In November 2018, a bicycle program specialist who worked in the Planning and Sustainability Division at the Washington, DC, District Department of Transportation, wanted to analyze Capital Bikeshare’s bike rental demand for the past two years. Capital Bikeshare was a station-based bike-sharing operator that provided an expansive, multi-jurisdictional transportation system to Washington and the surrounding area. If the bicycle program specialist could determine some significant factors that affected users’ ridership patterns, he could best design his expansion plan of adding 40 new bike-rental stations to the system. He obtained the hourly bike rental demand for October 2016–September 2018 to evaluate how sensitive the demand was to some external factors.
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