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Python / Numpy running 15x slower than MATLAB - am I using Numpy effeciently?

Here is some code I wrote in Python / Numpy that I pretty much directly translated from MATLAB code. When I run the code in MATLAB on my machine, it takes roughly 17 seconds. When I run the code in ...