cluster analysis - Clustering labeled data and measure the distance between centroids

I have a multidimensional labeled data, I want to cluster them and measure the distance between each cluster centroid, would you suggest me a method, please?

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cluster analysis - Clustering labeled data and measure the distance between centroids

cluster analysis - Clustering labeled data and measure the distance between centroids

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