threshold=np.nan doesn't work in most recent numpy versions

[Haksell]

Replaced with sys.maxsize. Also, used a context manager to not mess up the rest of the notebook when people copy the solution.

[rougier]

You're right, thanks (it's even indicated in the docuemntation). Can you also regenerate the different files?