These models broadly fall into two categories: text-based and network-based methods.
the text-based profile locations are noisy and only 1-3% of tweets are geotagged (Cheng et al., 2010;Morstatter et al., 2013b), meaning that geolocation needs to be inferred from other information sources such as the tweet text and network relationships.