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 both drivers and passengers. While these platforms have revolutionized the way we travel and provided convenience, they have also unintentionally created potential for offenders. This article seeks