There are 2 repositories under twitter-geolocation topic.
Geolocating twitter users by the content of their tweets
Text-based Geolocation Prediction of Social Media Users with Neural Networks
This is an implementation of the paper ”Interpreting Twitter User Geolocation“.
Predict location of twitter users based on text contents (TF-IDF, chi-square)