The set of 10,000 x,y coordinates that fill the dataspace as processed by my simple four-layer perceptron, trained by standard backprop.  The jaggedness you see here is simply the result of the my using only 10,000 points in my verification set, had I used a million or ten million, the curves would have been much smoother, but Excel has problems with files that large.