Mark Dickinson <dicki...@gmail.com> added the comment:

It's also worth taking a look at the documentation: 
https://docs.scipy.org/doc/numpy-1.15.0/reference/generated/numpy.arange.html

See particularly the "Result" section, where it says:

> Because of floating point overflow, this rule may result in the last > 
> element of out being greater than stop.

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<https://bugs.python.org/issue35187>
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