Favs fetches only those tweets that you marked as favorites by assigning a star to them. You can see your personal favorites by visiting the following page while beeing logged in to Twitter: https://twitter.com/#!/favorites This is were you find your favorites on the Twitter website:
This is how you favorite tweets:
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