How is Easter celebrated in America?

In my country, everyone celebrates Easter, even non-christians, as it is more of a cultural holiday than a religious one. We usually gather with our relatives for lunch and eat chocolates.

Is it the same in America? Does everyone celebrate it or only christians? Do Americans eat chocolate on Sunday too?