Nonsense is an English word, bullshit is a slang, meaning:
Nonsense: [n] a message that seems to convey no meaning (胡说)
Bullshit: [n] unacceptable behavior (especially ludicrously false statements); "I put up with a lot of bullshit from that jerk"; "what he said was mostly bull" (廢話, 放屁)