Hierarchical Clustering in R: Dendrograms with hclust 23.07.2018 · Well, that depends on the domain knowledge you have about the data. For, example if you are clustering football players on a field based on their positions on the field which will represent their coordinates for distance calculation, you already know that you should end with only 2 clusters as there can be only two teams playing a football match.