Secret Lagoon at Fludir. It is a unique natural hot spring and the oldest swimming pool in Iceland (made in 1891). Its temperature is perfect and the water holds at 38-40 Celsius (100-104 Fahrenheit) all year around.
When done bathing, enjoy the beautiful landscape- see the natural geysirs heating the lagoon and the nearby greenhouse.