How to plot a cluster in python prepared using categorical data

Question

I have a high-dimensional dataset which is categorical in nature and I have used Kmodes to identify clusters, I want to visualize the clusters, what would be the best way to do that? PCA doesn't seem to be a recommended method for dimensionality reduction in a categorical dataset, how to visualize in such a scenario?

Answer 1

Agreeing with @DIMKOIM, Multiple Correspondence Analysis is your best bet. PCA is mainly used for continuous variables. To visualize your data, you can build a scatter plot from scratch.