What does Singapore do differently?

Saying that Singapore is one of the best countries is one thing, but experiencing its exceptional public transportation system through visualization is truly eye-opening! 

This study examines the factors that set Singapore apart, including Accessibility,

Frequency, Stop density, Cycling, and Transit-oriented Development (TOD).

Each slide below provides a deep dive into one aspect of the system, with a holistic approach that makes it easy to understand. Using open-source data and tools like the openrouteservice.org API and Python and QGIS