“…The work presented here has indicated that similar measurements made across multiple event classes, i.e., TR BP, blinker, and CBP, hold class-predictive power. Thereby, our work can be used in conjunction with similar studies (Chae et al, 2000;Harrison et al, 2003;Brković and Peter, 2004;Bewsher et al, 2005;Madjarska, Doyle, and De Pontieu, 2009) to begin facilitating a pathway which ultimately works towards automated multi-class classification of compact transients occurring in all temperature regimes of the solar atmosphere. As noted previously, this will be a major challenge of solar physics in the coming years.…”