Inspired by the comment from @NickCox I found this note on Wikipedia. We have that the n-1
term does correct for the variance
but the non-linear aspect of the square root allows for only partial correction on the standard deviation
. There is not a general way to get an unbiased estimate of the latter. https://en.wikipedia.org/wiki/Unbiased_estimation_of_standard_deviation