Hm, interesting observation... I suppose the issue in my case is that the 
code as it is takes about 3-4 days to complete, so running it on 1 instead 
of 15 cores means I'm unlikely to ever get my PhD!
I will at least try to run a shorter version that might be solvable in a 
day or two without parallel.

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