I guess I'm confused then if Brian said the Submissions report will show all assignments, even if they have not been submitted.
From the results I see in our reports, what I think is happening is only assignments submitted are on the submissions report. (Maybe Brians report is customized?) Then any assignments not submitted will create a row on the No submissions report, yet we are unable to tell which assignment it is, because it only displays the course and not the assignment(s).
I have some students on both reports for the same course, so that is why I believe what I mention above. Without seeing the assignment on the No submissions report, I can't say for sure.
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