  The explanatory patterns of non-equilibrium statistical mechanics place the evolution of the macroscopic features of matter in a pattern of probabilities over possible microscopic evolutions. Here the types of explanation offered do fit the traditional philosophical models. The main open questions concern the explanatory grounds behind the posited probabilities. In equilibrium theory, as we shall see, the statistical explanatory pattern has a rather different nature.