Slide 32 of 35
Notes:
In fact, there should be positive and negative values for the residual or the fit is questionable. An Outliers will give a large deviation in one direction which must be balanced with many smaller deviations in the other direction. If the equation for a line matches all the data points the residuals will all be zero.
