How does one automatically find categories for text based on content?
I would encourage you to look at the text classification libraries bundled with the Natural Language Toolkit. Even if you're not familiar with Python I think you'll find the API rather intuitive. There are many good examples in the NLTK Book and the people on the mailing list are quite helpful as well.
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