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We describe, implement, and evaluate classifiers to recognize individual vehicle maneuvers. We show that using deep learning visual odometry to estimate location is superior to consumer-grade high-resolution GPS. We describe and implement a greedy approach to classify maneuvers and evaluate our approach on common road maneuvers.