As the popularity of ride-hailing services like Lyft continues to soar, so does the need to confront the alarming issue of assault and violence faced by drivers and passengers alike. While these platforms have transformed transportation and provided ease, they have also unintentionally created opportunities for criminals. This article aims to bring