The given numbers form an arithmetic progression (AP) with the first term \( a = 8 \) and common difference \( d = 21 - 8 = 13 \). The nth term of an AP is given by:
\[
T_n = a + (n-1) \cdot d.
\]
We are given the last term as 320, so we can find the number of terms \( n \) in the sequence by setting \( T_n = 320 \):
\[
320 = 8 + (n-1) \cdot 13.
\]
Solving for \( n \):
\[
320 - 8 = (n-1) \cdot 13,
\]
\[
312 = (n-1) \cdot 13,
\]
\[
n-1 = \frac{312}{13} = 24,
\]
\[
n = 25.
\]
So, there are 25 terms in the sequence.
Next, we calculate the mean \( \mu \) of the numbers:
\[
\mu = \frac{\text{Sum of terms}}{n}.
\]
The sum of the terms of an AP is given by:
\[
S_n = \frac{n}{2} \cdot (a + T_n).
\]
Substitute the known values:
\[
S_{25} = \frac{25}{2} \cdot (8 + 320) = \frac{25}{2} \cdot 328 = 4100.
\]
Thus, the mean is:
\[
\mu = \frac{4100}{25} = 164.
\]
Now, to find the variance, we use the formula for the variance of an AP:
\[
\text{Variance} = \frac{n}{12} \cdot d^2.
\]
Substitute \( n = 25 \) and \( d = 13 \):
\[
\text{Variance} = \frac{25}{12} \cdot 13^2 = \frac{25}{12} \cdot 169 = 352.08.
\]
Thus, the variance of the numbers is approximately \( \boxed{352.08} \).