It's extremely difficult to reason about, and decide how points would be placed. Could someone give me an explanation of how this works, and the value of this? It seems like it supports statistical distortion, and making the data fit your view point.

This is interesting, but I find it hard to reason about. Two rows with very different values, can have their points plotted in the exact same spot, no?

Do you have a sample analysis of using this visualization to discover something interesting about a data set?