Naturalistic driving studies (NDS) generate tremendous amounts of traffic data and constitute an important component modern safety research. However, analysis the entire NDS database is rarely feasible, as it often requires expensive time-consuming annotations video sequences. We describe how automatic measurements, readily available in database, may be utilized for selection time segments anno...