarkdown * suggests
  • samplingbook * suggests
  • testthat * suggests
.github/workflows/codecov.yml actions
  • actions/cache v2 composite
  • actions/checkout v2 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
.github/workflows/delete_runs.yml actions
  • Mattraks/delete-workflow-runs v2 composite
.github/workflows/lint.yaml actions
  • actions/checkout v3 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
.github/workflows/pkgdown.yml actions
  • actions/cache v1 composite
  • actions/checkout v2 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
.github/workflows/r.yml actions
  • actions/cache v2 composite
  • actions/checkout v2 composite
  • actions/upload-artifact main composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
.github/workflows/update-citation-cff.yaml actions
  • actions/checkout v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite