We have investigated the level fluctuations of a two-dimensional quantum do
t reflected in the addition energy spectrum. The level degeneracy consisten
t with the rotational symmetry of the confining potential determines the st
ructure of the energy shells. In the limit that the energy level spacings a
re significant compared to the electron-electron interaction energy, we fin
d that the addition energy spectrum clearly displays the atomic magic numbe
rs. Even in the opposite limit a closed shell state of a dot can give rise
to large level fluctuations. When a strong magnetic field is present these
fluctuations are significantly reduced.