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YellowBrick is a library for diagnosing the clustering and classififcation algorithms. https://www.scikit-yb.org/en/latest/
For the case of clustering, Elbow, Calinski Harabasz, and Silhouette are implemented https://www.scikit-yb.org/en/latest/api/cluster/elbow.html
The Visualizer sets k value to do evaluation, and takes X (table) as input.
Regarding other Evaluation metrics, see:
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