# get the top named entities
top_entities = (entity_frame.groupby(by=['Entity Name', 'Entity Type'])
                           .size()
                           .sort_values(ascending=False)
                           .reset_index().rename(columns={0 : 'Frequency'}))
top_entities.T.iloc[:,:15]