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Whatever you do, never congratulate by yourself far too a lot, or berate by yourself possibly. And so you do, and in the commencing it functions. And strangely enough, the greater your spam filters get, the more unsafe bogus positives turn into, because when the filters are actually great, people will be extra likely to ignore almost everything they capture. They of course think that silent observation of information will result in the principle to be established by itself, and that inventive imagining shall be diminished to a least (cf. I think it was simply because I acquired addicted to attempting to detect spam capabilities myself, as if I were being actively playing some kind of competitive match with the spammers. I commence with one particular corpus of spam and just one of nonspam mail. I scan the total text, which includes headers and embedded html and javascript, of each and every message in every corpus. I rely the range of periods just about every token (ignoring circumstance, presently) happens in every corpus.