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In fact, you can drill-down through each user, group, list or even library to see all permissions. Clicking on a value in the left tree structure will render more information and details for that container you have selected.
The "Comprehensive Report" displays a much richer report, with an easier to navigation structure, allowing you to view all permissions at every level of the site collection or subsite.
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