R Observatory: Metrics for vismi version 1.0.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

vismi

1.0.0Package record

Visual Diagnostics for Multiple Imputation

0packages depend

1.9Kdownloads / year

–test coverage

13/13flavors OK

Overview

About

Maintained by Yongshi DengCRAN page ↗GitHub ↗Website ↗Issues ↗

A comprehensive suite of static and interactive visual diagnostics for assessing the quality of multiply-imputed data obtained from packages such as 'mixgb' and 'mice'. The package supports inspection of distributional characteristics, diagnostics based on masking observed values and comparing them with re-imputed values, and convergence diagnostics.

Changes in 1.0.0

New Features

Support plot aesthetic parameters changed by users
Added overimp function for mice

From NEWS.md in the release

Install

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

install.packages("vismi", 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("agnesdeng/vismi")

Development version from agnesdeng/vismi. 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-vismi

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

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-vismi

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

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

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 3.4 min · r-oldrel-macos-x86_64

Status changes

OK13 OK2026-09-09
ERROR12 OK, 1 ERROR2026-09-04
OK13 OK2026-08-04
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09

Show 4 earlier changesHide 4 earlier changes

ERROR12 OK, 1 ERROR2026-06-08
OK13 OK2026-05-02
ERROR11 OK, 1 ERROR2026-04-25
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.0.0

READMEYes · 152 wordsVignettes· In the repository, left out of the releaseNEWSYes · 100% structured · mentions 1.0.0Citation fileYes · computed when R runs itWebsiteYes · pkgdown

The repository also keeps web-only articles.

Help pages: 13 (1 internal)includes a package overview page
Examples that run: 100%7 run in a plain check (5 of them under a condition)
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 23%

How these are measured

Downloads

1.9K

CRAN downloads in the past year

Rank #21,053 · ~5/day · ~158/mo

Releases R versions

Daily download trend is not available in this view yet.

21330 days

63790 days

1.9K1 year

Compare downloads with other packages →

Also on65 r2u

How downloads are counted

Repository

agnesdeng/vismi ↗Account: agnesdeng

2Stars

0Forks

0Open issues

0Open PRs

1Releases

44Commits

2Commit identities

License file reads as GPL-3.0 · 44 commits · Last activity 2026-07-24 · 0% stars, 30d

Responsiveness

not measured

Stars over time

2025-01-02 · 22026-07-07 · 2

How these are measured

PracticesBeta

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

Checks run against github.com/agnesdeng/vismi on 2026-10-21.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel

Docs source (3)

README.Rmdpkgdown

GitHub Pages site last deployed 2026-07-23

pkgdown site last built 2026-07-23, before release 1.0.0 (2026-07-24)

CRAN release process (2)

cran-comments.mdCRAN-SUBMISSION

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v4 (2026-10-20)

Dependencies

Declared dependencies

18 external dependencies (excludes base and recommended)

Installing vismi adds 106 packages (54 with compiled code, 83 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (1)

R >= 4.3.0

Imports (16)

cli data.table dplyr GGally ggplot2 ggtext gridExtra ggridges patchwork plotly purrr rlangstatsscales tidyr trelliscopejs

LinkingTo (0)

none

Suggests (3)

mice mixgb ranger

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

Datasets

People & History

People (2)

Yongshi Deng

Author, Maintainer since 0.9.5 (2026)

Thomas Lumley

Thesis advisor

Releases (2)

Pick two releases to compare their code metrics.

1.0.0Latest
record
2026-07-24 · current release · diff ↗
R
R 4.6.0 released · 2026-04-24
0.9.5
record
2026-02-03
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2026-02-03
Total releases: 2 / 1 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 4.3.0
Bundled data: 67 KB / 4 files
Download size: 1.5 MB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("vismi")

The package provides a citation file that builds its entry when R runs it. Run citation() to see it.

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 vismi version 1.0.0 [Data set]. HJJB, LLC. Data release v2026-10-25. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-25, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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