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tokens: ACKNOWLEDGEMENTS The authors are grateful to Joop Schaye and the anonymous referee for helpful comments and suggestions. Furthermore, we would like to thank Volker Springel for providing the particle data of snapshot 54 of the MXXL simulation. JS thanks Daniele Sorini for helpful discussions and acknowledges financial support from the Heidelberg Graduate School of Fundamental Physics (HGSFP). CMB acknowledges receipt of a Leverhulme Trust Research Fellowship. This work was supported by the Science and Technology Facilities Council [ST/L00075X/1]. We used the DiRAC Data Centric system at Durham University, operated by the Institute for Computational Cosmology 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 grants ST/H008519/1 and ST/K00087X/1, STFC DiRAC Operations grant ST/K003267/1, and Durham University. DiRAC is part of the National E-Infrastructure.