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tokens: The authors thank Michael Cooper, Marla Geha, Coral Wheeler, Jose Oñorbe, Ferah Munshi, Erik Tollerud, Frank van den Bosch, Andrew Wetzel, Massimo Ricotti, Phil Hopkins, Justin Read, and the anonymous referee for valuable comments that have improved the manuscript. We also thank Aaron Dutton for providing the NIHAO data. Support for SGK was provided by NASA through Einstein Postdoctoral Fellowship grant number PF5-160136 awarded by the Chandra X-ray Center, which is operated by the Smithsonian Astrophysical Observatory for NASA under contract NAS8-03060. MBK acknowledges support from the National Science Foundation (grant AST-1517226) and from NASA through HST theory grants (programmes AR-12836 and AR-13888) awarded by the Space Telescope Science Institute (STScI), which is operated by the Association of Universities for Research in Astronomy (AURA), Inc., under NASA contract NAS5-26555. We also acknowledge the support of the Greenplanet cluster at UCI, where much of the analysis was performed. This work also made use of matplotlib (Hunter 2007 ), astropy (Astropy Collaboration et al. 2013 ), numpy (van der Walt, Colbert Varoquaux 2011 ), scipy (Jones et al. 01 ), and ipython (Perez Granger 2007 ). This research has made use of NASA's Astrophysics Data System.