Public transit and ride-sharing services have transformed urban mobility, reflecting significant advancements in transportation. As cities grapple with congestion and sustainability issues, understanding these systems becomes essential for both residents and policymakers. The interplay between public transit and ride-sharing platforms presents opportunities to enhance connectivity and reduce reliance on personal vehicles. This article will examine…