The correct option is A mean
if S denote the root mean square deviation from same number a, i.e.,
S=1Nn∑i=1fi(xi−a)2 and σ is the S.D.
then S2=σ2+d2 where d=¯¯¯¯¯X−a
Clearly, S is least when d=0¯¯¯x=a
Thus, root mean square deviation is least when deviation are taken from ¯¯¯x