R Observatory: Metrics for remiod version 1.0.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

remiod

1.0.2Package record

Reference-Based Multiple Imputation for Ordinal/Binary Response

0packages depend

3.3Kdownloads / year

34.7%test coverage

11/13flavors OK

Overview

About

Maintained by Tony WangCRAN page ↗GitHub ↗

Reference-based multiple imputation of ordinal and binary responses under Bayesian framework, as described in Wang and Liu (2022) arXiv:2203.02771. Methods for missing-not-at-random include Jump-to-Reference (J2R), Copy Reference (CR), and Delta Adjustment which can generate tipping point analysis.

Install

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

install.packages("remiod", 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("xsswang/remiod")

Development version from xsswang/remiod. 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-remiod

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-remiod

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-remiod

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

2NOTE11OK

Check messages

NOTECRAN incoming feasibilityr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc

Maintainer: ‘Tony Wang <xwang@imedacs.com>’

The Description field contains
  <arXiv:2203.02771>. Methods for missing-not-at-random include
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

CRAN check page ↗

Slowest check: 4.2 min · r-oldrel-windows-x86_64

Status changes

NOTE11 OK, 2 NOTENow
NOTE12 OK, 2 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.0.2

READMEYes · 377 wordsVignettesYes · 3 · staticNEWSYes · 67% structured · does not mention 1.0.2Citation fileNo

Help pages: 27 (4 internal)
Examples that run: 0%6 only when donttest examples are enabled (R CMD check --as-cran)
Exported functions with examples: 86%
Documented parameters: 97%
Return-value docs: 86%
Help pages citing references: 4%

Vignettes (3)

How these are measured

Downloads

3.3K

CRAN downloads in the past year

Rank #16,389 · ~9/day · ~273/mo

Releases R versions

Daily download trend is not available in this view yet.

27330 days

76490 days

3.3K1 year

Compare downloads with other packages →

Also on88 r2u4 autocran

How downloads are counted

Repository

xsswang/remiod ↗Account: xsswang

2Stars

0Forks

2Open issues

0Open PRs

2Releases

71Commits

1Commit identities

reference-basedmultiple-imputationordinal-regressiongeneralized-linear-modelsjagsmissing-dataglmpattern-mixture-model

License file reads as GPL-2.0 · 71 commits · Last activity 2023-02-18 · 0% stars, 30d

Responsiveness

How these are sampled

PRs merged (all time): not measured
Median days to close, 50 most recently updated closed issues: 6
Median days to close, 50 most recently updated closed PRs: not measured

Stars over time

2025-12-29 · 12026-07-07 · 2

How these are measured

PracticesBeta

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

Checks run against github.com/xsswang/remiod on 2026-10-22.

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 (2)

README.Rmd

GitHub Pages site last deployed 2023-02-18

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

19 external dependencies (excludes base and recommended)

Installing remiod adds 58 packages (25 with compiled code, 37 MB of source tarballs). Heaviest: ggplot2 6.0 MB, data.table 5.7 MB, JointAI 3.6 MB.

Depends (1)

R >= 2.10

Imports (14)

JointAI rjags coda foreach data.table future doFuture mathjaxrsurvivalggplot2 ordinal progressrMatrixmcmcse

LinkingTo (0)

none

Suggests (7)

knitr rmarkdown bookdown R.rsp ggpubr testthat (>= 3.0.0)spelling

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)

Tony Wang

Author, Maintainer since 1.0.0 (2022)

Ying Liu

Author

Releases (3)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
1.0.2Latest
record
2022-11-18 · current release · diff ↗
1.0.1
record
2022-09-05 · diff ↗ ·
added 2 exports
get_subset, miAnalyze
R
R 4.2.0 released · 2022-04-22
1.0.0
record
2022-03-14
R
R 4.1.0 released · 2021-05-18

Package metadata

First published: 2022-03-14
Total releases: 3 / 4 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 2.10
Bundled data: 7.1 KB / 4 files
Download size: 136 KB

Appears in task views

Clinical Trial Design, Monitoring, Analysis and Reporting

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("remiod")

Format

Wang, T., & Liu, Y. (2022). remiod: Reference-Based Multiple Imputation for Ordinal/Binary Response (Version 1.0.2) [Computer software]. https://doi.org/10.32614/CRAN.package.remiod

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

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 remiod version 1.0.2 [Data set]. HJJB, LLC. Data release v2026-10-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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