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Fig. B.1.

image

Finding the optimum number of clusters, k, for classification of the combined Hα and Ca II K line profiles using the k-means technique. The black curve denotes , the mean of standard-deviation within the clusters for k clusters, whereas, is presented by the red curve. The estimated optimum number for clusters, k = 50, is indicated by the dotted vertical line.

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