To anonymise the course reports, i.e. to exclude user identity and departments, you will need to select the following option:

This means that the user will be named as an anonymous user, as opposed to their full name appearing within the associated reports.

Please note that you cannot later anonymise the reports for previously published courses that did not have this box ticked.