I will describe unpublished work describing the development of a new deep-learning approach for comprehensive annotation of mouse behavior directly from raw video feeds. I will further describe the use of this approach for analysis of neural activity within basal ganglia circuits for control over action selection, primarily in the context of spontaneous and compulsive actions in freely-behaving mice. Our results support a significant revision of the canonical model of the role of the basal ganglia in action selection.