R Observatory: Metrics for deriva version 0.1.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

deriva

0.1.0

Tidy Drift Detection for Monitored Machine Learning Models

0packages depend

85downloads / year

74.9%test coverage

13/13checks pass

Overview

About

Maintained by João Paulo Assis BonifácioFirst published 2026-08-031 releasesCRAN page ↗GitHub ↗

Detects concept drift and data drift in streams produced by deployed machine learning models, using a tidy interface that composes with the 'tidymodels' ecosystem. Detectors are specified, fitted on a baseline period, and advanced over new batches of observations, returning tibbles annotated with warning and drift flags. A catalogue of 22 sequential drift detectors is provided. Error-based methods include the Drift Detection Method (DDM) of Gama et al. (2004) doi:10.1007/978-3-540-28645-5_29, the Early Drift Detection Method (EDDM) of Baena-Garcia et al. (2006), the Hoeffding's inequality based Drift Detection Methods (HDDM) of Frias-Blanco et al. (2015) doi:10.1109/TKDE.2014.2345382, and the Exponentially Weighted Moving Average (EWMA) chart of Ross et al. (2012) doi:10.1016/j.patrec.2011.08.019. Distribution-based methods include Adaptive Windowing (ADWIN) of Bifet and Gavalda (2007) doi:10.1137/1.9781611972771.42, Kolmogorov-Smirnov Windowing (KSWIN) of Raab et al. (2020) doi:10.1016/j.neucom.2019.11.111, and the Page-Hinkley test of Page (1954) doi:10.1093/biomet/41.1-2.100.

Install

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

install.packages("deriva", 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("bonijoao/deriva")

Development version from bonijoao/deriva. Installs pak first if it is not already available.

# 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-deriva

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-deriva

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

Health

CRAN checks

13OK

Slowest check: 1.6 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 4.14

74.9%

Coverage · measured lines

100%

Documentation · exports

6

Dependencies · direct

Check history

OK2026-08-04
8 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 399 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 67% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 72%
Return-value docs: 86%
References docs: 0%

Downloads

85

CRAN downloads in the past year

Rank #24,725 · ~0/day · ~7/mo

deriva Releases R versions

Daily download trend is not available in this view yet.

8530 days

8590 days

851 year

Compare downloads with other packages →

Repository

GitHub ↗ bonijoao/deriva

0Stars

0Forks

0Open issues

0Open PRs

0Releases

Last activity 2026-08-03

Repository practices

Upstream repositoryBeta

4 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/bonijoao/deriva on 2026-08-09.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (1)

data-raw/

CRAN release process (2)

cran-comments.mdCRAN-SUBMISSION

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

9 external dependencies (excludes base and recommended)

Depends (0)

none

Imports (6)

cli generics rlangstatstibble vctrs

LinkingTo (0)

none

Suggests (4)

ggplot2 knitr rmarkdown testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (3)

Maintainer (1)

João Paulo Assis Bonifácio

Author, Maintainer

Authors (3)

João Paulo Assis Bonifácio

Author, Maintainer

Pedro Mambelli Fernandes

Author

Geraldo Magela da Cruz Pereira

Author

Package Timeline

1 release. R releases are shown for context.

0.1.0Latest
2026-08-03 · current release
R
R 4.6.0 released · 2026-04-24

Package metadata

First published: 2026-08-03
Total releases: 1 / 1 yrs
License: MIT + file LICENSE OSI
Download size: not tracked yet
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("deriva")

Format

Bonifácio, J. P. A., Mambelli Fernandes, P., & Pereira, G. M. d. C. (2026). deriva: Tidy Drift Detection for Monitored Machine Learning Models (Version 0.1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.deriva

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 deriva version 0.1.0 [Data set]. HJJB, LLC. Data release v2026-08-13. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-13, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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