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Load the Boston dataset (sklearn.datasets.load boston()) into Python using a Pandas dataframe. Perform a K-Means analysis on unscaled data, with the number of clusters ranging from 2 to 6. Provide the Silhouette score to justify which value of k is optimal. What information do the values of Homogeneity/Completeness provide as well? Calculate the mean values for all features in each cluster for the optimal clustering - how do these values di?er from the centroid coordinates?

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