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I found that the Python profiler will do the job: http://docs.python.org/library/profile.html

It would be cool if there was an easy way to get the notebook to display some kind of data visualization based on the statistics from the python profiler, like the way one can see lines highlighted and colored in the notebook when working with Cython code.