Question

Is the probability density of an electron in a hydrogen atom static?

Answer 1

one can see how the plots you show are derived from the solution of the Schrodinger equation for the hydrogen atom. There are check able options.

There is no time dependence in the wave functions, or the corresponding probability distributions for the given eigenvalues (seen by checking next to the solutions).