Source: Crowdflower. http://www.crowdflower.com/open-data-library Contributors evaluated tweets about multiple brands and products. The crowd was asked if the tweet expressed positive, negative or no emotion towards a brand and/or product. If some emotion was expressed they were also asked to say which brand or product was the target of that emotion.