We started examining the dataset by plotting trip durations (in seconds) against Birth Year group, which led us to noticing that a lot of data did not have a Birth Year Group. We assumed that users had the option to give or not to give their DOB to Citibike, but did not dive in to find out what was happening due to time constraint of the project.