Step 1: Write the expression for electric energy density.
The energy density associated with the electric field is
\[
u_E=\frac{1}{2}\varepsilon_0E^2.
\]
The average electric energy density is therefore
\[
U_E=\frac{1}{2}\varepsilon_0E_{\text{rms}}^2.
\]
Step 2: Write the expression for magnetic energy density.
The energy density associated with the magnetic field is
\[
u_B=\frac{B^2}{2\mu_0}.
\]
Hence, the average magnetic energy density is
\[
U_B=\frac{B_{\text{rms}}^2}{2\mu_0}.
\]
Step 3: Use the electromagnetic wave relation.
For an electromagnetic wave,
\[
E=cB,
\]
where
\[
c=\frac{1}{\sqrt{\mu_0\varepsilon_0}}.
\]
Substituting
\[
E^2=c^2B^2
=
\frac{B^2}{\mu_0\varepsilon_0}
\]
into the expression for \(U_E\),
\[
U_E
=
\frac{1}{2}\varepsilon_0
\left(
\frac{B^2}{\mu_0\varepsilon_0}
\right).
\]
\[
U_E
=
\frac{B^2}{2\mu_0}.
\]
But
\[
U_B=\frac{B^2}{2\mu_0}.
\]
Therefore,
\[
U_E=U_B.
\]
Step 4: Physical interpretation.
In an electromagnetic wave, energy is equally shared between the electric field and magnetic field.
Hence, the electric energy density and magnetic energy density are always equal.
Step 5: Final conclusion.
Therefore,
\[
\boxed{U_E=U_B}
\]
Hence, the correct option is
\[
\boxed{(3)}
\]