Got it working now. Thanks for the link.
After investigating, I haven't seen the referrer string that has "facebook.com" or "fb", unfortunately. Doing some research on the Gaph Api, it looks like I would be unable to look up the contacts by the email or phone number to see if it matches with the contacts on the phone it seems.
Thanks for helping me out, Paul.