It’s culture, but not the modern stuff (harshness of penalties, reducing recidivism, etc.). By 1800, almost all of Western Europe had a homicide rate under 2 per 100k. At that time they had no welfare states, and punishments were harsh. France, the Netherlands, and England all punished many property crimes with death at that time.