though vs what is more

though

adv
  • Despite that; however. 

  • Used to intensify statements or questions; indeed. 

conj
  • Despite the fact that; although. 

what is more

adv
  • furthermore, or in addition, moreover. 

How often have the words though and what is more occurred in a corpus of books? (source: Google Ngram Viewer )