This document describes a strategy to choose between various possible count models. The computation described in this document is done in R (R Core Team, 2016) using the contributed package Countr (Kharrat and Boshnakov, 2017) and the quine data shipped with the MASS package (Venables and Ripley, 2002). The ideas used here are inspired by the demand for medical care example detailed in Cameron ...