It is accurate to +/-15% for most engineering calculations. It is basically [[Colebrook equation]] plotted up <img src="https://upload.wikimedia.org/wikipedia/commons/thumb/d/d9/Moody_EN.svg/1920px-Moody_EN.svg.png">