No - the standard error calculation takes into account the sample size.
Just plot the SE bars directly!
Added to which, the DoF iin your case is not 19, but
infinite, since the size of any one result is completely independent of any other readings - they are not linked in any way. Hence, since multiplying by infinity is rather difficult, the exercise would then be rendered futile.
Hope that helps!
