Besides globally prominent terms, which can easily be detected by tf-idf, there are also many terms that are only prominent within a certain region.
when examining a certain geospatial area and timeframe of documents, the importance of certain prominent and unusual terms can still be easily obscured by numerous and ordinary terms for the area.