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    "I have also tried vectorizing this but keep getting an error about 'cannot serialize float' or something like that." is what you should fix, so that you could df['px'] = func(alpha, beta, df['time'], df['vol']). Commented May 1, 2017 at 14:20
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    Could you include a minimal example so that we can reproduce the "cannot serialize float" problem? That will likely also impact any solution using numba or cython because these require correct types for best execution speed. Commented May 1, 2017 at 17:04
  • Yes sure will do, will not be for a few hours though. Thanks! Commented May 1, 2017 at 17:27