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Ran a profile with cPython and found that the most time spent was on thread joining, implicit dynamic called, system calls, and hamming. Thread joining is non blocking so it doesn't matter. Implicit dynamic calls are probably from library calls and would require lots of effort to track down. System calls, os.system, fight again ghosting so they should not be removed. And hamming needs to be calculated each time because the window can dynamically change size.