Does density of water depend on the amount of water present?

No, the denisty of any substance/liquid is always constant, no matter what the volume or mass is. Once the mass g / volume mL is taken into consideration, the effect of the ammount of liquid given is canceled out. Thus, no matter what your sample is, the density of water will always be 1 g/mL