Using complementary intersection and segment analyses to identify crash hot spots

•Separating intersection and segment hot spots increases accuracy for safety analysis.•Removing intersection bias identifies hot spots that may otherwise go unnoticed.•Many high-ranking segments are experiencing mid-block crashes at access points.•Many locations outside of urbanized areas experience safety concerns.