R Observatory: Metrics for drglm version 1.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

drglm

1.1

Fitting Linear and Generalized Linear Models in "Divide and Recombine" Approach to Large Data Sets

0packages depend

2Kdownloads / year

0.0%test coverage

13/13checks pass

Overview

About

Maintained by Md. Mahadi Hassan NayemFirst published 2024-07-122 releasesCRAN page ↗

To overcome the memory limitations for fitting linear (LM) and Generalized Linear Models (GLMs) to large data sets, this package implements the Divide and Recombine (D&R) strategy. It basically divides the entire large data set into suitable subsets manageable in size and then fits model to each subset. Finally, results from each subset are aggregated to obtain the final estimate. This package also supports fitting GLMs to data sets that cannot fit into memory and provides methods for fitting GLMs under linear regression, binomial regression, Poisson regression, and multinomial logistic regression settings. Respective models are fitted using different D&R strategies as described by: Xi, Lin, and Chen (2009) doi:10.1109/TKDE.2008.186, Xi, Lin and Chen (2006) doi:10.1109/TKDE.2006.196, Zuo and Li (2018) doi:10.4236/ojs.2018.81003, Karim, M.R., Islam, M.A. (2019) doi:10.1007/978-981-13-9776-9.

Install

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

install.packages("drglm", 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-drglm

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-drglm

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-drglm

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

Health

CRAN checks

13OK

Slowest check: 23.2 min · r-devel-windows-x86_64

Code health

Yes

Tests · ratio 0.02

0.0%

Coverage · measured lines

100%

Documentation · exports

3

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
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-06-08
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 108 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 100%
References docs: 75%

Downloads

2K

CRAN downloads in the past year

Rank #21,690 · ~6/day · ~169/mo

Releases R versions

Daily download trend is not available in this view yet.

14030 days

50690 days

2K1 year

Compare downloads with other packages →

Also on103 r2u8 autocran

Repository

GitHub ↗ nayemmh/drglm

0Stars

0Forks

1Open issues

0Open PRs

1Releases

18Commits

1Contributors

License GPL-3.0 · 18 commits · Last activity 2024-07-30

Releases over time

2024-07-05 · 12026-07-07 · 1

Repository practices

Upstream repositoryBeta

8 development-tooling and community-health practices detected across 6 families in the upstream repository

Checks run against github.com/nayemmh/drglm on 2026-08-16.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (1)

renv

CRAN release process (3)

cran-comments.mdrevdep/CRAN-SUBMISSION

Docs source (1)

README.Rmd

Show all practices

Lint, format, editor (1)

RStudio project

Coverage (1)

Codecov

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

4 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5.0

Imports (3)

nnetspeedglmstats

LinkingTo (0)

none

Suggests (3)

knitr rmarkdown testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (1)

Maintainer (1)

Md. Mahadi Hassan Nayem

Author, Maintainer

Authors (1)

Md. Mahadi Hassan Nayem

Author, Maintainer

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
1.1Latest
2024-07-30 · current release · diff ↗
1.0
2024-07-12
R
R 4.4.0 released · 2024-04-24

Package metadata

First published: 2024-07-12
Total releases: 2 / 2 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 3.5.0
Download size: 29 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("drglm")

Format

Nayem, M. M. H. (2024). drglm: Fitting Linear and Generalized Linear Models in "Divide and Recombine" Approach to Large Data Sets (Version 1.1) [Computer software]. https://doi.org/10.32614/CRAN.package.drglm

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 drglm version 1.1 [Data set]. HJJB, LLC. Data release v2026-08-17. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-17, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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