R Observatory: Metrics for ClustImpute version 0.2.4

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

ClustImpute

0.2.4Package record

K-Means Clustering with Build-in Missing Data Imputation

0packages dependsuggested by 1

4.4Kdownloads / year

100.0%test coverage

11/13flavors OK

Overview

About

Maintained by Oliver PfaffelCRAN page ↗

This k-means algorithm is able to cluster data with missing values and as a by-product completes the data set. The implementation can deal with missing values in multiple variables and is computationally efficient since it iteratively uses the current cluster assignment to define a plausible distribution for missing value imputation. Weights are used to shrink early random draws for missing values (i.e., draws based on the cluster assignments after few iterations) towards the global mean of each feature. This shrinkage slowly fades out after a fixed number of iterations to reflect the increasing credibility of cluster assignments. See the vignette for details.

Changes in 0.2.4

print()/cat() replaced by message()/warning(), except for print function
Improved documentation of return values

From NEWS.md in the release

Install

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

install.packages("ClustImpute", 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-clustimpute

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-ClustImpute

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-ClustImpute

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: ‘Oliver Pfaffel <opfaffel@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = "Oliver",
                    family = "Pfaffel",
                    role = c("aut", "cre"),
                    email = "opfaffel@gmail.com")
as necessary.

Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.

CRAN check page ↗

Slowest check: 2.4 min · r-oldrel-windows-x86_64

Status changes

NOTE11 OK, 2 NOTE2026-06-09
ERROR11 OK, 1 NOTE, 1 ERROR2026-06-08
NOTE12 OK, 2 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.2.4

READMEYes · 474 wordsVignettesYes · 2 · dynamicNEWSYes · 100% structured · mentions 0.2.4Citation fileYes · cites a publicationWebsitenot declared in DESCRIPTION

Help pages: 9 (1 internal)
Examples that run: 100%5 run in a plain check
Exported functions with examples: 80%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 0%

Vignettes (2)

Description of the algorithm PDF
Example_on_simulated_data HTML

How these are measured

Downloads

4.4K

CRAN downloads in the past year

Rank #8,025 · ~12/day · ~366/mo

Releases R versions

Daily download trend is not available in this view yet.

45630 days

1.1K90 days

4.4K1 year

Compare downloads with other packages →

Also on107 r2u11 autocran1.1K conda_forge85 c2d4u

How downloads are counted

Dependencies

Declared dependencies

16 external dependencies (excludes base and recommended)

Installing ClustImpute adds 47 packages (27 with compiled code, 40 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, copula 3.5 MB.

Depends (0)

none

Imports (8)

ClusterR copula dplyr magrittr tidyr ggplot2 rlang knitr

LinkingTo (0)

none

Suggests (8)

ggExtra rmarkdown testthat Hmisc tictoc spelling corrplot covr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Suggested by 1

Suggests, most downloaded first

FeatureImpCluster

How these are counted

Code & Tests

People & History

People (from the free-text Author field) (1)

Oliver Pfaffel

Maintainer since 0.1.3 (2019)

Releases (7)

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
R
R 4.2.0 released · 2022-04-22
unarchivedReturned to CRAN
2021-05-31
0.2.4Latest
record
2021-05-31 · current release · diff ↗
R
R 4.1.0 released · 2021-05-18
archivedRemoved from CRAN
2021-04-28
check problems were not corrected in time Suggests: packages not used conditionally
0.2.0
record
2021-03-21 · diff ↗
0.1.7
record
2021-01-06 · diff ↗
0.1.6
record
2020-12-12 · diff ↗
0.1.5
record
2020-07-26 · diff ↗ ·
removed 1 export
check_replace_dups
0.1.4
record
2020-05-11 · diff ↗ ·
added 1 export
check_replace_dups
R
R 4.0.0 released · 2020-04-24
0.1.3
record
2019-08-01

Show 1 earlier eventHide 1 earlier event

R
R 3.6.0 released · 2019-04-26

Package metadata

First published: 2019-08-01
Total releases: 7 / 7 yrs
License: GPL-3 OSI
Download size: 765 KB

Appears in task views

Missing Data

Cite

Cite this package

Run in R for the authors' entry:

citation("ClustImpute")

The package provides a citation file, so citation() returns the authors' own entry.

It points to 10.13140/rg.2.2.20143.36007.

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 ClustImpute version 0.2.4 [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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