Exercise 1 Page 196

A residual is the difference between the $y\text{-}$coordinate of the actual data point and the $y\text{-}$coordinate found using the equation for the line of fit. The residual is positive if the data point lies above the line of fit and it's negative if the data point lies below the line of fit.