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dabestr

Data Analysis using Bootstrap-Coupled Estimation

v2025.3.15 · Oct 30, 2025 · Apache License (>= 2)

Description

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>.

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14 OK
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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (1)

imports

Dependency Network

Dependencies Reverse dependencies boot brunnermunzel cli cowplot dplyr effsize ggbeeswarm ggplot2 ggsci magrittr RColorBrewer rlang scales stringr tibble +2 more dependencies permubiome dabestr

Version History

new 2025.3.15 Mar 10, 2026
updated 2025.3.15 ← 2025.3.14 diff Oct 29, 2025
updated 2025.3.14 ← 2023.9.12 diff Feb 25, 2025
updated 2023.9.12 ← 0.3.0 diff Oct 12, 2023
updated 0.3.0 ← 0.2.5 diff Jul 12, 2020
updated 0.2.5 ← 0.2.4 diff Apr 19, 2020
updated 0.2.4 ← 0.2.3 diff Mar 20, 2020
updated 0.2.3 ← 0.2.2 diff Feb 10, 2020
updated 0.2.2 ← 0.2.1 diff Jul 3, 2019
updated 0.2.1 ← 0.2.0 diff Jun 25, 2019
updated 0.2.0 ← 0.1.0 diff Jan 6, 2019
new 0.1.0 Nov 18, 2018