R Observatory: Metrics for riskscores version 1.3.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

riskscores

1.3.0Package record

Optimized Integer Risk Score Models

0packages depend

2.5Kdownloads / year

–test coverage

13/13flavors OK

Overview

About

Maintained by Hannah EglintonCRAN page ↗GitHub ↗

Implements an optimized approach to learning risk score models, where sparsity and integer constraints are integrated into the model-fitting process.

Install

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

install.packages("riskscores", 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("hjeglinton/riskscores")

Development version from hjeglinton/riskscores. 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-riskscores

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-riskscores

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-riskscores

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: 6.3 min · r-oldrel-macos-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-08
ERROR12 OK, 1 ERROR2026-06-07
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.3.0

READMEYes · 349 wordsVignettesYes · 1 · dynamicNEWSNoCitation fileNoWebsitenot declared in DESCRIPTION

Help pages: 20 (1 internal)
Examples that run: 100%11 run in a plain check
Exported functions with examples: 58%
Documented parameters: 100%
Return-value docs: 91%
Help pages citing references: 0%

Vignettes (1)

Risk Score Vignette HTML

How these are measured

Downloads

2.5K

CRAN downloads in the past year

Rank #13,812 · ~7/day · ~206/mo

Releases R versions

Daily download trend is not available in this view yet.

35830 days

83290 days

2.5K1 year

Compare downloads with other packages →

Also on85 r2u5 autocran

How downloads are counted

Repository

hjeglinton/riskscores ↗Account: hjeglinton

1Stars

2Forks

0Open issues

0Open PRs

0Releases

98Commits

6Commit identities

License file reads as GPL-3.0 · 98 commits · Last activity 2026-08-24

Responsiveness

How these are sampled

PRs merged (all time): 100%
Median days to close, 50 most recently updated closed issues: not measured
Median days to close, 50 most recently updated closed PRs: 0

Commits over time

2026-07-19 · 942026-09-15 · 98

How these are measured

PracticesBeta

2 development-tooling and community-health practices detected across 2 families in the upstream repository

Checks run against github.com/hjeglinton/riskscores on 2026-10-11.

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

10 external dependencies (excludes base and recommended)

Installing riskscores adds 30 packages (14 with compiled code, 19 MB of source tarballs). Heaviest: ggplot2 6.0 MB, Rcpp 1.8 MB, isoband 1.5 MB.

Depends (1)

R >= 2.10

Imports (7)

dplyr foreach ggplot2 magrittr pROC PRROCstats

LinkingTo (0)

none

Suggests (4)

knitr kableExtra rmarkdown doParallel

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 (9)

Hannah Eglinton

Author, Maintainer since 1.0.2 (2023)

Alice Paul

Author, Copyright holder

Seehanah Tang

Author, Author · added in 1.2.1

Oscar Yan

Author

R Core Team

Contributor, Copyright holder

Copyright holder of Rinternals.h, R.h, lm.c, Applic.h, statsR.h, glm package

Simon Davies

Contributor

Author of glm.fit function (modified in cv_risk_mod.R)

Robert Gentleman

Contributor, Copyright holder

Author and copyright holder of Rinternals.h

Ross Ihaka

Contributor, Copyright holder

Author and copyright holder of Rinternals.h

Thomas Lumley

Contributor

Author of glm.fit function (modified in cv_risk_mod.R)

Releases (6)

Pick two releases to compare their code metrics.

1.3.0Latest
record
2026-08-24 · current release · diff ↗ ·
added 1 export
prevalence_adjust
R
R 4.6.0 released · 2026-04-24
1.2.3
record
2025-07-28 · diff ↗
1.2.1
record
2025-05-30 · diff ↗ ·
removed 1 export
cv_risk_mod_random_start

added 2 exports
plot_accuracy.cv_risk_mod, plot_deviance.cv_risk_mod
R
R 4.5.0 released · 2025-04-11
1.1.1
record
2024-04-24 · diff ↗
R
R 4.4.0 released · 2024-04-24
1.1.0
record
2024-04-16 · diff ↗ ·
added 3 exports
cv_risk_mod_random_start, get_score, risk_mod_random_start
1.0.2
record
2023-12-14
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2023-12-14
Total releases: 6 / 3 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 2.10
Bundled data: 2.7 KB / 1 file
Download size: 80 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("riskscores")

Format

Eglinton, H., R Core Team, Davies, S., Gentleman, R., Ihaka, R., Lumley, T., Paul, A., Tang, S., & Yan, O. (2026). riskscores: Optimized Integer Risk Score Models (Version 1.3.0) [Computer software]. https://doi.org/10.32614/CRAN.package.riskscores

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 riskscores version 1.3.0 [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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