The Blue Bikes dataset was used to analyze rider behavior, with two main types of riders: Customer and Subscriber. The average trip duration for Subscribers is around 12 minutes, while Customers take about an hour. An outlier in the data showed a nearly year-long ride, which was likely due to a bike not being properly locked back into its docking station. Further analysis revealed that Bike 1053, with this unusual ride, had multiple disappearances from and re-appearances in the network, suggesting it may have been taken for an extended period without being properly secured. The bike eventually returned to normal circulation after another year of use, coming to rest at the Museum of Science.