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back to the original feature space original_space_centroids = scaler.inverse_transform(pca.inverse_transform(kmeans_pca.cluster_centers_)) # Create a new DataFrame for the inverse transformed cluster centers with column names centroids_df = pd.DataFrame(original_space_centroids,