{"url":"/dataset/traffic-demand-in-nyc-and-chi","name":"Traffic demand in NYC and CHI","full_name":null,"description_markdown":"This dataset includes four real-world sub-datasets about traffic demand. Each dataset spans 16 months, from January to April of the next year.\r\n\r\n- **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.\r\n\r\n- **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.\r\n\r\n- **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.\r\n\r\n- **CHItaxi**: This dataset contains hourly taxi pick-up and drop-off values of census regions in Chicago from January 2016 to April 2017.","description_withheld":null,"homepage":"https://github.com/xiannanhuang/CONTINA/tree/main/data","introduced_date":"2025-04-17","introduced_date_note":null,"introduced_by":{"paper":"/paper/contina-confidence-interval-for-traffic","title":"CONTINA: Confidence Interval for Traffic Demand Prediction with Coverage Guarantee","first_author":"Chao Yang","url":null},"license":null,"modalities":[],"tasks":[{"name":"confidence interval for traffic prediction","url":"/task/confidence-interval-for-traffic-prediction","datasets_with_task":"/datasets/task/confidence-interval-for-traffic-prediction"}],"languages":[],"variants":["Traffic demand in NYC and CHI"],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}