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pca_full.fit(scaled_features) # Number of optimal principal components optimal_num_components = 11 # Applying PCA with the optimal number of components pca = PCA(n_components=optimal_num_components) pca_result = pca.fit_transform(scaled_features) # Get the PCA components (loadings) pca_components =