Single-use bottle water is filtered to remove fluoride and chlorine. However, filtered water usually introduces chlorine into the water, which may give it a different taste. You can use water flavors if you find the taste unbearable. Alternatively, if you are not on the move, you can leave the water in the bottle without the cap to allow the chlorine to evaporate and thus get rid of the funny taste.