R Observatory: Metrics for fairadapt version 1.0.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

fairadapt

1.0.0

Fair Data Adaptation with Quantile Preservation

0packages depend

3.7Kdownloads / year

63.8%test coverage

12/13checks pass

Overview

About

Maintained by Drago PleckoFirst published 2019-11-2810 releasesCRAN page ↗GitHub ↗

An implementation of the fair data adaptation with quantile preservation described in Plecko & Meinshausen (JMLR 2020, 21(242), 1-44). The adaptation procedure uses the specified causal graph to pre-process the given training and testing data in such a way to remove the bias caused by the protected attribute. The procedure uses tree ensembles for quantile regression. Instructions for using the methods are further elaborated in the corresponding JSS manuscript, see doi:10.18637/jss.v110.i04.

Install

R (CRAN)pak (dev)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("fairadapt", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("dplecko/fairadapt")

Development version from dplecko/fairadapt. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-fairadapt

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-fairadapt

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-fairadapt

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

1ERROR12OK

Failing flavors

ERROR r-oldrel-macos-arm64

Slowest check: 6.1 min · r-release-macos-x86_64

Code health

Yes

Tests · ratio 1.18

63.8%

Coverage · measured lines

100%

Documentation · exports

8

Dependencies · direct

Check history

ERROR2026-03-10
13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE

Documentation

READMEYes · 194 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 90%
Return-value docs: 89%
References docs: 11%

Downloads

3.7K

CRAN downloads in the past year

Rank #10,536 · ~10/day · ~306/mo

Releases R versions

Daily download trend is not available in this view yet.

30530 days

93090 days

3.7K1 year

Compare downloads with other packages →

Also on148 r2u8 autocran

Repository

GitHub ↗ dplecko/fairadapt

2Stars

2Forks

0Open issues

0Open PRs

0Releases

206Commits

7Contributors

fairnesscausal-inferencermachine-learning

License GPL-3.0 · 206 commits · Last activity 2023-08-18

Stars over time

2023-10-17 · 22026-07-07 · 2

Repository practices

Upstream repositoryBeta

4 development-tooling and community-health practices detected across 4 families in the upstream repository

Checks run against github.com/dplecko/fairadapt on 2026-08-23.

Continuous integration (1)

GitHub Actions

CRAN release process (1)

cran-comments.md

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

19 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5.0

Imports (8)

ranger assertthat quantreg qrnn igraph ggplot2 cowplot scales

LinkingTo (0)

none

Suggests (11)

testthat knitr rmarkdown rticles mvtnorm magick ggraph pdftools microbenchmark xtable spelling

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (2)

Maintainer (1)

Drago Plecko

Author, Maintainer

Authors (2)

Drago Plecko

Author, Maintainer

Nicolas Bennett

Author · added in 0.2.1

Package Timeline

10 releases. Pick two to compare their code metrics. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
1.0.0Latest
2024-09-06 · current release · diff ↗
R
R 4.4.0 released · 2024-04-24
0.2.7
2023-10-09 · diff ↗
unarchivedReturned to CRAN
2023-10-09
archivedRemoved from CRAN
2023-09-19
issues were not corrected despite reminders
0.2.6
2023-08-18 · diff ↗
R
R 4.3.0 released · 2023-04-21
0.2.5
2023-03-23 · diff ↗
0.2.4
2022-07-01 · diff ↗
0.2.3
2022-06-22 · diff ↗
0.2.2
2022-04-28 · diff ↗
R
R 4.2.0 released · 2022-04-22
0.2.1
2021-10-19 · diff ↗
0.2.0
2021-07-28 · diff ↗

Show 4 earlier events

R
R 4.1.0 released · 2021-05-18
R
R 4.0.0 released · 2020-04-24
0.1.0
2019-11-28
R
R 3.6.0 released · 2019-04-26

Package metadata

First published: 2019-11-28
Total releases: 10 / 7 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 3.5.0
Bundled data: 1.3 MB / 3 files
Download size: 1.9 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("fairadapt")

Format

Plecko, D., & Bennett, N. (2024). fairadapt: Fair Data Adaptation with Quantile Preservation (Version 1.0.0) [Computer software]. https://doi.org/10.32614/CRAN.package.fairadapt

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for fairadapt version 1.0.0 [Data set]. HJJB, LLC. Data release v2026-08-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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