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tokens: We thank Borja Anguiano (Macquarie), Jonathan Bird (Vanderbilt), Sven Buder (MPIA), Sofia Randich (INAF), and Kevin Schlaufman (Carnegie Observatories). Software: The Cannon (Casey et al. 2016b ), Astropy (Astropy Collaboration et al. 2013 ), TOPCAT (Taylor 2005 ). This research made use of NASA’s Astrophysics Data System Bibliographic Services. This work was partly supported by the European Union FP7 programme through ERC grant number 320360. A.R.C. thanks King’s College of the University of Cambridge for their support. Funding for K.H. has been provided through the Simons Foundation Society of Fellows and the Marshall Scholarship. Funding for RAVE has been provided by the Australian Astronomical Observatory; the Leibniz-Institut fuer Astrophysik Potsdam (AIP); the Australian National University; the Australian Research Council; the French National Research Agency; the German Research Foundation (SPP 1177 and SFB 881); the European Research Council (ERC-StG 240271 Galactica); the Istituto Nazionale di Astrofisica at Padova; The Johns Hopkins University; the National Science Foundation of the USA (AST-0908326); the W. M. Keck foundation; the Macquarie University; the Netherlands Research School for Astronomy; the Natural Sciences and Engineering Research Council of Canada; the Slovenian Research Agency (research core funding No. P1-0188); the Swiss National Science Foundation; the Science Technology Facilities Council of the UK; Opticon; Strasbourg Observatory; and the Universities of Groningen, Heidelberg and Sydney. The RAVE web site is https://www.rave-survey.org .