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not well established in Python. SAS, Stata, R, and Matlab all have mature packages for Tetrachoric and Polychoric PCAs. I hope this article helped you in practical PCA. Complete Code for visualization below import plotly.express as px from sklearn.decomposition import PCA # setting ignore as a