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You can see Application flow map icon on the flow map itself page itself. Please refer attached ss for reference. In case you still see the issue, please share the screenshot with us.
It looks like you are viewing the old application dashboard, can you please confirm once. Try using new HTML dashboard and check the behavior. Refer ss.