All this information is available in the Performance Center bookshelf docs. There is a complete section on Reporting which lists each type of view and drill downs to individual charts which provide detailed descriptions.
In Performance Center, go to the Help link in the upper right and select Performance Center.
Under the Product Documentation - By function section, click the 'Use' section.
Select the 'Online Help'
You will then see the "Reporting" section.