dabestr: Data Analysis using Bootstrap-Coupled Estimation
Data Analysis using Bootstrap-Coupled ESTimation. Estimation statistics is a simple framework that avoids the pitfalls of significance testing. It uses familiar statistical concepts: means, mean differences, and error bars. More importantly, it focuses on the effect size of one's experiment/intervention, as opposed to a false dichotomy engendered by P values. An estimation plot has two key features: 1. It presents all datapoints as a swarmplot, which orders each point to display the underlying distribution. 2. It presents the effect size as a bootstrap 95% confidence interval on a separate but aligned axes. Estimation plots are introduced in Ho et al., Nature Methods 2019, 1548-7105. <doi:10.1038/s41592-019-0470-3>. The free-to-view PDF is located at <https://www.nature.com/articles/s41592-019-0470-3.epdf?author_access_token=Euy6APITxsYA3huBKOFBvNRgN0jAjWel9jnR3ZoTv0Pr6zJiJ3AA5aH4989gOJS_dajtNr1Wt17D0fh-t4GFcvqwMYN03qb8C33na_UrCUcGrt-Z0J9aPL6TPSbOxIC-pbHWKUDo2XsUOr3hQmlRew%3D%3D>.
| Version: | 2025.3.15 |
| Depends: | R (≥ 2.10) |
| Imports: | boot,brunnermunzel,cli,cowplot,dplyr,effsize,ggbeeswarm,ggplot2 (≥ 3.5.2),ggsci, grid,magrittr,RColorBrewer,rlang,scales, stats,stringr,tibble,tidyr,viridisLite |
| Suggests: | kableExtra,knitr,rmarkdown,testthat (≥ 3.0.0),vdiffr |
| Published: | 2025-10-30 |
| DOI: | 10.32614/CRAN.package.dabestr |
| Author: | Joses W. Ho [aut], Kah Seng Lian [aut], Ana Rosa Castillo [aut], Zhuoyu Wang [aut], Jun Yang Liao [aut], Felicia Low [aut], Tayfun Tumkaya [aut], Jonathan Anns [ctb], Yishan Mai [cre, ctb], Sangyu Xu [ctb], Zinan Lu [ctb], Hyungwon Choi [ctb], Adam Claridge-Chang [ctb], ACCLAB [cph, fnd] |
| Maintainer: | Yishan Mai <maiyishan at u.duke.nus.edu> |
| License: | Apache License (≥ 2) |
| URL: | https://github.com/ACCLAB/dabestr,https://acclab.github.io/dabestr/ |
| NeedsCompilation: | no |
| Citation: | dabestr citation info |
| Materials: | README,NEWS |
| CRAN checks: | dabestr results |
Documentation:
Downloads:
| Package source: | dabestr_2025.3.15.tar.gz |
| Windows binaries: | r-devel:dabestr_2025.3.15.zip, r-release:dabestr_2025.3.15.zip, r-oldrel:dabestr_2025.3.15.zip |
| macOS binaries: | r-release (arm64):dabestr_2025.3.15.tgz, r-oldrel (arm64):dabestr_2025.3.15.tgz, r-release (x86_64):dabestr_2025.3.15.tgz, r-oldrel (x86_64):dabestr_2025.3.15.tgz |
| Old sources: | dabestr archive |
Reverse dependencies:
| Reverse imports: | permubiome |
Linking:
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