DeepAR Multivariate gluonTS

Hello, i have a question about the correlation matrix when work with multivariate time series, I can get (see) this matrix? or independence between series is assumed ? (I will like predict two variables, for example, income and expenditure).

Another question, as is the output of probability joint distribution (Bivariate)?