A part-time friend is a person who acts like they want be friends with you when you're there but could give a fuck less about you when you aren't physically there.
In other words, someone who wants to be your friend only when it's convenient for them.
Laura wants to be a friend when we're hanging out but doesn't want to be a friend when we're not. That's called being a part-time friend.