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    Thanks, Glen. I've been profiling all along.. use iPython Notebook to even work stuff first before putting into the overall application. Perhaps my issue here is Pandas... attempting to use it in an setup like this. For example, cProfile's output has lots of Pandas related tasks. While none are "large" - they add up quickly. Commented Feb 7, 2014 at 16:31