$probs->{positive} should be $probability->{positive}

Also, if you have empty lines in your files then add next unless $sentence; after each chomp, and you need to remove the commas from each sentence too.

In reply to Re^5: how to use Algorithm::NaiveBayes module by tangent
in thread how to use Algorithm::NaiveBayes module by agnes

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