OK Cupid Capstone Project

Hi guys!

I hope yall are doing well. I am looking forward to your feedback. Did anyone find a more efficient way of cleaning their data so it would get a higher score in precision, F1 score, and recall? Also, I had the most trouble in graphing the data for some reason.
My code:

My presentation: