R Observatory: Metrics for CALIBERrfimpute version 1.0-8

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

CALIBERrfimpute

1.0-8Package record

Multiple Imputation Using MICE and Random Forest

0packages depend

4.8Kdownloads / year

–test coverage

13/13flavors OK

Overview

About

Maintained by Anoop ShahCRAN page ↗

Functions to impute using random forest under full conditional specifications (multivariate imputation by chained equations). The methods are described in Shah and others (2014) doi:10.1093/aje/kwt312.

Changes in 1.0-8

CHANGES:

Corrections to format of citation and URLs in documentation.

From NEWS in the release

Install

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

install.packages("CALIBERrfimpute", 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-caliberrfimpute

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-CALIBERrfimpute

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-CALIBERrfimpute

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

13OK

CRAN check page ↗

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

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
OK13 OK2026-05-02

Show 2 earlier changesHide 2 earlier changes

ERROR11 OK, 1 ERROR2026-04-25
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.0-8

READMENoVignettesYes · 1 · dynamicNEWSYes · 100% structured · mentions 1.0-8Citation fileYes · computed when R runs itWebsitenot declared in DESCRIPTION

Help pages: 6includes a package overview page
Examples that run: 100%5 run in a plain check
Exported functions with examples: 100%
Documented parameters: 89%
Return-value docs: 100%
Help pages citing references: 50%

Vignettes (1)

Comparison of parametric and Random Forest MICE in imputation of missing data in survival analysis PDF

How these are measured

Downloads

4.8K

CRAN downloads in the past year

Rank #9,004 · ~13/day · ~398/mo

Releases R versions

Daily download trend is not available in this view yet.

42630 days

1.1K90 days

4.8K1 year

Compare downloads with other packages →

Also on139 r2u10 autocran88 c2d4u

How downloads are counted

Dependencies

Declared dependencies

6 external dependencies (excludes base and recommended)

Installing CALIBERrfimpute adds 55 packages (33 with compiled code, 41 MB of source tarballs). Heaviest: stringi 11 MB, lme4 4.1 MB, glmnet 2.7 MB.

Depends (1)

mice

Imports (2)

mvtnorm randomForest

LinkingTo (0)

none

Suggests (5)

missForestrpartsurvivalxtable ranger

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

People & History

People (5)

Anoop Shah

Author, Maintainer since 0.1-2 (2013)

Jonathan Bartlett

Contributor · added in 0.1-5

Harry Hemingway

Thesis advisor · added in 0.1-5

Aroon Hingorani

Thesis advisor · added in 0.1-5

Owen Nicholas

Thesis advisor · added in 0.1-5

Releases (9)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
1.0-8Latest
record
2026-02-23 · current release · diff ↗
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
1.0-7
record
2022-12-04 · diff ↗
R
R 4.2.0 released · 2022-04-22
1.0-6
record
2021-11-26 · diff ↗
R
R 4.1.0 released · 2021-05-18
unarchivedReturned to CRAN
2021-05-05
1.0-5
record
2021-05-05 · diff ↗
R
R 4.0.0 released · 2020-04-24
archivedRemoved from CRAN
2019-11-23
check problems were not corrected in time
R
R 3.6.0 released · 2019-04-26
1.0-1
record
2018-06-11 · diff ↗
R
R 3.5.0 released · 2018-04-23

Show 9 earlier eventsHide 9 earlier events

R
R 3.4.0 released · 2017-04-21
R
R 3.3.0 released · 2016-05-03
R
R 3.2.0 released · 2015-04-16
0.1-6
record
2014-05-07 · diff ↗
R
R 3.1.0 released · 2014-04-10
0.1-5
record
2014-03-24 · diff ↗
0.1-4
record
2014-02-13 · diff ↗
0.1-2
record
2013-11-11
R
R 3.0.0 released · 2013-04-03

Package metadata

First published: 2013-11-11
Total releases: 9 / 13 yrs
License: GPL-3 OSI
Download size: 616 KB

Appears in task views

Missing Data

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("CALIBERrfimpute")

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 CALIBERrfimpute version 1.0-8 [Data set]. HJJB, LLC. Data release v2026-10-21. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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