Combining surname-based methods with the best text-based model results leads to significantly better results than using text alone, showing that these contain complementary information.
further adding the demographics (age, gender, income, education) as features does not add to the predictive performance, showing that the results are not impacted by any imbalance in the demographic makeup of our data set.