You will be absolutely fine, you have got this, just try to relax and enjoy yourself, she is not going to bite ....well, not on the first date I hope he he he ....
You are already friends, you enjoy her company and she enjoys yours, so this is just an extension of that. Be a gentleman ( and I know you are) and you won't go wrong.
