Let's cоnsider thаt yоu hаve а single-dimensiоnal dataset (of 8 data points):8, 9, 11, 12, 40, 42, 45, 47 For 2 different versions of k-means with k=2, you get the following outcomes: Outcome ACluster 1: 8, 9, 11, 12 (centroid = 10)Cluster 2: 40, 42, 45, 47 (centroid = 44) Outcome BCluster 1: 8, 9, 11, 12 (centroid = 11)Cluster 2: 40, 42, 45, 47 (centroid = 43) Compute and show the SSE for both outcomes and determine which one is better and why. Show the detailed calculation. where x is a data point belonging to cluster Ci, and mi is the centroid of that cluster