In this paper we study a dynamical optimal transport problem on a network that allows for transport of mass between different edges if a penalty κ is paid. We show existence of minimisers using duality and discuss the relationships of the distance-functional to other metrics such as the Fisher-Rao and the classical Wasserstein metric and analyse the resulting distance functional in the limiting case κ → ∞.