R Observatory: Metrics for mice version 3.19.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

mice

3.19.0

Multivariate Imputation by Chained Equations

175packages depend

1.1Mdownloads / year

57.0%test coverage

13/13checks pass

Overview

About

Maintained by Stef van BuurenFirst published 2006-04-0450 releasesCRAN page ↗GitHub ↗

Multiple imputation using Fully Conditional Specification (FCS) implemented by the MICE algorithm as described in Van Buuren and Groothuis-Oudshoorn (2011) doi:10.18637/jss.v045.i03. Each variable has its own imputation model. Built-in imputation models are provided for continuous data (predictive mean matching, normal), binary data (logistic regression), unordered categorical data (polytomous logistic regression) and ordered categorical data (proportional odds). MICE can also impute continuous two-level data (normal model, pan, second-level variables). Passive imputation can be used to maintain consistency between variables. Various diagnostic plots are available to inspect the quality of the imputations.

Install

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

install.packages("mice", 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("amices/mice")

Development version from amices/mice. 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-mice

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-mice

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-mice

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

Health

CRAN checks

13OK

Slowest check: 8.4 min · r-devel-windows-x86_64

Code health

Yes

Tests · ratio 0.22

57.0%

Coverage · measured lines

100%

Documentation · exports

13

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-07-21
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-07-10
11 OK · 0 NOTE · 0 WARNING · 2 ERROR · 0 FAILURE
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Show 8 earlier snapshots

ERROR2026-06-07
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-05-02
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-25
11 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-04-22
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-18
13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-04-16
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-03-28
13 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 684 wordsVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 96%
Documented parameters: 99%
Return-value docs: 97%
References docs: 47%

Downloads

1.1M

CRAN downloads in the past year

Rank #426 · ~3K/day · ~89.9K/mo

Releases R versions

Daily download trend is not available in this view yet.

64.1K30 days

209.2K90 days

1.1M1 year

Compare downloads with other packages →

Also on29.1K r2u166 autocran18.6K conda_forge1.6K c2d4u

Repository

GitHub ↗ amices/mice

516Stars

124Forks

26Open issues

4Open PRs

22Releases

1,898Commits

45Contributors

imputationfcsmultivariate-datamicechained-equationsmultiple-imputationmissing-datamissing-values

License GPL-2.0 · 1,898 commits · Last activity 2026-07-07 · +1% stars, 30d

Stars over time

2025-08-05 · 4792026-08-08 · 516

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/amices/mice on 2026-08-16.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (1)

data-raw/

CRAN release process (3)

cran-comments.mdrevdep/CRAN-SUBMISSION

Docs source (1)

README.Rmd

Show all practices

Automation and maintenance (1)

Dependabot

Governance and community (1)

Issue templates

Git structural (1)

.gitattributes

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

Dependencies

Declared dependencies

24 external dependencies (excludes base and recommended)

Depends (1)

R >= 2.10.0

Imports (13)

broom dplyr glmnetgraphicsgrDeviceslatticemitmlnnetRcpprpartstatstidyrutils

LinkingTo (2)

cpp11 Rcpp

Suggests (18)

broom.mixed future furrr haven knitr literanger lme4MASSmiceadds pan parallelly purrr ranger randomForest rmarkdown rstansurvivaltestthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

175direct

82indirect

and 127 more packages.

Code & Tests

Datasets

People & History

People (22)

Maintainer (1)

Stef van Buuren

Author, Maintainer · added in 2.13

Authors (2)

Stef van Buuren

Author, Maintainer · added in 2.13

Karin Groothuis-Oudshoorn

Author · added in 2.13

Contributors (20)

Vincent Arel-Bundock

Contributor · added in 3.10.0

Mingyang Cai

Contributor · added in 3.14.0

Edoardo Costantini

Contributor · added in 3.14.0

Lisa Doove

Contributor · added in 2.15

Frederik Fabricius-Bjerre

Contributor · added in 3.19.0

Philipp Gaffert

Contributor · added in 2.30

Bernie Gray

Contributor · added in 2.46.0

Shahab Jolani

Contributor · added in 2.16

Show 12 more contributors

Florian Meinfelder

Contributor · added in 2.30

Margarita Moreno-Betancur

Contributor · added in 3.8.0

Hanne Oberman

Contributor · added in 3.15.0

Alexander Robitzsch

Contributor · added in 2.13

Patrick Rockenschaub

Contributor · added in 3.12.0

Rianne Schouten

Contributor · added in 2.30

Gerko Vink

Contributor · added in 2.13

Thom Volker

Contributor · added in 3.14.0

Stephen Wade

Contributor · added in 3.17.0

Ian White

Contributor · added in 3.8.0

Florian van Leeuwen

Contributor · added in 3.19.0

Caspar van Lissa

Contributor · added in 3.14.0

Listed in earlier versions (4)

S. Van Buuren & C.G.M. Oudshoorn

no longer listed · 1.14 to 1.16

Stef van Buuren & Karin Groothuis-Oudshoorn

no longer listed · 1.21

Stef van Buuren & Karin Groothuis-Oudshoorn <k.groothuis@rrd.nl>

no longer listed · 2.0 to 2.3

Stef van Buuren & Karin Groothuis-Oudshoorn <c.g.m.oudshoorn@utwente.nl>

no longer listed · 2.4 to 2.12

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
3.19.0Latest
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R 4.5.0 released · 2025-04-11
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R 4.3.0 released · 2023-04-21
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R 4.2.0 released · 2022-04-22
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R 4.1.0 released · 2021-05-18
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R 2.8.0 released · 2008-10-20
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R 2.4.0 released · 2006-10-03
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R 2.3.0 released · 2006-04-24
1.14
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R 2.2.0 released · 2005-10-06

Package metadata

First published: 2006-04-04
Total releases: 50 / 20 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 2.10.0
Bundled data: 245 KB / 26 files
Download size: 609 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Appears in task views

Clinical Trial Design, Monitoring, Analysis and Reporting Missing Data Mixed, Multilevel, and Hierarchical Models in R

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("mice")

Format

van Buuren, S., Arel-Bundock, V., Cai, M., Costantini, E., Doove, L., Fabricius-Bjerre, F., Gaffert, P., Gray, B., Groothuis-Oudshoorn, K., Jolani, S., Meinfelder, F., Moreno-Betancur, M., Oberman, H., Robitzsch, A., Rockenschaub, P., Schouten, R., Vink, G., Volker, T., Wade, S., White, I., van Leeuwen, F., & van Lissa, C. (2025). mice: Multivariate Imputation by Chained Equations (Version 3.19.0) [Computer software]. https://doi.org/10.32614/CRAN.package.mice

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 mice version 3.19.0 [Data set]. HJJB, LLC. Data release v2026-08-16. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-16, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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