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Whatever you do, really don't congratulate oneself way too a lot, or berate oneself possibly. And so you do, and in the beginning it functions. And surprisingly enough, the superior your spam filters get, the more unsafe wrong positives develop into, mainly because when the filters are definitely fantastic, customers will be much more probable to ignore almost everything they capture. They obviously believe that silent observation of info will cause the idea to be developed by alone, and that innovative imagining shall be reduced to a minimum amount (cf. I imagine it was mainly because I obtained addicted to hoping to establish spam attributes myself, as if I were taking part in some variety of aggressive match with the spammers. I start out with one corpus of spam and one particular of nonspam mail. I scan the total textual content, together with headers and embedded html and javascript, of every information in every single corpus. I rely the number of situations just about every token (disregarding circumstance, at present) takes place in every corpus.

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