Creating such a large dataset with the ground truth annotations is extremely costly; user sensitive demographics e.g., income, age is not available for the majority of social media including Twitter.
we rely our analysis on a large Twitter dataset annotated with demographics and affects using predictive models that can accurately infer user attributes, emotions and sentiments as discussed in Section 3.