FYI while this will display the various channels, if your account does not have access to the channel, you cannot export its logs. For channels you can collect, you get the author, datetime, message content, links to any attachments, and reaction counts (but not whom made the reactions).

I've been using DCE to do some analysis on student interactions. This was a hurdle we ran into while exporting logs for various class channels.