I’ve updated the “Magic Button” code to accommodate a training / testing structure, because I have to do it anyway at some point, when I release the Pro Version of my AutoML Software, Black Tree. It’s the same thing, the only difference is it draws the clusters from the training dataset, given the testing dataset, which keeps the wall up between the training and testing datasets.