R Observatory: Metrics for ROCR version 1.0-12

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

ROCR

1.0-12

Visualizing the Performance of Scoring Classifiers

69packages depend

967.5Kdownloads / year

95.1%test coverage

13/13checks pass

Overview

About

Maintained by Felix G.M. ErnstFirst published 2005-02-269 releasesCRAN page ↗GitHub ↗

ROC graphs, sensitivity/specificity curves, lift charts, and precision/recall plots are popular examples of trade-off visualizations for specific pairs of performance measures. ROCR is a flexible tool for creating cutoff-parameterized 2D performance curves by freely combining two from over 25 performance measures (new performance measures can be added using a standard interface). Curves from different cross-validation or bootstrapping runs can be averaged by different methods, and standard deviations, standard errors or box plots can be used to visualize the variability across the runs. The parameterization can be visualized by printing cutoff values at the corresponding curve positions, or by coloring the curve according to cutoff. All components of a performance plot can be quickly adjusted using a flexible parameter dispatching mechanism. Despite its flexibility, ROCR is easy to use, with only three commands and reasonable default values for all optional parameters.

Install

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

install.packages("ROCR", 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("ipa-tys/ROCR")

Development version from ipa-tys/ROCR. 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-rocr

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-ROCR

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-ROCR

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

Health

CRAN checks

13OK

Slowest check: 3.3 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.46

95.1%

Coverage · measured lines

100%

Documentation · exports

5

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
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 477 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

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

Downloads

967.5K

CRAN downloads in the past year

Rank #400 · ~2.7K/day · ~80.6K/mo

Releases R versions

Daily download trend is not available in this view yet.

70.8K30 days

226.9K90 days

967.5K1 year

Compare downloads with other packages →

Also on13.8K r2u193 autocran130.6K conda_forge116 bioconda107 c2d4u

Repository

GitHub ↗ ipa-tys/rocr

39Stars

11Forks

3Open issues

0Open PRs

0Releases

108Commits

9Contributors

108 commits · Last activity 2026-01-22 · 0% stars, 30d

Stars over time

2024-07-11 · 382026-07-07 · 39

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/ipa-tys/rocr on 2026-08-09.

Continuous integration (1)

GitHub Actions

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 >= 3.6

Imports (5)

methodsgraphicsgrDevicesgplotsstats

LinkingTo (0)

none

Suggests (3)

testthat knitr rmarkdown

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

69direct

107indirect

and 21 more packages.

Code & Tests

People & History

People (6)

Maintainer (1)

Felix G.M. Ernst

Maintainer · added in 1.0-11

Authors (4)

Author

Author

Author

Author

Contributors (1)

Thomas Unterthiner

Contributor · added in 1.0-11

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
1.0-12Latest
2026-01-23 · current release · diff ↗
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
1.0-11
2020-05-02 · diff ↗
R
R 4.0.0 released · 2020-04-24
R
R 3.6.0 released · 2019-04-26
R
R 3.5.0 released · 2018-04-23
R
R 3.4.0 released · 2017-04-21
R
R 3.3.0 released · 2016-05-03
R
R 3.2.0 released · 2015-04-16
1.0-7
2015-03-26 · diff ↗
1.0-6
2015-03-22 · diff ↗

Show 24 earlier events

1.0-5
2014-12-07 · diff ↗
orphanedOrphaned by its maintainer
2014-12-07
maintainer address <tobias.sing@mpi-sb.mpg.de> bounced
R
R 3.1.0 released · 2014-04-10
R
R 3.0.0 released · 2013-04-03
1.0-4
2012-10-29 · diff ↗
R
R 2.15.0 released · 2012-03-30
R
R 2.14.0 released · 2011-10-31
R
R 2.13.0 released · 2011-04-13
R
R 2.12.0 released · 2010-10-15
R
R 2.11.0 released · 2010-04-22
1.0-3
2009-10-28 · diff ↗
R
R 2.10.0 released · 2009-10-26
R
R 2.9.0 released · 2009-04-17
R
R 2.8.0 released · 2008-10-20
R
R 2.7.0 released · 2008-04-22
R
R 2.6.0 released · 2007-10-03
R
R 2.5.0 released · 2007-04-24
1.0-2
2007-01-30 · diff ↗
R
R 2.4.0 released · 2006-10-03
R
R 2.3.0 released · 2006-04-24
R
R 2.2.0 released · 2005-10-06
R
R 2.1.0 released · 2005-04-18
1.0-1
2005-02-26
R
R 2.0.0 released · 2004-10-04

Package metadata

First published: 2005-02-26
Total releases: 9 / 21 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 3.6
Bundled data: 71 KB / 3 files
Download size: 268 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Appears in task views

Machine Learning & Statistical Learning

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("ROCR")

Format

Ernst, F. G. M., Beerenwinkel, N., Lengauer, T., Sander, O., Sing, T., & Unterthiner, T. (2026). ROCR: Visualizing the Performance of Scoring Classifiers (Version 1.0-12) [Computer software]. https://doi.org/10.32614/CRAN.package.ROCR

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 ROCR version 1.0-12 [Data set]. HJJB, LLC. Data release v2026-08-15. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-15, 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 →