I (non-american but western country) had "large" parties way back in primary school (around 5 to 10 y.o.), because at that point everyone was just little kids and so there were no cliques or anything like that, so it would be impolite not to invite your whole class - but after that point no, it would usually be like 5 people at maximum for a bit of a chill hangout.