dabestr

Data Analysis using Bootstrap-Coupled Estimation

CRAN Package

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==.


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Insights

Last 30 days

This package has been downloaded 570 times in the last 30 days. This could be a paper that people cite without reading. Reaching the medium popularity echelon is no small feat! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 29 times.

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0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
0 downloadsMar 4, 2025
36 downloadsMar 5, 2025
28 downloadsMar 6, 2025
18 downloadsMar 7, 2025
28 downloadsMar 8, 2025
4 downloadsMar 9, 2025
9 downloadsMar 10, 2025
20 downloadsMar 11, 2025
32 downloadsMar 12, 2025
14 downloadsMar 13, 2025
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28 downloadsMar 15, 2025
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30 downloadsMar 17, 2025
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14 downloadsMar 19, 2025
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31 downloadsMar 21, 2025
9 downloadsMar 22, 2025
16 downloadsMar 23, 2025
14 downloadsMar 24, 2025
16 downloadsMar 25, 2025
9 downloadsMar 26, 2025
21 downloadsMar 27, 2025
32 downloadsMar 28, 2025
6 downloadsMar 29, 2025
8 downloadsMar 30, 2025
23 downloadsMar 31, 2025
18 downloadsApr 1, 2025
15 downloadsApr 2, 2025
29 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
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The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 6,369 times in the last 365 days. A solid achievement! Enough downloads to get noticed at department meetings. The day with the most downloads was Sep 27, 2024 with 141 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


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Dependencies

  • Imports15 packages
  • Suggests5 packages
  • Reverse Imports1 package