Thank you.
I tried getting the transcript online but they do not have it. Their response came in form of a letter which says "we have no record of a processed tax return for the period - 2018." This is probably because it was filed late by mail. Of course, they cashed the check for the owed tax immediately.
It appears my only option is to mail my return by mail.
