I have to say I think a jupyter notebook format is a 10x improvement in productivity over ipython. It's just so much easier to work with - and a step more repro

I have to say I think a jupyter notebook format is a 10x improvement in productivity over ipython. It's just so much easier to work with - and a step more reproducible too, my scribbles are all there saved in the notebook, at least!