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Optimal number of clusters as calculated by: (a) elbow method, (b) silhouette method, (c) gap statistic method. The methods that calculate the optimal number of clusters in the S. enterica serovar Typhimurium dataset were in disagreement and the recommended number of clusters ranged between 2 using the silhouette method to greater than 10 using GAP statistics.
