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tokens: ACKNOWLEDGEMENTS We thank an anonymous referee for providing a thorough and insightful report, which greatly improved the quality of this manuscript. AD thanks Azi Fattahi for help with simulation data, and Russell Smith for useful discussions regarding stellar population models. We thank the Auriga team for allowing us to use their data in Fig. 12 . AD is supported by a Royal Society University Research Fellowship. AD also acknowledges the support from the STFC grant ST/P000541/1. JLS acknowledge the support of the Leverhulme and Newton Trusts. This work has made use of data from the European Space Agency (ESA) mission Gaia ( https://www.cosmos.esa.int/gaia ), processed by the Gaia Data Processing and Analysis Consortium (DPAC, https://www.cosmos.esa.int/web/gaia/dpac/consortium ). Funding for the DPAC has been provided by national institutions, in particular the institutions participating in the Gaia Multilateral Agreement. We acknowledge the Gaia Project Scientist Support Team and the DPAC. This work used the DiRAC Data Centric system at Durham University, operated by ICC on behalf of the STFC DiRAC HPC Facility ( www.dirac.ac.uk ). This equipment was funded by BIS National E-infrastructure capital grant ST/K00042X/1, STFC capital grant ST/H008519/1, STFC DiRAC Operations grant ST/K003267/1, and Durham University. DiRAC is part of the National E-Infrastructure. AD thanks the staff at the Durham University Day Nursery who play a key role in enabling research like this to happen.