Open-Source Spatiotemporal Traffic Congestion Analysis at City Scale: A Reproducible Python Pipeline Combining PySAL, OSMnx, and Multilevel Modeling

Hadi, Firman; Abdullah, Fauzan; Wahyuddin, Yasser; Sabri, L.M.

doi:10.5194/isprs-archives-L-4-W1-2026-49-2026

Articles | Volume L-4/W1-2026

https://doi.org/10.5194/isprs-archives-L-4-W1-2026-49-2026

© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.

https://doi.org/10.5194/isprs-archives-L-4-W1-2026-49-2026

© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.

Articles | Volume L-4/W1-2026

29 Aug 2026

| 29 Aug 2026

Open-Source Spatiotemporal Traffic Congestion Analysis at City Scale: A Reproducible Python Pipeline Combining PySAL, OSMnx, and Multilevel Modeling

Firman Hadi, Fauzan Abdullah, Yasser Wahyuddin, and L.M. Sabri

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