I see Jupyter notebooks as the next step in spreadsheets with more code foundation and different media support. For me the interface doesn't work as well as I would like but I can see the potential.
My brother in law wants something like this for structural analysis reports where the code, data and report are all one thing that can be pulled out and examined.
Watching the new iPad announcement today I think this is something that would make an excellent iPad app as well.