As the popularity of ride-hailing services like Lyft continues to soar, so does the need to tackle the disturbing issue of assault and violence faced by drivers and passengers alike. While these platforms have revolutionized transportation and provided convenience, they have also inadvertently created potential for offenders. This article aims to s