The plot shows target values on the x-axis and fitted/predicted values on the y-axis. The optimal fit would yield a line through zero with gradient one. This optimal line is shown in black color. A linear fit to the actual data is shown in red color.
plotRegressionError(targets, fits, ...)the target values
the values predicted/fitted by the model
parameters passed to plot