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tokens: Acknowledgements We thank Andrei Mesinger for making 21cmfast publicly available and an anonymous referee for helpful comments and suggestions that improved this paper. This research was supported by National Science Foundation (NSF) grants AST-1333360 and AST-1614333, NASA grant NNX17AG23G, and Hubble theory grants HST-AR-13895 and HST-AR-14326.