The traffic dataset of New York City is a commonly used dataset in traffic prediction problems, mainly including taxi traffic data and bicycle traffic data.

• NYC Taxi: https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page
• NYC Bike: https://www.citibikenyc.com/system-data

Many papers in the field of traffic prediction (especially in the field of traffic flow prediction) use part of these two large-scale datasets.

Here I collected 8 relevant datasets of 4 papers, all of which are grid-based datasets. If you use these datasets, please cite the original paper.

• TaxiBJ (Range 20130601-20131030 / 20140301-20140630 / 20150301-20150630 / 20151101-20160410, Map size 32x32)
• NYCBike (Range 20140401-20140930, Map size 16x8)

• NYCTaxi (Range 20140101-20141231, Map size 15x5)

• NYCTaxi (Range 20150101-20150301, Map size 10x20)
• NYCBike (Range 20160701-20160829, Map size 10x20)

• T-Drive (Range 20150201-20160602, Map size 32x32)

• NYCTaxi (Range 20160101-20160229, Map size 16x12)
• NYCBike (Range 20160801-20160929, Map size 14x8)

Please visit this link to download the dataset you need, the verification code is 1231.