The output value of the sensor will depend on not just the water level but in addition the water's conductivity. The pure water is just not conductive. The water includes minerals and impurities is conductive. During the setup perform, we initialize the serial conversation at 9600 baud, set the LED https://controltechme.com/ultrasonic-level-sensor/