Surprisingly not all flowers like to be in the deep water.
Typically flowers with softer stem (or hollow stem) prefer to be in shallow water, otherwise stems may become soft and weak if fully submerged.
Following flowers we often make a mistake by putting in deep water.
And remember to keep changing fresh water everyday to prevent bacteria growth.