Neighbors screaming at each other constantly

At all hours of the day. As early as 7:00am and as late as 9:00pm, sometimes later. It’s a couple in their early-mid thirties who we share a wall with and they scream at each other damn near every day multiple times a day.

The man is the loudest and most aggressive, voice cracking as he screams and pounding things/knocking things over. It makes me fear for the well-being of the woman sometimes, although she screams right back at him so I think they’re both toxic as shit.

Living in Philly, i’m certain we’re not the only family who deals with this kind of issue. It just sucks hearing them all day long, and I wouldn’t be as bothered by it if not for the fact that my 6 and 12 year old have to hear it too.

I don’t really feel inclined to approach them about it given how irrationally angry they get about, well, everything. I’m just sick of it and am wondering how others may have handled similar situations.

Update: Cops were called today. Cop shows up and goes in their home, and they CONTINUED to scream at each other with the cop in there. Cop left and now they are still screaming at each other.