The purpose of evaluation graphs is to provide a visual check for the precision capability of a design. They are often used to compare designs to each other.
A better design will have lower average error scores and more consistent error scores throughout the factor space. This translates to lower and flatter curves on the graphs.
The Graphs Tools is used to change which graph is shown and which additional, interactive tool is provided.