It would mean that in every case, your function perfectly guessed the price of the house based on the input data.
Machine Learning is Fun!
Adam Geitgey

Won’t it just mean that the average cost over all the 500 cases is 0 (somewhere we might have predicted more than the actual cost, and somewhere lower)?