I think that you can estimate the Fermi energy for the graphene at a given carrier density according to the relationship between Fermi energy (E_F) and the carrier (or electron) density for a two-dimensional system. The relationship can be found in the textbook of solid state physics. According to the order of k_B * 300 K and E_F, then you can easily judge whether it is a degenerate one or not.