So the MCMC looks to be behaving fairly well, but the chain isn't sampling the space as well as I would like.  The initial results with a 50K chain shows that most of the regions are not well behaved.  I am going to try to run a 100K chain and if the results don't smooth out I may have to abandon the MCMC, and use only constant region.