Abstract This paper presents the kernelized Taylor diagram, a graphical framework for visualizing similarities between data populations. The diagram builds on widely used which is to visualize However, has several limitations such as not capturing non-linear relationships and sensitivity outliers. To address limitations, we propose diagram. Our proposed capable of populations with minimal assum...