Not to excuse other people's behavior but buying a decent pair of noise canceling headphones or earbuds will make putting up with it a whole lot easier. You don't even have to listen to anything, or you can put rain noises and thunderstorms. It's as much better soundscape than public transport.

Noise cancelling headphones on NYC public transit is insanity.