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it was necessary to do some preprocessing to clean the tweet text and extract urls. The urls were all in Twitter’s shortened format of “t.co”, and thus had to be resolved. To better understand the popularity of the resolved urls, each url was given an Alexa rank from Amazon’s analysis of web