How to determine if a time series is covariance stationary?

Hi everyone.

Given a matrix where each row represents a different time how can I determine if said matrix is covariance stationary i.e. the time series it represents is covariance stationary?

I have read that one can use the Augmented Dickey Fuller Test but I am not sure how to go about it.