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Write a Python function to implement the k-means clustering algorithm entirely from scratch, without using scikit-learn.

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Interview question asked to Data Scientists interviewing at Symantec, DeliveryHero, Tableau and other companies. Original question asked: Write a Python function to implement the k-means clustering algorithm entirely from scratch, without using scikit-learn..