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tokens: JS acknowledges support from the Alexander von Humboldt Foundation. We thank the referee, Stacy McGaugh, for his comments, which helped to improve the manuscript substantially. We acknowledge the Virgo Consortium for making their simulation data available. The eagle simulations were performed using the DiRAC-2 facility at Durham, managed by the ICC, and the PRACE facility Curie based in France at TGCC, CEA, Bruyères-le-Châtel. We thank Dennis Zaritsky for providing us with BTFR values.