Yes bottled water can usually be packed in your checked luggage and they must be full bottles of water.
Also you must place the bottled water inside Ziploc bags and seal them so that the bottled water cannot break open and leak inside your luggage or anywhere else on the plane.
You can take a full bottle of water through airport security as long as the bottle of water is frozen fully before going through the airport security and before boarding the airplane.