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Moving beyond P values: data analysis with estimation graphics

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Fig. 1: The evolution of two-group data graphics.

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The Matlab, Python and R packages are available on GitHub ( and are licensed under the BSD 3-Clause Clear License.


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We thank M. Rahman for help and advice, and H. Nguyen for developing the web app front end.

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Correspondence to Adam Claridge-Chang.

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The authors declare no competing interests.

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Supplementary Notes 1–4 and Supplementary Figs. 1 and 2.

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Ho, J., Tumkaya, T., Aryal, S. et al. Moving beyond P values: data analysis with estimation graphics. Nat Methods 16, 565–566 (2019).

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