Model 1 prediction
The error map displays the difference between the predicted surface and
the Surpop surface.
It is to be expected that the largest differences occur where population
density is the high, from the map above this is clearly the case.
At present the error information is primative. It will be useful to compare
the results with those from the linear model to help develop a strategy
to reduce the error.