Is it possible to be pregnant and not know?

Yesenia
I recently take some pregnancy tests and they all have came out negative and later one I would get my period. But recently everyone has been saying that I look pregnant because my tummy has grown. Can you be pregnant and still have your period or am I just over thinking it because of their comments ?