When anchoring how much anchoring line should be let out based on the depth of the water?

The general consensus is 4 to 8 times the maximum expected depth, depending on the weather. In really deep water the scope (length of line or chain) will be less though because the ship probably doesn't have more than 150 fathoms of chain.