A report is a single page containing rows of widgets which use queries to display graphics. Reports are the most important analysis tool to compare results.
The standard reports are made for analysis of most occurring use cases. They are very essential for users with less experience.
Advanced reports are really helpful in special use cases where the standard reports are not enough anymore.
Custom reports allow to create reports using widgets and queries which fit special use cases not covered by the standard reports and the advanced reports.