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The candidate's solution is correct and demonstrates a level of completeness. The candidate has correctly identified the problem and proposed a solution that would solve it. The candidate's approach is sound and their solution is efficient.
The candidate's solution is complete and solves the problem. The candidate has correctly identified that k-means clustering is the best approach for this problem. This is a good general approach.