When Correlation Fails, Chatterjee's Prevails
New Chatterjee’s coefficient is very simple and powerful. It can tell you if X and Y are related by some noiseless function. Below visualization shows linear correlation fails for functions like sine wave, heart or circle but Chatterjee’s works! https://x.com/adad8m/status/1474754752193830912