Automated Transformations, Normality Testing, and Reporting
Description
Automated performance of common transformations used to fulfill parametric
assumptions of normality and identification of the best performing method
for the user. Output for various normality tests (Thode, 2002) corresponding
to the best performing method and a descriptive statistical report of the
input data in its original units (5-number summary and mathematical moments)
are also presented. Lastly, the Rankit, an empirical normal quantile transformation
(ENQT) (Soloman & Sawilowsky, 2009), is provided to accommodate non-standard
use cases and facilitate adoption.
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