You shouldn't hide your relationship with a girl from others. Do not hide her as if you are ashamed of her. Show her to everyone with pride.
And for depression, only a licensed psychiatrist can diagonose you, and they can only do that in person. We do not have the ability to diagnose people with mental illnesses on the Akiba-Online message board, even if we had the qualifications.