Previous studies have been limited in discussing observations from selected images of the vapor layer and/or the discharge emission. This work aims to provide a statistical analysis of discharges observed in individual frames, and also during a series of frames, which will help to gain more fundamental insights into atomic scale processes at the electrode surface, in the plasma, and at the different interfaces.