Wallflower means a person who doesn't join a dance or a conversation. Just like a wall.
Charlie was one of this kinda person until met Sam and Patrick. His life totally turned to different he's ever had.
High school life is just three years. To spend that days just counting the days is such a waste of time. Because that time is one of significant and wonderful moments in life.