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Great article. I am looking forward to using Julia once the data-munging (and vectorization) packages start catching up to things like Pandas and numpy.

Did you have any experiences with vectorized Julia being slower than the "loopy" Julia version? I have heard a few tales of this happening that have put me off of converting from Python...