R Observatory: Metrics for ROSE version 0.0-4

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

ROSE

0.0-4Package record

Random Over-Sampling Examples

1packages dependsuggested by 2

195.1Kdownloads / year

–test coverage

11/13flavors OK

Overview

About

Maintained by Nicola LunardonCRAN page ↗

Functions to deal with binary classification problems in the presence of imbalanced classes. Synthetic balanced samples are generated according to ROSE (Menardi and Torelli, 2013). Functions that implement more traditional remedies to the class imbalance are also provided, as well as different metrics to evaluate a learner accuracy. These are estimated by holdout, bootstrap or cross-validation methods.

Install

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

install.packages("ROSE", 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-rose

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-ROSE

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-ROSE

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: ‘Nicola Lunardon <nicola.lunardon@unimib.it>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Nicola",
                      family = "Lunardon",
                      role = c("aut", "cre"),
                      email = "nicola.lunardon@unimib.it"),
               person(given = "Giovanna",
                      family = "Menardi",
                      role = "aut"),
               person(given = "Nicola",
                      family = "Torelli",
                      role = "aut"))
as necessary.

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.

CRAN check page ↗

Slowest check: 52 s · r-devel-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 0.0-4

READMENoVignettesNoNEWSNoCitation fileYes · cites a publicationWebsitenot declared in DESCRIPTION

Help pages: 7includes a package overview page
Examples that run: 100%7 run in a plain check
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 86%

How these are measured

Downloads

195.1K

CRAN downloads in the past year

Rank #1,140 · ~535/day · ~16.3K/mo

Releases R versions

Daily download trend is not available in this view yet.

10.9K30 days

31.3K90 days

195.1K1 year

Compare downloads with other packages →

Also on2.3K r2u4 autocran1.6K conda_forge

How downloads are counted

Dependencies

Declared dependencies

1 external dependency (excludes base and recommended)

Installing ROSE adds no packages beyond those that come with R.

Depends (0)

none

Imports (0)

none

LinkingTo (0)

none

Suggests (4)

MASSnnetrparttree

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

2indirect

Imports 1

Suggested by 2

Depends, Imports or LinkingTo, most downloaded first

themis

Suggests, most downloaded first

RStoolbox R4VN

How these are counted

Code & Tests

Datasets

People & History

People (from the free-text Author field) (3)

Nicola Lunardon

Giovanna Menardi

Nicola Torelli

Maintainer since 0.0-1 (2013)

Releases (4)

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
0.0-4Latest
record
2021-06-14 · current release · diff ↗
R
R 4.1.0 released · 2021-05-18
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
0.0-3
record
2014-07-15 · diff ↗
R
R 3.1.0 released · 2014-04-10
0.0-2
record
2013-09-16 · diff ↗

Show 3 earlier eventsHide 3 earlier events

R
R 3.0.0 released · 2013-04-03
0.0-1
record
2013-03-01
R
R 2.15.0 released · 2012-03-30

Package metadata

First published: 2013-03-01
Total releases: 4 / 13 yrs
License: GPL-2 OSI
Bundled data: 19 KB / 1 file
Download size: 40 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("ROSE")

The package provides a citation file that builds its entry when R runs it. Run citation() to see it.

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 ROSE version 0.0-4 [Data set]. HJJB, LLC. Data release v2026-10-24. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-24, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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