Mixture Model for Andromeda Globular Clusters
(c) 2019 Brendon J. Brewer and Geraint F. Lewis.
This is free software released under the terms of the MIT license. It was used to do the model comparison and parameter estimation calculations for the following paper (Nature, 2019, accepted):
Two major accretion epochs in M31 from two distinct populations of globular clusters
Dougal Mackey, Geraint F. Lewis, Brendon J. Brewer, Annette M. N. Ferguson, Jovan Veljanoski, Avon P. Huxor, Michelle L. M. Collins, Patrick Côté, Rodrigo A. Ibata, Mike J. Irwin, Nicolas Martin, Alan W. McConnachie, Jorge Peñarrubia, Nial Tanvir, Zhen Wan
Instructions to Reproduce Results in the Paper
git clone --recursive https://github.com/eggplantbren/AndromedaMixture cd AndromedaMixture make
Install the DNest4 Python package (unless you already have it), like this (Mac users, see the DNest4 manual for something extra you need to do):
cd DNest4/python python setup.py install
Now go back to the directory containing the binary, and run DNest4 with ten threads and a random number seed of 1 (this will run model V2, the favoured model):
cd ../.. ./main -t 10 -s 1
Once that's finished (it produces 100,000 saved particles), run the postprocessing script:
This will produce three DNest4 plots and output the marginal likelihood to the screen
and posterior samples to
posterior_sample.txt (one parameter per column, see the header
line for the meaning of each column).
After closing those plots, it will produce the corner plot and save it to corner.png.
Changing the rotation model
The default rotation model is V2 from the paper. Modify lines 13 and 14 of
and re-compile by running
make to use a different rotation model. For example, to
use model S1, these lines should be modified to
constexpr RotationModel rotation_model = RotationModel::S; constexpr int num_components = 1;
To exactly reproduce the results from the paper, don't forget to use the correct random number seed from Table 3.