The curve of BIC Scores vs. number of clusters in K-means. The solid line denotes the max of 30 repeats of the BIC score. The dash line denotes the average of 30 repeats of the BIC score. The maximal value of the average curve occurs at 61 clusters. After 61 clusters the average curve starts decaying.