A computing device for processing a video file. The video file comprises an audio track and contains at least one event comprising a scene of interest. One or more audio criteria that characterize the event are used to detect events using the audio track and an offset timestamp is recorded for each detected event. A set of offset timestamps may be produced for a set of detected events of the video file. The set of offset timestamps for the set of detected events may be used to time align and time adjust a set of real timestamps for a set of established events for the same video file. A user interface (UI) is provided that allows quick and easy search and playback of events of interest across multiple video files.