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outliertree

1.10.0-1

Explainable Outlier Detection Through Decision Tree Conditioning

2packages depend
11.9Kdownloads / year
test coverage
13/13checks pass

Overview

About
Maintained by David CortesFirst published 2019-07-3123 releasesCRAN page ↗GitHub ↗

Outlier detection method that flags suspicious values within observations, constrasting them against the normal values in a user-readable format, potentially describing conditions within the data that make a given outlier more rare. Full procedure is described in Cortes (2020) doi:10.48550/arXiv.2001.00636. Loosely based on the 'GritBot' https://www.rulequest.com/gritbot-info.html software.

Install

Health

CRAN checks
13OK
Slowest check: 3.7 min · r-devel-windows-x86_64
Code health
None
Tests · ratio 0.00
not tracked
Coverage
100%
Documentation · exports
2
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
  • OK2026-06-09
    13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
  • ERROR2026-06-08
    12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
  • OK2026-04-25
    12 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
Show 3 earlier snapshots
  • NOTE2026-04-22
    12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
  • ERROR2026-04-18
    11 OK · 2 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
  • NOTE2026-03-10
    12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

Documentation
READMENoVignettesYes · dynamicpkgdown siteNoNEWSNoCode of conductNoContributing guideNo
Examples that run
100%
Documented parameters
100%
Return-value docs
100%
References docs
8%

Downloads

11.9K
CRAN downloads in the past year
Rank #2,972 · ~33/day · ~994/mo
Daily download trend is not available in this view yet.
1.5K30 days
4.6K90 days
11.9K1 year
Compare downloads with other packages →
Also on463 r2u18 autocran

Repository

Repository
64Stars
3Forks
2Open issues
0Open PRs
1Releases
223Commits
2Contributors
outlier-detectionanomaly-detection
License GPL-3.0 · 223 commits · Last activity 2026-08-09 · 0% stars, 30d

Stars over time

2025-08-09 · 622026-07-07 · 64

Repository practices

Upstream repositoryBeta

1 development-tooling and community-health practice detected across 1 family in the upstream repository

Checks run against github.com/david-cortes/outliertree on 2026-08-16.

Git structural (1)
.gitattributes
How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies
7 external dependencies (excludes base and recommended)
Depends (1)
R >= 4.3.0
Imports (2)
Rcppmethods
LinkingTo (2)
Enhances (0)
none
Reverse dependencies
2direct
0indirect

Code & Tests

Datasets

People & History

People (1)
Maintainer (1)
Author, Maintainer
Authors (1)
Author, Maintainer
Package Timeline

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

  • R
    R 4.6.0 released · 2026-04-24
  • 1.10.0-1Latest
    2026-03-05 · current release · diff ↗
  • R
    R 4.5.0 released · 2025-04-11
  • 1.10.0
    2024-09-06 · diff ↗
  • R
    R 4.4.0 released · 2024-04-24
  • 1.9.0
    2024-02-09 · diff ↗
  • 1.8.2
    2023-11-21 · diff ↗
  • R
    R 4.3.0 released · 2023-04-21
  • 1.8.1-1
    2022-08-06 · diff ↗
  • R
    R 4.2.0 released · 2022-04-22
  • 1.8.1
    2022-02-17 · diff ↗
  • 1.7.6-1
    2021-10-29 · diff ↗
  • 1.7.6
    2021-09-25 · diff ↗
  • 1.7.4
    2021-08-22 · diff ↗
  • 1.7.3
    2021-07-16 · diff ↗
  • R
    R 4.1.0 released · 2021-05-18
Show 15 earlier events
  • 1.7.2
    2021-05-17 · diff ↗
  • 1.7.1
    2021-04-16 · diff ↗
  • 1.6.0
    2021-03-15 · diff ↗
  • 1.3.4
    2021-01-18 · diff ↗
  • 1.3.1
    2020-12-11 · diff ↗
  • 1.3.0
    2020-06-10 · diff ↗
  • R
    R 4.0.0 released · 2020-04-24
  • 1.2.0
    2020-04-19 · diff ↗
  • 1.1.3
    2020-01-12 · diff ↗
  • 1.1.2
    2020-01-09 · diff ↗
  • 1.0.4
    2019-09-02 · diff ↗
  • 1.0.2
    2019-08-28 · diff ↗
  • 1.0.1
    2019-08-19 · diff ↗
  • 1.0
    2019-07-31
  • R
    R 3.6.0 released · 2019-04-26

Package metadata

First published
2019-07-31
Total releases
23 / 7 yrs
License
GPL (>= 3) OSI
Minimum R
≥ 4.3.0
Bundled data
75 KB / 2 files
Download size
618 KB
Installed size
not tracked yet
With dependencies
not tracked yet
Appears in task views

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("outliertree")
Cortes, D. (2026). outliertree: Explainable Outlier Detection Through Decision Tree Conditioning (Version 1.10.0-1) [Computer software]. https://doi.org/10.32614/CRAN.package.outliertree

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 outliertree version 1.10.0-1 [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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