Why do trains in the US take so long?

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I live in Princeton Junction and I am surprised how many high speed trains go by at high speed. They do not stop here, I assume they are Acela trains traveling from DC to Boston. During weekends when I take the train to NY or when I go hiking in a park I see then every 10-15 min. I didn’t expect to see so many.