R Observatory: Metrics for mi version 1.3.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

mi

1.3.1

Missing Data Imputation and Model Checking

4packages depend

357.4Kdownloads / year

5.7%test coverage

13/13checks pass

Overview

About

Maintained by Ben GoodrichFirst published 2008-10-0761 releasesCRAN page ↗

The mi package provides functions for data manipulation, imputing missing values in an approximate Bayesian framework, diagnostics of the models used to generate the imputations, confidence-building mechanisms to validate some of the assumptions of the imputation algorithm, and functions to analyze multiply imputed data sets with the appropriate degree of sampling uncertainty.

Install

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

install.packages("mi", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

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-mi

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-mi

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-mi

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

Health

CRAN checks

13OK

Slowest check: 5.8 min · r-release-macos-x86_64

Code health

Yes

Tests · ratio 0.01

5.7%

Coverage · measured lines

90%

Documentation · exports

4

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
OK2026-07-14
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-07-13
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-07-07
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Show 6 earlier snapshots

ERROR2026-07-04
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-04-15
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-11
13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-04-08
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-04
13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesYes · dynamicpkgdown siteNoNEWSNoCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 97%
Return-value docs: 86%
References docs: 3%

Downloads

357.4K

CRAN downloads in the past year

Rank #756 · ~979/day · ~29.8K/mo

Releases R versions

Daily download trend is not available in this view yet.

17.6K30 days

66.8K90 days

357.4K1 year

Compare downloads with other packages →

Also on1.5K r2u31 autocran2.8K conda_forge808 c2d4u

Dependencies

Declared dependencies

5 external dependencies (excludes base and recommended)

Depends (4)

R >= 3.0.0methodsMatrixstats4

Imports (1)

arm

LinkingTo (0)

none

Suggests (10)

betareglatticeknitrMASSnnetparallelsnsurvivaltruncnormforeign

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

4direct

25indirect

GPAbin migui opImputation sem

Code & Tests

Datasets

People & History

People (8)

Maintainer (1)

Ben Goodrich

Maintainer, Author · added in 1.0

Authors (3)

Ben Goodrich

Maintainer, Author · added in 1.0

Jon Kropko

Author · added in 1.0

Yu-Sung Su

Author

Contributors (5)

Andrew Gelman

Contributor

Jennifer Hill

Contributor

Maria Pittau

Contributor · added in 1.0

Yajuan Si

Contributor · added in 1.0

Masanao Yajima

Contributor

Listed in earlier versions (1)

Maria Grazia Pittau

no longer listed · 0.02-03 to 0.10-2

Package Timeline

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

1.3.1Latest
2026-07-28 · current release · diff ↗
R
R 4.6.0 released · 2026-04-24
1.2
2025-09-02 · diff ↗
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R 4.5.0 released · 2025-04-11
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R 4.4.0 released · 2024-04-24
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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 4.0.0 released · 2020-04-24
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R 3.6.0 released · 2019-04-26
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R 3.5.0 released · 2018-04-23
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R 3.4.0 released · 2017-04-21
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R 3.3.0 released · 2016-05-03
1.0
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R 3.2.0 released · 2015-04-16

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0.10-2
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R 3.1.0 released · 2014-04-10
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R 2.12.0 released · 2010-10-15
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R 2.11.0 released · 2010-04-22
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R 2.10.0 released · 2009-10-26
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R 2.9.0 released · 2009-04-17
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R 2.8.0 released · 2008-10-20
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2008-10-07
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R 2.7.0 released · 2008-04-22

Package metadata

First published: 2008-10-07
Total releases: 61 / 18 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 3.0.0
Bundled data: 11 KB / 2 files
Download size: 790 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Appears in task views

Missing Data

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("mi")

Format

Goodrich, B., Gelman, A., Hill, J., Kropko, J., Pittau, M., Si, Y., Su, Y., & Yajima, M. (2026). mi: Missing Data Imputation and Model Checking (Version 1.3.1) [Computer software]. https://doi.org/10.32614/CRAN.package.mi

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 mi version 1.3.1 [Data set]. HJJB, LLC. Data release v2026-08-21. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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