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k-Means is not actually a *clustering* algorithm; it is a *partitioning* algorithm. That is to say K-means doesn't 'find clusters' it partitions your dataset into as many (assumed to be globular - this depends on the metric/distance used) chunks as you ask for by attempting to minimize intra-partition distances.