With only one rose ceremony remaining on one of ABC’s most popular TV shows, The Bachelorette, we decided to run some analysis on the final two contestants remaining. After Frank’s dramatic choice to leave the show for his ex-girlfriend last week, Ali must now choose between Chris and Roberto.

We conducted sentiment analysis on online chatter for both remaining contestants. Nearly 59% of online posts about Chris were positive and only 39% were negative. On the other hand, only 43% of posts about Roberto were positive, while 57% were negative. Will Ali agree with America and choose Chris?