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Make sure that the steps of the k-means algorithm are in the correct order.

Put the items in the correct order
Assign all the points to clusters by finding the closest centroid
Place K clusters centroids (the middle of a cluster) in random places
Choose the number of clusters (K)
Recompute the centers of the clusters
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