IPython has been great for me doing statistics with students' assessments. Though I only deal with several hundred students I can get pretty quick results working with IPython.

Personally I like IPython qtconsole. It is basically a terminal with all the graphics turned on. Not as feature rich as the IPython notebook but it is faster and cleaner for what I use it for.