This applet illustrates partitioning of variability into [color=#0a971e]explained[/color] (fitted) and [color=#c51414]unexplained[/color] (residual) variability.
See also the corresponding applet illustrating the same concept in the context of ANOVA: [url]http://geogebratube.org/material/show/id/99842[/url]