Knollwood Area

So I know within City  limits there is an ordinance for a leash law that states your dog has to be on a leash at all times. Especially in places like parks. Does this law apply to neighborhoods where there are no signs posted about dogs being on leashes at all times? There aren't any nuisance animals, just curious about the law in Columbia for regular size or smaller sized neighborhoods within city limits.