We validated our model by replicating gender and ethnic stereotypes produced in <cite>(Garg et al., 2018)</cite> by training multiple word embedding models and applied it to a novel corpus of talk radio data to analyze how perceptions of refugees as "outsiders" vary by geography and over time.