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Cyclistic Bikes, a bike share company in Chicago, aims to convert more of its casual members into annual members. A new marketing campaign has been approved, but first an understanding of how these member groups differ is required. Differences in member ride duration, seasonality and location are observed and reported to the Head of Marketing.