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transform the cluster centers from PCA space back to the original feature space: # Inverse transform the cluster centers original_space_centroids = scaler.inverse_transform(pca.inverse_transform(kmeans_pca.cluster_centers_)) # Create a DataFrame for the inverse transformed cluster centers