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tokens: ACKNOWLEDGEMENTS MRL is supported by a COFUND/Durham Junior Research Fellowship under EU grant 609412 and also by a Grant of Excellence from the Icelandic Research Fund (grant number 173929051). This work was carried out on the Dutch National e-Infrastructure with the support of SURF Cooperative. We would also like to thank Dr. Benjamin Oppenheimer for contributing his simulations of cold dark matter, without which we would not have been able to complete this project. DH is supported by the D-ITP consortium, a program of the Netherlands Organization for Scientific Research (NWO) that is funded by the Dutch Ministry of Education, Culture and Science (OCW). This work is supported by the Swiss National Science Foundation (SNSF). This project has received funding form the European Research Council (ERC) under the European Union's Horizon 2020 research and innovation program (COSMICLENS: grant agreement No. 787886