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Pandas is the data-munging Swiss Army knife of the Python world. Often you know how your data should look but it's not so obvious how to get there, so I'll present a visual approach to learning the library and data manipulation.
ipython was a big focus of Scipy: Fernando gave a keynote, Brian gave a talk, and there was a tutorial.
ipython appeals to a broad audience from beginners to advanced users. "IDLE is awful and I basically learned Python using iPython" says Jason, whose presentation will touch on the powerful features and extensibility for advanced users.