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Businesses are increasingly talking to their customers using instant messaging and social media. These conversations contain valuable insight into the underlying causes of user behaviour. However, this channel is significantly underused because of the challenges posed by analysing informal, poorly spelt, user generated text. Traditional natural language processing is based on rules and hand engineered features which makes it too inflexible. On-boarding new languages requires human expert knowledge making it also prohibitively expensive.