Unemployment doesnt care about all your past absences just the one that got you fired.
If I Am Fired For Missing Time With A Doctor Excuse Can I Collect Unemployment?
My husband said that if you get fired, you can collect unemployment. Hope this helps, you might have a labor board case here if you had a doctors note too. Good luck to you.