bettr

A better way to explore what is best

https://github.com/federicomarini/bettr

Science Score: 36.0%

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
    Found .zenodo.json file
  • DOI references
  • Academic publication links
  • Committers with academic emails
    1 of 3 committers (33.3%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (17.4%) to scientific vocabulary

Keywords from Contributors

bioconductor-package bioconductor single-cell u24ca289073
Last synced: 10 months ago · JSON representation

Repository

A better way to explore what is best

Basic Info
  • Host: GitHub
  • Owner: federicomarini
  • License: other
  • Language: R
  • Default Branch: devel
  • Size: 4.43 MB
Statistics
  • Stars: 3
  • Watchers: 4
  • Forks: 1
  • Open Issues: 2
  • Releases: 0
Created over 7 years ago · Last pushed 12 months ago
Metadata Files
Readme Changelog License

README.md

bettr


bettr: a better way to explore what is best


R-CMD-check Codecov.io coverage status <!-- badges: end -->

As new (computational) methods come along, it becomes essential to compare their performance to existing ones via objective and fair benchmarking.

In a benchmarking study, typically many different performance metrics are calculated and used to reflect different aspects of performance. These performance metrics can then be combined into one "overall" ranking. However, not all aspects are equally important to everyone, and thus there is more than one "right" way of aggregating metrics in order to rank methods.

bettr is our proposal to perform this aggregation in an interactive way, allowing the user to focus on the aspects that are most important to them, and use different types of visualization approaches, enhancing the final overview of the benchmarking process.

The screenshots below display two of the representations provided by bettr, using data from the benchmark of single-cell clustering methods performed by Duo et al (2018).

Heatmap Polar plot

Installation

bettr can be installed from Bioconductor (from release 3.19 onwards):

``` r if (!require("BiocManager", quietly = TRUE)) install.packages("BiocManager")

BiocManager::install("bettr") ```

The latest development version can be installed from GitHub via

r BiocManager::install("federicomarini/bettr")

Usage

For more details on how to use bettr, we refer to the vignette. If you have questions or run into problems, feel free to open an issue. Try to provide a reproducible example, and always include the code you used and your session info, that will make it much easier for us to help.

Contributing to bettr

If you would like to contribute to bettr, you can do so by sending a pull request to this repository. If the contribution involves changes in the functionality provided by bettr, we encourage you to first open an issue to discuss the intended contribution.

Owner

  • Name: Federico Marini
  • Login: federicomarini
  • Kind: user
  • Location: Mainz
  • Company: University Medical Center, Mainz

Virchow Fellow, Bioinformatician @ Institute of Medical Biostatistics, Epidemiology and Informatics, Mainz (@imbeimainz)

GitHub Events

Total
  • Push event: 12
  • Fork event: 1
  • Create event: 2
Last Year
  • Push event: 12
  • Fork event: 1
  • Create event: 2

Committers

Last synced: over 1 year ago

All Time
  • Total Commits: 235
  • Total Committers: 3
  • Avg Commits per committer: 78.333
  • Development Distribution Score (DDS): 0.149
Past Year
  • Commits: 86
  • Committers: 3
  • Avg Commits per committer: 28.667
  • Development Distribution Score (DDS): 0.174
Top Committers
Name Email Commits
Charlotte Soneson c****n@g****m 200
Federico Marini m****f@u****e 31
J Wokaty j****y 4
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 11 months ago

All Time
  • Total issues: 6
  • Total pull requests: 17
  • Average time to close issues: 3 months
  • Average time to close pull requests: 1 day
  • Total issue authors: 2
  • Total pull request authors: 2
  • Average comments per issue: 1.83
  • Average comments per pull request: 0.53
  • Merged pull requests: 17
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • ansonrel (3)
  • csoneson (3)
Pull Request Authors
  • csoneson (17)
  • federicomarini (3)
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • bioconductor 3,737 total
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 3
  • Total maintainers: 1
bioconductor.org: bettr

A Better Way To Explore What Is Best

  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 3,737 Total
Rankings
Dependent repos count: 0.0%
Dependent packages count: 31.3%
Average: 42.8%
Downloads: 97.1%
Maintainers (1)
Last synced: 11 months ago

Dependencies

DESCRIPTION cran
  • ComplexHeatmap * imports
  • Hmisc * imports
  • bslib * imports
  • circlize * imports
  • cowplot * imports
  • dplyr >= 1.0 imports
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  • grDevices * imports
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  • methods * imports
  • rlang * imports
  • scales * imports
  • shiny >= 1.6 imports
  • shinyjqui * imports
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  • stats * imports
  • tibble * imports
  • tidyr * imports
  • knitr * suggests
  • rmarkdown * suggests
  • testthat >= 3.0.0 suggests
.github/workflows/R-CMD-check.yaml actions
  • actions/cache v1 composite
  • actions/checkout v2 composite
  • actions/upload-artifact master composite
  • r-lib/actions/setup-pandoc master composite
  • r-lib/actions/setup-r master composite