R Observatory: Metrics for CalibratR version 0.1.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

CalibratR

0.1.2Package record

Mapping ML Scores to Calibrated Predictions

0packages dependsuggested by 1

4.3Kdownloads / year

–test coverage

11/13flavors OK

Overview

About

Maintained by Dominik HeiderCRAN page ↗

Transforms your uncalibrated Machine Learning scores to well-calibrated prediction estimates that can be interpreted as probability estimates. The implemented BBQ (Bayes Binning in Quantiles) model is taken from Naeini (2015, ISBN:0-262-51129-0). Please cite this paper: Schwarz J and Heider D, Bioinformatics 2019, 35(14):2458-2465.

Install

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

install.packages("CalibratR", 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-calibratr

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-CalibratR

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-CalibratR

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: ‘Dominik Heider <heiderd@mathematik.uni-marburg.de>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Johanna",
                      family = "Schwarz",
                      role = "aut"),
               person(given = "Dominik",
                      family = "Heider",
                      role = c("aut", "cre"),
                      email = "heiderd@mathematik.uni-marburg.de"))
as necessary.

CRAN check page ↗

Slowest check: 2.7 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 0.1.2

READMENoVignettesNoNEWSNoCitation fileYes · cites a publicationWebsitenot declared in DESCRIPTION

Help pages: 39
Examples that run: 100%5 run in a plain check
Exported functions with examples: 44%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 0%

How these are measured

Downloads

4.3K

CRAN downloads in the past year

Rank #9,805 · ~12/day · ~357/mo

Releases R versions

Daily download trend is not available in this view yet.

40830 days

1K90 days

4.3K1 year

Compare downloads with other packages →

Also on81 r2u9 autocran

How downloads are counted

Dependencies

Declared dependencies

6 external dependencies (excludes base and recommended)

Installing CalibratR adds 28 packages (13 with compiled code, 31 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, fitdistrplus 2.4 MB.

Depends (1)

R >= 2.10.0

Imports (8)

ggplot2 pROC reshape2parallelforeachstatsfitdistrplus doParallel

LinkingTo (0)

none

Suggests (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Suggested by 1

Suggests, most downloaded first

ENMTools

How these are counted

Code & Tests

Datasets

People & History

People (from the free-text Author field) (2)

Johanna Schwarz

Dominik Heider

· added in 0.1.2

Maintainer since 0.1.1 (2018), previously Johanna Schwarz (0.1.0)

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
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
R
R 4.0.0 released · 2020-04-24
0.1.2Latest
record
2019-08-19 · current release · diff ↗ ·
added 4 exports
getECE, getMCE, build_GUESS, predict_GUESS
R
R 3.6.0 released · 2019-04-26
0.1.1
record
2018-08-27 · diff ↗
0.1.0
record
2018-08-12
R
R 3.5.0 released · 2018-04-23

Package metadata

First published: 2018-08-12
Total releases: 3 / 8 yrs
License: LGPL-3 OSI
Minimum R: ≥ 2.10.0
Bundled data: 4.6 KB / 1 file
Download size: 54 KB

Cite

Cite this package

Run in R for the authors' entry:

citation("CalibratR")

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

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 CalibratR version 0.1.2 [Data set]. HJJB, LLC. Data release v2026-10-21. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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