Continuing with the natural gas data, we define our population as all Henry Hub daily prices since Jan 1, 2010. The formula for population variance is

When using the “var” R function to calculate population variance we have to correct by multiplying by (n-1)/n. This is because the “var” function calculates sample variance.

The standard deviation is just the square root of the variance.