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The project aims to develop a robust traffic flow forecasting system that leverages a Propagation‑Delay‑Aware Dynamic Long‑Range Transformer approach. The system will utilize the PeMS04, PeMS07, PeMS08, and NYCTaxi datasets to accurately predict traffic flow patterns in urban areas while accounting for propagation delays. Additionally, a deliverable of the project will be an interactive dashboard built with Looker Studio to visualize and present the traffic flow forecasts.