Generic python cannot use all cores efficiently when using threads
because of the Global Interpreter Lock [1]. This is why people use
multiprocessing instead of threading.

multiprocessing can be quite complex to use properly though. I would
advise you to use the joblib wrapper instead. Please see the
documentation here:

https://pythonhosted.org/joblib/parallel.html

That will require you to reorganize your code a bit though.

[1] http://en.wikipedia.org/wiki/Global_Interpreter_Lock

-- 
Olivier

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