R Observatory: Metrics for recipes version 1.3.3

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

recipes

1.3.3

Preprocessing and Feature Engineering Steps for Modeling

101packages depend

2.1Mdownloads / year

96.2%test coverage

8/13checks pass

Overview

About

Maintained by Max KuhnFirst published 2017-07-2738 releasesCRAN page ↗GitHub ↗

A recipe prepares your data for modeling. We provide an extensible framework for pipeable sequences of feature engineering steps provides preprocessing tools to be applied to data. Statistical parameters for the steps can be estimated from an initial data set and then applied to other data sets. The resulting processed output can then be used as inputs for statistical or machine learning models.

Install

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

install.packages("recipes", 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("tidymodels/recipes")

Development version from tidymodels/recipes. 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-recipes

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-recipes

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-recipes

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

Health

CRAN checks

5NOTE8OK

Failing flavors

NOTE r-devel-linux-x86_64-debian-clang
NOTE r-devel-linux-x86_64-debian-gcc
NOTE r-devel-linux-x86_64-fedora-clang
NOTE r-devel-linux-x86_64-fedora-gcc
NOTE r-devel-windows-x86_64

Slowest check: 12.9 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 1.48

96.2%

Coverage · measured lines

100%

Documentation · exports

23

Dependencies · direct

Check history

NOTE2026-07-16
11 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-19
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
WARNING2026-06-17
12 OK · 0 NOTE · 1 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-07
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE

Show 2 earlier snapshots

OK2026-04-08
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
WARNING2026-03-10
13 OK · 0 NOTE · 1 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 99%
Documented parameters: 90%
Return-value docs: 86%
References docs: 12%

Downloads

2.1M

CRAN downloads in the past year

Rank #276 · ~5.7K/day · ~173.6K/mo

Releases R versions

Daily download trend is not available in this view yet.

122.4K30 days

451.8K90 days

2.1M1 year

Compare downloads with other packages →

Also on27.2K r2u80 autocran281.1K conda_forge4.6K c2d4u

Repository

GitHub ↗ tidymodels/recipes

618Stars

128Forks

47Open issues

2Open PRs

29Releases

2,957Commits

88Contributors

2,957 commits · Last activity 2026-05-30

Issues over time

2026-07-14 · 462026-08-06 · 47

Repository practices

Upstream repositoryBeta

10 development-tooling and community-health practices detected across 7 families in the upstream repository

Checks run against github.com/tidymodels/recipes on 2026-08-09.

Continuous integration (1)

GitHub Actions

CRAN release process (2)

cran-comments.mdrevdep/

Docs source (1)

README.Rmd

Lint, format, editor (3)

AirVS CodeRStudio project

Show all practices

Coverage (1)

Codecov

Governance and community (1)

CODEOWNERS

Git structural (1)

.gitattributes

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

Dependencies

Declared dependencies

41 external dependencies (excludes base and recommended)

Depends (2)

R >= 4.1dplyr

Imports (22)

cli clock generics glue gower hardhat ipred lifecycle lubridate magrittrMatrixpurrr rlang sparsevctrsstatstibble tidyr (>= 1.0.0)tidyselect timeDateutilsvctrs (>= 0.5.0)withr

LinkingTo (0)

none

Suggests (23)

covr ddalpha dials dimRed fastICA ggplot2 igraph kernlab knitrmethodsmixOmics modeldata parsnip RANN RcppRoll rmarkdownrpartrsample RSpectra splines2 testthat workflows xml2

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

101direct

290indirect

and 53 more packages.

Code & Tests

People & History

People (4)

Maintainer (1)

Max Kuhn

Author, Maintainer

Authors (3)

Max Kuhn

Author, Maintainer

Emil Hvitfeldt

Author · added in 1.0.6

Hadley Wickham

Author

Copyright holders (1)

Posit Software, PBC

Copyright holder, Funder · added in 1.0.6

Funders (1)

Posit Software, PBC

Copyright holder, Funder · added in 1.0.6

Listed in earlier versions (2)

RStudio

no longer listed · 0.1.0 to 1.0.3

Posit Software PBC

no longer listed · 1.0.4 to 1.0.5

Package Timeline

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

1.3.3Latest
2026-05-30 · current release · diff ↗
R
R 4.6.0 released · 2026-04-24
1.3.2
2026-04-02 · diff ↗
1.3.1
2025-05-21 · diff ↗
1.3.0
2025-04-17 · diff ↗
R
R 4.5.0 released · 2025-04-11
1.2.1
2025-03-25 · diff ↗
1.2.0
2025-03-17 · diff ↗
1.1.1
2025-02-12 · diff ↗
1.1.0
2024-07-04 · diff ↗
R
R 4.4.0 released · 2024-04-24
1.0.10
2024-02-18 · diff ↗
1.0.9
2023-12-13 · diff ↗
1.0.8
2023-08-26 · diff ↗
1.0.7
2023-08-11 · diff ↗
1.0.6
2023-04-25 · diff ↗

Show 32 earlier events

R
R 4.3.0 released · 2023-04-21
1.0.5
2023-02-20 · diff ↗
1.0.4
2023-01-11 · diff ↗
1.0.3
2022-11-09 · diff ↗
1.0.2
2022-10-16 · diff ↗
1.0.1
2022-07-08 · diff ↗
1.0.0
2022-07-01 · diff ↗
R
R 4.2.0 released · 2022-04-22
0.2.0
2022-02-19 · diff ↗
0.1.17
2021-09-27 · diff ↗
R
R 4.1.0 released · 2021-05-18
0.1.16
2021-04-16 · diff ↗
0.1.15
2020-11-11 · diff ↗
0.1.14
2020-10-17 · diff ↗
0.1.13
2020-06-23 · diff ↗
0.1.12
2020-05-01 · diff ↗
0.1.11
2020-04-30 · diff ↗
R
R 4.0.0 released · 2020-04-24
0.1.10
2020-03-18 · diff ↗
0.1.9
2020-01-07 · diff ↗
0.1.8
2019-12-18 · diff ↗
0.1.7
2019-09-15 · diff ↗
0.1.6
2019-07-02 · diff ↗
R
R 3.6.0 released · 2019-04-26
0.1.5
2019-03-21 · diff ↗
0.1.4
2018-11-19 · diff ↗
0.1.3
2018-06-16 · diff ↗
R
R 3.5.0 released · 2018-04-23
0.1.2
2018-01-11 · diff ↗
0.1.1
2017-11-20 · diff ↗
0.1.0
2017-07-27
R
R 3.4.0 released · 2017-04-21

Package metadata

First published: 2017-07-27
Total releases: 38 / 9 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 4.1
Download size: 869 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("recipes")

Format

Kuhn, M., Posit Software, PBC, Hvitfeldt, E., & Wickham, H. (2026). recipes: Preprocessing and Feature Engineering Steps for Modeling (Version 1.3.3) [Computer software]. https://doi.org/10.32614/CRAN.package.recipes

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 recipes version 1.3.3 [Data set]. HJJB, LLC. Data release v2026-08-11. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-11, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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