The difference in between having or not something in the training set of a Neural Network is going to be different values for non-integer factors all over the neural network and, worse, it is just as like that they're tiny differences as it is that they're massive differences.

Or to give you a decent metaphor for it, "it would be like trying to remove a specific egg from a bowl of scrambled eggs".