Hi Rich.
The first alternative is currently not possible.
If you call "fit" multiple times, the previous models will be forgotten.
Only estimators with "partial_fit" methods (only SGDClassifier at the 
moment afaik)
allow online  fitting.

That being said, it would be quite easy to implement partial_fit for the 
Naive Bayes
classifiers and I think that would be a good thing to have.

If you want, we can give you some tips on how to do that if you want to take
matters into your own hand.
As we have pretty strict policies wrt documentation and testing this is
not totally trivial if you want to get it merged.

Best,
Andy

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