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determining the optimal number of principal components for PCA.​ Step 3: Determining the Optimal Number of PCA Components # Fit PCA to the data without reducing dimensions and compute the explained variance ratio pca_full = PCA() pca_full.fit(scaled_features) # Calculate the cumulative explained