ggmice

0.1.1

Visualizations for 'mice' with 'ggplot2'

0packages depend

11.7Kdownloads / year

88.9%test coverage

13/13checks pass

Overview

About

Maintained by Hanne ObermanFirst published 2022-03-173 releasesCRAN page ↗GitHub ↗

Enhance a 'mice' imputation workflow with visualizations for incomplete and/or imputed data. The plotting functions produce 'ggplot' objects which may be easily manipulated or extended. Use 'ggmice' to inspect missing data, develop imputation models, evaluate algorithmic convergence, or compare observed versus imputed data.

Install

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

install.packages("ggmice", 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/ggmice")

Development version from amices/ggmice. 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-ggmice

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-ggmice

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-ggmice

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

Health

CRAN checks

13OK

Slowest check: 4.8 min · r-devel-windows-x86_64

Code health

Yes

Tests · ratio 0.17

88.9%

Coverage · measured lines

92%

Documentation · exports

Dependencies · direct

Check history

OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
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
NOTE2026-03-10
11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 241 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 100%
References docs: 7%

Downloads

11.7K

CRAN downloads in the past year

Rank #4,311 · ~32/day · ~978/mo

Releases R versions

Daily download trend is not available in this view yet.

54830 days

2.2K90 days

11.7K1 year

Compare downloads with other packages →

Also on175 r2u36 autocran1.3K conda_forge16 c2d4u

Repository

GitHub ↗ amices/ggmice

35Stars

9Forks

42Open issues

9Open PRs

3Releases

448Commits

6Contributors

rmiceggplot2rstatsvisualizationcranr-package

License GPL-3.0 · 448 commits · Last activity 2026-04-03 · 0% stars, 30d

Stars over time

2025-06-20 · 332026-07-07 · 35

Repository practices

Upstream repositoryBeta

7 development-tooling and community-health practices detected across 6 families in the upstream repository

Checks run against github.com/amices/ggmice on 2026-07-19.

Continuous integration (1)

GitHub Actions

CRAN release process (2)

cran-comments.mdrevdep/

Docs source (1)

README.Rmd

Research and citation (1)

CITATION.cff

Show all practices

Lint, format, editor (1)

RStudio project

Coverage (1)

Codecov

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

Dependencies

Declared dependencies

18 external dependencies (excludes base and recommended)

Depends (0)

none

Imports (13)

cli dplyr ggplot2 magrittr mice purrr rlang scalesstatsstringr tidyr tidyselectutils

LinkingTo (0)

none

Suggests (7)

covr knitr lifecycle patchwork plotly rmarkdown testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Code Composition

R 1,623 (61%)Vignettes 538 (20%)Rd 508 (19%)

Code characteristics

Cyclomatic complexity: 7.0 median / 25 max
Test cases: 25 / 0.17 per code line

Test coverage

Line coverage

89%

Expression

88.4%

Tests / Examples

88.9% / 71% ex

Functions

17 11 exported

Complexity

8.2 avg / 25 max

Call network

17 nodes / 22 edges

Call graph

Open call graph →

Loading call graph…

Lowest coverage

17 functions

Function	Cyclo	Coverage
verify_data	25	60%
match_mapping	11	81%
plot_trace exp	8	82%
match_vrb	7	84%
plot_corr exp	11	85%
plot_pattern exp	20	90%

People & History

People (8)

Maintainer (1)

Hanne Oberman

Author, Maintainer

Authors (1)

Hanne Oberman

Author, Maintainer

Contributors (5)

Kyle Lang

Contributor · added in 0.1.1

Gerko Vink

Contributor · added in 0.1.0

Pepijn Vink

Contributor · added in 0.1.0

Thom Volker

Contributor · added in 0.1.0

Jamie Wallis

Contributor · added in 0.1.0

Funders (2)

University Medical Centre Utrecht

Funder · added in 0.1.0

Utrecht University

Funder · added in 0.1.0

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
0.1.1Latest
2025-07-30 · current release · diff ↗
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
0.1.0
2023-08-07 · diff ↗
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
0.0.1
2022-03-17
R
R 4.1.0 released · 2021-05-18

Package metadata

First published: 2022-03-17
Total releases: 3 / 4 yrs
License: GPL (>= 3) OSI
Download size: 3.7 MB
Installed size: not tracked yet
With dependencies: not tracked yet

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