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There are better methods for selecting most important features in supervised setting. Assuming they are not an option, or you're simply interested in PCA: Say you originally had 100 features and you applied PCA and first 10 PCs explains the 95 % of ratio. After applying PCA, you can calculate linear correlations between top 10 PCs and original features. I ...

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