Hi, thanks for playing! I'm really glad you're enjoying it :)
Different turtles can be unlocked in different ways. Some come from treasure chests, while others require collecting certain materials or meeting specific conditions. I don't want to spoil too much, but later on you'll get something that helps guide you toward collecting them all. Hope this helps!