Thanks so much for suggestion, I will research the pm.DataContainer. I hope that it does not involve an understanding of Theano , if so I will probably be lost. I would be surprised if pymc3 was limited to predicting only limited values since the posterior distribution is available one would expect we could predict future values with any sample size. Thanks again for your help and I will follow up on the pm.Datacontainer… thanks again.