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What is the basic method for generating hierarchical clusters?

Hierarchical clustering groups data in the form of a heat map that successively merges similar groups or datapoints. Co-profiled genes are clustered together using the Pearson method, and samples are clustered together using the Euclidean method. In each case, the complete linkage method is then used to find similar clusters.