This paper presents a follow-up to the experiments in <cite>Elazar and Goldberg (2018)</cite> and examines what kind of correlation the data representations in their models exhibit with demographic attributes: PREVALENT, SAMPLE-SPECIFIC or AC-CIDENTAL correlations.