Transforming how people travel within cities, ride-apps are rapidly becoming the foundation of future metropolitan transit. Such platforms offer the convenient and streamlined alternative to legacy taxi services, permitting users to book transport with simply some taps on their smartphone. Moreover, they often provide real-time location and obvious