for future reference we should try to separate the terms 'curve fitting / fitted' from 'over fitted'. curve fitting can be bad, if the 'curve' you are fitting to does not represent a reasonable predictor. or it can be good, as in the apple vs orange example, where it is very rare to find oranges...