This mathematics problem involves applying core mathematical principles and formulas. Below you will find a complete step-by-step solution with detailed explanations for each step, helping you understand not just the answer but the method behind it.

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Step 1: Calculate the mean () of the numbers. The given numbers are . There are numbers.
Step 2: Calculate the sum of the squared differences from the mean, . \begin{align*} (4 - 8)^2 &= (-4)^2 = 16 \\ (6 - 8)^2 &= (-2)^2 = 4 \\ (8 - 8)^2 &= (0)^2 = 0 \\ (10 - 8)^2 &= (2)^2 = 4 \\ (12 - 8)^2 &= (4)^2 = 16 \end{align*}
Step 3: Calculate the variance (). The variance is .
Step 4: Calculate the standard deviation (). The standard deviation is the square root of the variance. The standard deviation is .
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Calculate the mean (x) of the numbers. The given numbers are 4, 6, 8, 10, 12.
This mathematics problem involves applying core mathematical principles and formulas. Below you will find a complete step-by-step solution with detailed explanations for each step, helping you understand not just the answer but the method behind it.