R Observatory: Metrics for netOP version 0.1.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

netOP

0.1.2Package record

Network Data Operations and Overlapping Partitions Based Methods for Large Networks

0packages depend

413downloads / year

38.5%test coverage

13/13flavors OK

Overview

About

Maintained by Sayan ChakrabartyCRAN page ↗GitHub ↗Website ↗Issues ↗

Implements methods for generating, embedding, and clustering random networks and for estimating and selecting statistical network models. Provides SONNET (Subsampling ON NETwork), a scalable subsampling-based divide-and-conquer method for community detection described by Chakrabarty, Sengupta and Chen (2025) doi:10.5705/ss.202022.0108, and NETCROP (NETwork CRoss-validation using Overlapping Partitions), an overlapping-partition framework for network cross-validation, model selection, and regularization tuning described by Chakrabarty, Sengupta and Chen (2026) doi:10.48550/arXiv.2504.06903. Also includes spectral and latent-space methods, loss functions, and helper functions for statistical analysis of network data.

Changes in 0.1.2

Revise the package description and explain method acronyms in response to CRAN review.

From NEWS.md in the release

Install

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

install.packages("netOP", 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("sayan-ch/netOP")

Development version from sayan-ch/netOP. 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-netop

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-netOP

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-netOP

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: 6.0 min · r-oldrel-windows-x86_64

Status changes

OK13 OKNow
OK6 OK2026-09-28

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.1.2

READMEYes · 664 wordsVignettesYes · 2 · dynamicNEWSYes · 100% structured · mentions 0.1.2Citation fileYes · cites a publicationWebsiteYes · pkgdown

Help pages: 75 (4 internal)includes a package overview page
Examples that run: 82%54 run in a plain check (1 of them under a condition) · 12 only when donttest examples are enabled (R CMD check --as-cran)
Exported functions with examples: 100%
Documented parameters: 80%
Return-value docs: 100%
Help pages citing references: 7%

Vignettes (2)

Choosing a Method HTML
Getting Started with netOP HTML

How these are measured

Downloads

413

CRAN downloads in the past year

Rank #25,011 · ~1/day · ~34/mo

Releases R versions

Daily download trend is not available in this view yet.

41330 days

41390 days

4131 year

Compare downloads with other packages →

Also on11 r2u

How downloads are counted

Repository

sayan-ch/netop ↗Account: sayan-ch

0Stars

0Forks

0Open issues

0Open PRs

4Releases

50Commits

2Commit identities

50 commits · Last activity 2026-09-16

Responsiveness

not measured

How these are measured

PracticesBeta

7 development-tooling and community-health practices detected across 5 families in the upstream repository

Checks run against github.com/sayan-ch/netop on 2026-10-11.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel

Governance and community (2)

Code of conductContributing guide

Docs source (1)

pkgdown

CRAN release process (1)

cran-comments.md

Show all practicesHide 1 practice

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

17 external dependencies (excludes base and recommended)

Installing netOP adds 14 packages (11 with compiled code, 8.0 MB of source tarballs). Heaviest: Rcpp 1.8 MB, RcppEigen 1.7 MB, vctrs 1.0 MB.

Depends (1)

R >= 4.1.0

Imports (7)

clusterirlbaMatrixmethodsRcpp RSpectra tibble

LinkingTo (2)

Rcpp RcppEigen

Suggests (11)

entropy future future.apply ggplot2 knitr peakRAM pkgdown ps rmarkdown testthat withr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

People & History

People (1)

Sayan Chakrabarty

Author, Maintainer since 0.1.2 (2026)

Releases (1)

0.1.2Latest
record
2026-09-27 · current release
R
R 4.6.0 released · 2026-04-24

Package metadata

First published: 2026-09-27
Total releases: 1 / 1 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 4.1.0
Download size: 208 KB

Cite

Cite this package

Run in R for the authors' entry:

citation("netOP")

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

It points to 10.48550/arxiv.2504.06903, 10.5705/ss.202022.0108, 10.1093/biomet/asaa006, 10.1080/01621459.2016.1246365, 10.32614/cran.package.randnet.

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 netOP version 0.1.2 [Data set]. HJJB, LLC. Data release v2026-10-19. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-19, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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