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I have my desktop email client which is teaching a filter about junk emails, and I am also using the same filter in another machine.

I want then to take the learnings of both filters and merge them into a big one.

A server based filter might do the work, but I am looking for a client-side solution.

How do I get one spam filter to merge with another so both can know about each other's rules to processing junk mail?

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Spambayes will let you copy its database to other machines and according to this forum post you can merge databases with a provided script.

http://spambayes.sourceforge.net/faq.html#can-i-share-move-my-training-data-from-one-computer-to-another

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Excellent solution. Thank you very much. –  George Aug 18 '11 at 2:23

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