I am doing a research on a Markov chain approach on the behavior of rainfall and am considering first and second order chains. Using the Bayesian Information Criterion I want to determine the optimal model and use the optimal model to determine the expected length of dry (rainy) spell. So for second order models I am not sure of how I calculate the expected length of dry (rainy) spells?