R Observatory: Metrics for reliabilitydiag version 0.2.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

reliabilitydiag

0.2.1Package record

Reliability Diagrams Using Isotonic Regression

0packages depend

8.7Kdownloads / year

–test coverage

11/13flavors OK

Overview

About

Maintained by Alexander I. JordanCRAN page ↗GitHub ↗

Checking the reliability of predictions via the CORP approach, which generates provably statistically 'C'onsistent, 'O'ptimally binned, and 'R'eproducible reliability diagrams using the 'P'ool-adjacent-violators algorithm. See Dimitriadis, Gneiting, Jordan (2021) doi:10.1073/pnas.2016191118.

Changes in 0.2.1

This is a small patch release that fixes two minor bugs.

Fixed a bug in bound_correction that occurred when "region.position == 'estimate'" and a prediction x has only one unique value.
Fixed an inconsistency where the "resampling" method to calculate consistency/confidence regions required R 4.1, but DESCRIPTION stated R 3.3. The new consistent requirement is R 3.5.

From NEWS.md in the release

Install

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

install.packages("reliabilitydiag", 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("aijordan/reliabilitydiag")

Development version from aijordan/reliabilitydiag. 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-reliabilitydiag

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-reliabilitydiag

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-reliabilitydiag

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: ‘Alexander I. Jordan <alexander.jordan@h-its.org>’

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

CRAN check page ↗

Slowest check: 1.9 min · r-oldrel-windows-x86_64

Status changes

NOTE11 OK, 2 NOTENow
NOTE12 OK, 2 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.2.1

README· In the repository, left out of the releaseVignettesNoNEWSYes · 100% structured · mentions 0.2.1Citation fileYes · cites a publication

Help pages: 10 (1 internal)
Examples that run: 100%5 run in a plain check
Exported functions with examples: 25%
Documented parameters: 80%
Return-value docs: 75%
Help pages citing references: 0%

How these are measured

Downloads

8.7K

CRAN downloads in the past year

Rank #7,641 · ~24/day · ~725/mo

Releases R versions

Daily download trend is not available in this view yet.

40630 days

1.2K90 days

8.7K1 year

Compare downloads with other packages →

Also on68 r2u4 autocran

How downloads are counted

Repository

aijordan/reliabilitydiag ↗Account: aijordan

10Stars

4Forks

0Open issues

0Open PRs

1Releases

68Commits

1Commit identities

68 commits · Last activity 2022-06-29 · 0% stars, 30d · Default branch at 0.2.1.9000, ahead of CRAN 0.2.1 (checked 2026-10-22)

Responsiveness

How these are sampled

PRs merged (all time): 100%
Median days to close, 50 most recently updated closed issues: 3
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2025-06-20 · 92026-07-07 · 10

How these are measured

PracticesBeta

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

Checks run against github.com/aijordan/reliabilitydiag on 2026-10-22.

Continuous integration (2)

GitHub ActionsR CMD check workflow

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

Docs source (4)

README.Rmdpkgdown

GitHub Pages site last deployed 2022-06-29 · The repository has a site deploy workflow

Reproducibility and dev environment (1)

data-raw/

CRAN release process (1)

cran-comments.md

Show all practicesHide 1 practice

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v4 (2026-10-20)

Dependencies

Declared dependencies

11 external dependencies (excludes base and recommended)

Installing reliabilitydiag adds 65 packages (32 with compiled code, 59 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, bslib 5.6 MB.

Depends (1)

R >= 3.5

Imports (10)

magrittr tidyr ggplot2 ggExtra dplyr purrr rlang tibble vctrs bde

LinkingTo (0)

none

Suggests (1)

monotone

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 (2)

Alexander I. Jordan

Author, Maintainer since 0.1.3 (2020)

Timo Dimitriadis

Author

Listed in earlier versions (1)

Jordan

no longer listed · 0.1.3 to 0.2.1

Releases (3)

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
0.2.1Latest
record
2022-06-29 · current release · diff ↗
R
R 4.2.0 released · 2022-04-22
0.2.0
record
2021-11-02 · diff ↗ ·
added 1 export
autolayer
R
R 4.1.0 released · 2021-05-18
0.1.3
record
2020-11-20
R
R 4.0.0 released · 2020-04-24

Package metadata

First published: 2020-11-20
Total releases: 3 / 6 yrs
License: GPL-3 OSI
Minimum R: ≥ 3.5
Bundled data: 3.0 KB / 1 file
Download size: 35 KB

Cite

Cite this package

Run in R for the authors' entry:

citation("reliabilitydiag")

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

It points to 10.1073/pnas.2016191118, 10.1029/2020gl091022.

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 reliabilitydiag version 0.2.1 [Data set]. HJJB, LLC. Data release v2026-10-25. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-25, which the citation names so these numbers can be found later. More on citing and the projects behind them.

Report a problem with this page →