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randomForestExplainer

A set of tools to understand what is happening inside a Random Forest

https://github.com/modeloriented/randomforestexplainer

Science Score: 33.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ✓
    Academic publication links
    Links to: zenodo.org
  • ✓
    Committers with academic emails
    1 of 6 committers (16.7%) from academic institutions
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (10.8%) to scientific vocabulary

Keywords

cran random-forest

Keywords from Contributors

interactive interpretability
Last synced: 6 months ago · JSON representation

Repository

A set of tools to understand what is happening inside a Random Forest

Basic Info
Statistics
  • Stars: 236
  • Watchers: 12
  • Forks: 37
  • Open Issues: 5
  • Releases: 3
Topics
cran random-forest
Created over 8 years ago · Last pushed almost 2 years ago
Metadata Files
Readme Changelog

README.md

randomForestExplainer

CRAN status R-CMD-check codecov DOI <!-- badges: end -->

A set of tools to understand what is happening inside a Random Forest. A detailed discussion of the package and importance measures it implements can be found here: Master thesis on randomForestExplainer.

Installation

```r

the easiest way to get randomForestExplainer is to install it from CRAN:

install.packages("randomForestExplainer")

Or the the development version from GitHub:

install.packages("devtools")

devtools::install_github("ModelOriented/randomForestExplainer") ```

Vignette

Cheatsheets

Examples

Owner

  • Name: Model Oriented
  • Login: ModelOriented
  • Kind: organization
  • Location: MI2DataLab @ Warsaw University of Technology

GitHub Events

Total
  • Watch event: 6
Last Year
  • Watch event: 6

Committers

Last synced: over 2 years ago

All Time
  • Total Commits: 64
  • Total Committers: 6
  • Avg Commits per committer: 10.667
  • Development Distribution Score (DDS): 0.484
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Yue-Jiang r****l@g****m 33
Przemysław Biecek p****k@g****m 17
OlaPaluszynska o****a@g****m 11
Hubert Baniecki h****i@g****m 1
Durszlaczek a****o@s****l 1
Katarzyna Kobylinska k****a@M****l 1
Committer Domains (Top 20 + Academic)
student.uw.edu.pl: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 21
  • Total pull requests: 23
  • Average time to close issues: 4 months
  • Average time to close pull requests: 6 days
  • Total issue authors: 18
  • Total pull request authors: 5
  • Average comments per issue: 1.29
  • Average comments per pull request: 0.78
  • Merged pull requests: 19
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 1
  • Pull requests: 0
  • Average time to close issues: 22 days
  • Average time to close pull requests: N/A
  • Issue authors: 1
  • Pull request authors: 0
  • Average comments per issue: 0.0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • mayer79 (2)
  • A-Pai (2)
  • ANUGAR (2)
  • Mayamikarmakar (1)
  • bdemeshev (1)
  • willvieira (1)
  • OliverFishCode (1)
  • G-Piotr (1)
  • bedwards-mango (1)
  • kategorically (1)
  • oli666 (1)
  • hadley (1)
  • Kuroshiwo (1)
  • gundalav (1)
  • pbiecek (1)
Pull Request Authors
  • mayer79 (14)
  • Yue-Jiang (11)
  • olivroy (6)
  • KasiaKobylinska (1)
  • durszlaczek (1)
Top Labels
Issue Labels
enhancement (3) question (2) help wanted (1)
Pull Request Labels
enhancement (10) bug (1) maintenance (1)

Packages

  • Total packages: 3
  • Total downloads:
    • cran 766 last-month
  • Total dependent packages: 1
    (may contain duplicates)
  • Total dependent repositories: 8
    (may contain duplicates)
  • Total versions: 7
  • Total maintainers: 1
proxy.golang.org: github.com/ModelOriented/randomForestExplainer
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent packages count: 5.5%
Average: 5.6%
Dependent repos count: 5.8%
Last synced: 6 months ago
proxy.golang.org: github.com/modeloriented/randomforestexplainer
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent packages count: 5.5%
Average: 5.6%
Dependent repos count: 5.8%
Last synced: 6 months ago
cran.r-project.org: randomForestExplainer

Explaining and Visualizing Random Forests in Terms of Variable Importance

  • Versions: 3
  • Dependent Packages: 1
  • Dependent Repositories: 8
  • Downloads: 766 Last month
Rankings
Stargazers count: 1.9%
Forks count: 2.2%
Average: 8.7%
Dependent repos count: 10.5%
Downloads: 10.5%
Dependent packages count: 18.1%
Maintainers (1)
rivehill@gmail.com
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • R >= 3.0 depends
  • DT >= 0.2 imports
  • GGally >= 1.3.0 imports
  • data.table >= 1.10.4 imports
  • dplyr >= 0.7.1 imports
  • ggplot2 >= 2.2.1 imports
  • ggrepel >= 0.6.5 imports
  • randomForest >= 4.6.12 imports
  • ranger >= 0.9.0 imports
  • reshape2 >= 1.4.2 imports
  • rmarkdown >= 1.5 imports
  • MASS >= 7.3.47 suggests
  • knitr * suggests
  • testthat * suggests
.github/workflows/R-CMD-check.yaml actions
  • actions/checkout v3 composite
  • r-lib/actions/check-r-package v2 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite