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!