hyppo
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A new correlation coefficient
I've seen some recent discussions surrounding the paper A new coefficient of correlation which basically introduces a nonparametric alternative to the spearman/kendal correlation coefficients which is just as simple but more interpretable. There's also a conditional correlation extension. There's a corresponding analytical null to provide pvalues and the test is asymmetric which is interesting.
They provide an R package but it could be an interesting addition since I assume scipy would require more prevalence/citations. They compare tests on a variety of datasets just like the mgc paper.