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tokens: W.T.B. was provided travel support to the Coronal Loops Workshop VII held in Cambridge, UK, at which a preliminary version of this work was presented, by NSF award number 1536094. This work was supported in part by the Big-Data Private-Cloud Research Cyberinfrastructure MRI-award funded by NSF under grant CNS-1338099 and by Rice University. Software: astroML (VanderPlas et al. 2012 ), IPython/Jupyter (Pérez Granger 2007 ), matplotlib (Hunter 2007 ), NumPy/scipy (van der Walt et al. 2011 ), seaborn (Waskom et al. 2016 ).