Thanks for the details. So if I understand correctly you can only see
the problem on a pipeline that is loaded from a joblib pickle on the
harddrive?

If so you should be able to reproduce the issue with the 20 newsgroups dataset.

Could you please try to push a self-hosting script that uses the 20
newsgroups dataset on http://gist.github.com and then open a new issue
on https://github.com/scikit-learn/scikit-learn/issues with a pointer
to it?

I don't have much time to investigate further right now but your help
in setting up a minimalistic self-hosting reproduction case for the
issue would really help.

-- 
Olivier

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