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The framework demonstrates an investigative process composed of the following phases: (i) find suspicious tweets and individuals based on hashtag analysis, (ii) classify the user profile based on Twitter features, (iii) identify influencers in the FOAF networks of the senders and (iv) analyze these influencers’ background and history to find hints of past or current criminal activity.