How do you say "please" in Japanese?

Okay. I do know a bit of Japanese, and I've figured out a few ways to say it. ください (kudasai), おねがい (onegai), and おねがいします (onegai-shimasu). Not a problem. But I have NO idea which one carries which connotation!! :O Help?
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