We know that personality at the level of individuals is relatively stable over time; average personality in a county level should be extremely stable from year to year.
tSDA corrects for the different word distributions between Facebook and twitter and for the varying word distributions across counties by adjusting target side word frequencies; no changes to the trained model are made.