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focus

0.1.9

Online Changepoint Detection in Univariate and Multivariate Data Streams

0packages depend
1.7Kdownloads / year
5.1%test coverage
13/13checks pass

Overview

About
Maintained by Gaetano RomanoFirst published 2026-03-307 releasesCRAN page ↗

Provides high-performance online changepoint detection in univariate and multivariate data streams. Implements efficient 'C++' backends for the 'focus', 'md-focus' and 'np-focus' algorithms, with an 'R' interface for real-time monitoring and offline analysis. The package bundles code from 'Qhull' http://www.qhull.org/, by C. B. Barber and The Geometry Center. See 'inst/COPYRIGHTS' for details.

Install

Health

CRAN checks
13OK
Slowest check: 3.0 min · r-devel-windows-x86_64
Code health
Yes
Tests · ratio 0.78
5.1%
Coverage · measured lines
1
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
  • OK2026-04-25
    12 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
  • NOTE2026-04-22
    12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
  • ERROR2026-04-18
    11 OK · 1 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
Show 1 earlier snapshots
  • NOTE2026-03-31
    6 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

Documentation
READMEYes · 2,309 wordsVignettesNopkgdown siteNoNEWSNoCode of conductNoContributing guideNo
Examples that run
67%
Documented parameters
not tracked
Return-value docs
not tracked
References docs
10%

Downloads

1.7K
CRAN downloads in the past year
Rank #11,399 · ~5/day · ~139/mo
Daily download trend is not available in this view yet.
19330 days
86390 days
1.7K1 year
Compare downloads with other packages →
Also on182 r2u16 autocran

Dependencies

Declared dependencies
3 external dependencies (excludes base and recommended)
Depends (0)
none
Imports (1)
LinkingTo (1)
Suggests (1)
Enhances (0)
none
Reverse dependencies
0direct
0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (9)
Maintainer (1)
Author, Maintainer, Translator
Authors (7)
Author, Maintainer, Translator
Author
Contributors (1)
Contributor, Copyright holder
Copyright holders (2)
Contributor, Copyright holder
Copyright holder
Translators (1)
Author, Maintainer, Translator
Package Timeline

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

  • 0.1.9Latest
    2026-07-23 · current release · diff ↗
  • 0.1.8
    2026-06-25 · diff ↗
  • 0.1.7
    2026-06-13 · diff ↗
  • 0.1.6
    2026-06-09 · diff ↗
  • 0.1.5
    2026-05-06 · diff ↗
  • R
    R 4.6.0 released · 2026-04-24
  • 0.1.3
    2026-04-01 · diff ↗
  • 0.1.2
    2026-03-30
  • R
    R 4.5.0 released · 2025-04-11

Package metadata

First published
2026-03-30
Total releases
7 / 1 yrs
License
GPL (>= 3) OSI
Download size
372 KB
Installed size
not tracked yet
With dependencies
not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("focus")
Romano, G., The Geometry Center, Barber, C. B., Eckley, I. A., Fan, Y., Fearnhead, P., Rigaill, G., Runge, V., & Ward, K. (2026). focus: Online Changepoint Detection in Univariate and Multivariate Data Streams (Version 0.1.9) [Computer software]. https://doi.org/10.32614/CRAN.package.focus

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.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for focus version 0.1.9 [Data set]. HJJB, LLC. Data release v2026-08-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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