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Let me know the difference of the two PCA and FA. Where can I get the data set that you have shown in the demo
Principal Components Analysis is used to reduce the data into a smaller number of components whereas Factor Analysis allows you to understand what constructs underlie the data (latent class).
Here are the links for the PCA and FA datasets:
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