Acknowledgements:

The BlueTides simulation is run on the BlueWaters facility at the National Center for Supercomputing Applications. Most of the simulations in this work are carried out on the bridges cluster. Some of the simulations in this work are carried out on the Frontera supercomputing cluster. The authors also acknowledge the Pittsburgh Supercomputing Center and Texas Advanced Computing Center (TACC) at the University of Texas at Austin for providing HPC resources that have contributed to the research results reported within this paper. TDM acknowledges funding from NSF ACI-1614853, NSF AST-1616168, NASA ATP 19-ATP19-0084, 80NSSC20K0519 NASA ATP 80NSSC18K101, and NASA ATP NNX17AK56G.

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