Every item has its own chance of dropping. Rare items are harder to find, so you might have to explore a location several times before you can find them. If the item you are looking for is on the "You Can Find" list in the location window, this means that the item will be found sooner or later.
I explored a location several times and still haven't obtained an item I need.
Last Updated: 877d