Most cities have barking dog ordinances. A call to city hall or the police via their business line may start the ball rolling.
File your complaint through the formal channels. Most pet owners, when faced with a notice from the city will respond even if they are rather inconsiderate as they DON'T wanna lose their dogs. You won't get immediate results, but it's legal and you become the victim rather than a harasser..
Best bet is to look into it, get your complaint ready to go, then speak to other neighbors of a friendly persuasion and see if they'll join in or file their own independent complaint. The city, police and the rude neighbors can't ignore multiple party complaints for ever.
Best of luck.
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