Introduction Many people these days depend on Bayesian filters to protect them from the ever present email scourge that is spam. Unlike older technologies, these programs' claim to fame is that they learn the spam patterns automatically, and more importantly, learn personalized spam (bad) and ham (good) email patterns. Like many others, I wrote a Bayesian filter to protect me from unwanted email,