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tokens: We thank Astro Hack Week for providing the venue that started this project and the Lorentz Center workshop “The X-ray Spectral-Timing Revolution” (2016 February) that started the collaboration, as well as the Google Summer of Code Program for funding five coauthors (O.M., U.M.K., H.M., H.R., S.S.) who implemented a large fraction of the various library components over three summers. We thank Jim Davenport for providing help with the Kepler data. We are grateful to Matteo Guanazzi and Erik Kuulkers for their advice and suggestions for implementing DAVE, as well as the anonymous referee and the AAS statistics editor for their helpful comments on the manuscript. D.H. acknowledges support from the DIRAC Institute in the Department of Astronomy at the University of Washington. The DIRAC Institute is supported through generous gifts from the Charles and Lisa Simonyi Fund for Arts and Sciences and the Washington Research Foundation. M.B. is supported in part by the Italian Space Agency through agreement ASI-INAF n.2017-12-H.0 and ASI-INFN agreement n.2017-13-H.0. A.L.S. is supported by an NSF Astronomy and Astrophysics Postdoctoral Fellowship under award AST-1801792. E.M.R. acknowledges support from Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq—Brazil).