2014/1/3 Marco Ippolito <[email protected]>:
> since I'm a newbie to sklearn-nltk interface,
> would you be so kind in telling me how to do it?

Use the train method [1]. The docs describe what the input should look like.

[1] 
http://nltk.org/api/nltk.classify.html#nltk.classify.scikitlearn.SklearnClassifier.train

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