Editing: I have posted this answer to the ESL-CN github repo and the author points out that the original solution has incorrectly treated $B$ as an invertible matrix at some point. I have corrected the appropriated place that has this error.

There are three different correlations: “Pearson”, “Kendall” and “Spearman” based on pandas.DataFrame.corr method