Officers need an incentive to police their own.
I would suggest take it from the overtime budget. If there is one thing that gets the attention of cops it is their availability to get extra pay via overtime.
Police are one of the few occupations where they are allowed to borrow money for houses and cars based upon their projected overtime earnings.