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Construct a Python-native K-means implementation, focusing on the distance-minimization logic between points and centroids.

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Interview question asked to Data Scientists interviewing at Intel, Anaplan, Groupon and other companies. Original question asked: Construct a Python-native K-means implementation, focusing on the distance-minimization logic between points and centroids..