The Sage notebook interface can be used to make interactive examples that are controlled by simple graphical controls. This feature is comparable to the Manipulate function in Mathematica. Interactive graphics are especially useful for creating teaching tools to help students learn new mathematical concepts. We will make extensive use of the Python decorators that were introduced in the previous section.