that is vs therefore

that is

adv
  • In other words; that is to say. Used to introduce a clarification or explanation 

therefore

adv
  • Consequently, by or in consequence of that or this cause; referring to something previously stated. 

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