Some of the collectibles have changed from the original (aka switched to a new location), so I have made a new video for the Definitive Edition.
There are a total of 15 Energy Cells, 12 Life Cells, 33 Ability Cells, 12 Spirit Wells, and 9 Map Stones in the game. This achievement unlocks after finding all 9 Map Stone Fragments and inserting them into their respective Map Stones. If you have gotten them all, you'll unlock this in Mt Horu.
For those that wanted just the map stones: