Traffic demand in NYC and CHI

This dataset includes four real-world sub-datasets about traffic demand. Each dataset spans 16 months, from January to April of the next year.

• NYCbike: This dataset covers shared bike usage records in New York City from January 2022 to April 2023. Each entry represents a bike pickup and drop-off event. We divided New York into 200 grids and calculated the bike pickup and drop-off quantities for each grid every hour.

• NYCtaxi: This dataset covers taxi usage data from January 2018 to April 2019 in New York City, with hourly usage for each region, including both pick-up and drop-off dimensions. The division of regions is based on the scheme provided by the official website.

• CHIbike: The dataset contains shared bike usage records in Chicago from January 2022 to April 2023. Chicago is divided into 200 grids and hourly bike pickup and drop-off quantities for each grid are collected.

• CHItaxi: This dataset contains hourly taxi pick-up and drop-off values of census regions in Chicago from January 2016 to April 2017.