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Paul Graham knew he was on to something with his seminal essay. The method that he describes comes from Bayes Theorem, which when applied to spam can be described formally as follows. The equation means that the probability that a given email message is spam is equal to the probability of finding the words contained within that email in other spams divided by the probability of finding those words in any email. P(spam|words)spam P(words|spam)P(spam) P(words)

As you can see, you simply end your tabular and document elements, write the report to a file, and pass it to pdflatex. pdflatex then creates a .pdf file, and you write the name to the screen.

Let s take a look at just a few of the Atlas controls that we ll inherit from the freshly installed framework and work through a few sample applications.

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All this basically translates to the idea that a word such as Oxycontin will show up in spam much more often than it will in your normal email (unless you re a doctor or a drug rep). So you can use the probability that words will appear in an email to determine whether it is spam or not. The one downside of the method is that it requires a corpus of spam and ham to train the probabilities. There are also certain implications as to the possible effectiveness of the method in general because it is only as good as the corpus upon which it is trained.

s If you don t want to write to a file with the same name as your input file, you can use the --job-name Tip

Our first application will take advantage of the Atlas UpdatePanel. Similar to MagicAjax.NET s AjaxPanel (http://www.magicajax.net), the UpdatePanel will allow you to encapsulate Ajax functionality for controls that are nested within its bounds, as shown in Figure 20-4.

Probabilities do not add together. If you have two events, both with a 30 percent probability that they will occur individually, the probability that they will both occur simultaneously is

switch to specify another file name. For example, adding --job-name my_report to the pdflatex command would make pdflatex write to my_report.pdf.

not 60 percent. Instead, probabilities are combined for these kinds of problems as shown in the following equation, which yields a probability of about 15.5 percent: P (ab) ab (1 a)(1 b)

This, in my opinion, will be the most popular of all Atlas controls, in that it will allow developers to add Ajax functionality to preexisting ASP .NET pages without a huge amount of additional code. To demonstrate, we ll first create a simple lookup web page and then add the Atlas capabilities after the fact.

Summary

This combination is also why the original Paul Graham article looked at only the first 15 to 20 interesting tokens. The way these probabilities combine makes the probability of a given email being spam decrease at a rapid rate. Sampling (and taking only a few samples) is an effective way to combat this problem. However, how you get the samples is an open problem, and we take the top 20 interesting tokens in our example.

eBay is a vast world marketplace with a rich set of developer APIs. In this chapter, you used eBay s REST API. You saw how you can use Ruby and Hpricot to easily perform searches on eBay s vast selection of goods and then package the results into a report generated as a PDF file by LaTeX. The next chapter s example shows how you can take data from PayPal and use MySQL and Markaby to create an HTML report detailing your spending habits.

Let s first create a new WebSite project with our brand new template, naming the site AtlasSample, as shown in Figure 20-5.

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