Amazing, thank you! I'm working on a project with an already high level of dimensionality. Obviously, one hot encoding would never be ideal. For me, I don't think Bayesian encoding would be preferred because of the high rates of abstraction, but I may try nonlinear PCA or WoE. Thanks!