R Observatory: Metrics for NIMAA version 0.2.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

NIMAA

0.2.2Package record

Nominal Data Mining Analysis

0packages depend

3.6Kdownloads / year

48.3%test coverage

8/13flavors OK

Overview

About

Maintained by Mohieddin JafariCRAN page ↗GitHub ↗Issues ↗

Functions for nominal data mining based on bipartite graphs, which build a pipeline for analysis and missing values imputation. Methods are mainly from the paper: Jafari, Mohieddin, et al. (2021) doi:10.1101/2021.03.18.436040, some new ones are also included.

Changes in 0.2.2

Fixed Rd cross-reference NOTE reported by CRAN (updated scale_fill_distiller link).

From NEWS.md in the release

Install

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

install.packages("NIMAA", 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("jafarilab/NIMAA")

Development version from jafarilab/NIMAA. 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-nimaa

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-NIMAA

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-NIMAA

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

5NOTE8OK

Check messages

NOTEdependencies in R coder-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc, r-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc, r-devel-windows-x86_64

r-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc, r-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc

Base package in Suggests/Enhances imported in NAMESPACE:
  ‘utils’

r-devel-windows-x86_64

Base package in Suggests/Enhances imported in NAMESPACE:
  'utils'

CRAN check page ↗

Slowest check: 8.0 min · r-oldrel-windows-x86_64

Status changes

NOTE8 OK, 5 NOTENow
NOTE11 OK, 2 NOTE2026-09-12
OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08

Show 3 earlier changesHide 3 earlier changes

OK13 OK2026-05-02
ERROR11 OK, 1 ERROR2026-04-25
NOTE11 OK, 3 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.2.2

READMEYes · 479 wordsVignettesYes · 1 · dynamicNEWSYes · 100% structured · mentions 0.2.2Citation fileNoWebsitenot declared in DESCRIPTION

Help pages: 18 (1 internal)includes a package overview page
Examples that run: 100%13 run in a plain check
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 0%

Vignettes (1)

NIMAA-vignette

How these are measured

Downloads

3.6K

CRAN downloads in the past year

Rank #12,540 · ~10/day · ~302/mo

Releases R versions

Daily download trend is not available in this view yet.

40030 days

87990 days

3.6K1 year

Compare downloads with other packages →

Also on124 r2u7 autocran89 c2d4u

How downloads are counted

Repository

jafarilab/nimaa ↗Account: jafarilab

4Stars

2Forks

0Open issues

0Open PRs

3Releases

126Commits

3Commit identities

License file reads as GPL-3.0 · 126 commits · Last activity 2025-10-03 · 0% stars, 30d

Responsiveness

not measured

Stars over time

2023-11-24 · 42026-07-07 · 4

How these are measured

PracticesBeta

3 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/jafarilab/nimaa on 2026-10-11.

Docs source (1)

README.Rmd

CRAN release process (1)

cran-comments.md

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v3 (2026-09-26)

Dependencies

Declared dependencies

24 external dependencies (excludes base and recommended)

Installing NIMAA adds 167 packages (90 with compiled code, 151 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (1)

R >= 3.5.0

Imports (21)

plotly tidyr bipartite crayon dplyr ggplot2 igraph purrr skimr bnstruct RColorBrewer fpc mice missMDA networkD3 scales softImpute tibble tidytext visNetworkstats

LinkingTo (0)

none

Suggests (5)

knitrutilsrmarkdown htmltools testthat

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 (3)

Mohieddin Jafari

Author, Maintainer since 0.2.0 (2022)

Cheng Chen

Author

Zangene Ehsan

Author · added in 0.2.2

Previously maintained by Cheng Chen (0.1.0).

Releases (4)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
0.2.2Latest
record
2025-10-06 · 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
R
R 4.2.0 released · 2022-04-22
0.2.1
record
2022-04-11 · diff ↗ ·
removed 2 exports
el2IncMatrix, plotInput

added 2 exports
nominalAsBinet, plotIncMatrix
0.2.0
record
2022-04-01 · diff ↗ ·
removed 2 exports
imputeMissingValue, validateImputation

added 2 exports
predictEdge, validateEdgePrediction
0.1.0
record
2021-09-13
R
R 4.1.0 released · 2021-05-18

Package metadata

First published: 2021-09-13
Total releases: 4 / 5 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 3.5.0
Bundled data: 618 KB / 4 files
Download size: 3.2 MB

Appears in task views

Missing Data

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("NIMAA")

Format

Jafari, M., Chen, C., & Ehsan, Z. (2025). NIMAA: Nominal Data Mining Analysis (Version 0.2.2) [Computer software]. https://doi.org/10.32614/CRAN.package.NIMAA

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 NIMAA version 0.2.2 [Data set]. HJJB, LLC. Data release v2026-10-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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