This new coefficient of correlation is really really awesome, and this visualization shows its value in such a beautifully simple presentation.

It would be great if someone who has Wikipedia edit privileges, can edit the Wikipedia article at [1] to describe/link how the Chatarjee's correlation coefficient solves many of the known limitation of Pearson's correlation coefficient. ;)

[1] https://en.wikipedia.org/wiki/Pearson_correlation_coefficien...

(especially second top-left diagram)