Artificial Intelligence, Machine Learning, Software Development, Information Technology, Statistics.
the data are correlated. The example of a covariance matrix from [4]. As you noticed, it is a collection of variance and covariance. In reality, it is a collection of covariance between two features, but the covariance of two same features is called variance. For instance covar(f1,f1) = var(f1).