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they are the variance of the same variable. Since we’re trying to find new patterns in the dataset, we’ll ignore the main diagonal. Since the matrix is symmetric, covariance(a,b) = covariance(b,a), we will look only at the top values of the covariance matrix (above diagonal). Something important to