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The standard deviation sigma of the firs...

The standard deviation `sigma` of the first N natural numbers can be obtained using which one of the following formulae?

A

A. `sigma=(N^(2)-1)/(12)`

B

B. `sigma=sqrt(N^(2)-1)/(12)`

C

C. `sigma=sqrt(N-1)/(12)`

D

D. `sigma=sqrt(N^(2)-1)/(6N)`

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The correct Answer is:
To find the standard deviation \( \sigma \) of the first \( N \) natural numbers, we can follow these steps: ### Step 1: Understand the definition of standard deviation The standard deviation \( \sigma \) is the square root of the variance \( \sigma^2 \). The variance can be calculated using the formula: \[ \sigma^2 = \frac{1}{N} \sum_{i=1}^{N} x_i^2 - \left( \frac{1}{N} \sum_{i=1}^{N} x_i \right)^2 \] ### Step 2: Identify \( x_i \) In this case, \( x_i \) represents the first \( N \) natural numbers, which are \( 1, 2, 3, \ldots, N \). ### Step 3: Calculate \( \sum_{i=1}^{N} x_i^2 \) The sum of the squares of the first \( N \) natural numbers is given by the formula: \[ \sum_{i=1}^{N} i^2 = \frac{N(N + 1)(2N + 1)}{6} \] ### Step 4: Calculate \( \sum_{i=1}^{N} x_i \) The sum of the first \( N \) natural numbers is given by the formula: \[ \sum_{i=1}^{N} i = \frac{N(N + 1)}{2} \] ### Step 5: Substitute into the variance formula Now, substituting these sums into the variance formula: \[ \sigma^2 = \frac{1}{N} \left( \frac{N(N + 1)(2N + 1)}{6} \right) - \left( \frac{1}{N} \cdot \frac{N(N + 1)}{2} \right)^2 \] ### Step 6: Simplify the variance 1. The first term simplifies to: \[ \frac{(N + 1)(2N + 1)}{6} \] 2. The second term simplifies to: \[ \left( \frac{(N + 1)}{2} \right)^2 = \frac{(N + 1)^2}{4} \] 3. Now substituting back: \[ \sigma^2 = \frac{(N + 1)(2N + 1)}{6} - \frac{(N + 1)^2}{4} \] ### Step 7: Find a common denominator The common denominator for 6 and 4 is 12. Thus, we rewrite both fractions: \[ \sigma^2 = \frac{2(N + 1)(2N + 1)}{12} - \frac{3(N + 1)^2}{12} \] ### Step 8: Combine the fractions Combine the two fractions: \[ \sigma^2 = \frac{2(N + 1)(2N + 1) - 3(N + 1)^2}{12} \] ### Step 9: Factor out \( (N + 1) \) Factoring out \( (N + 1) \): \[ \sigma^2 = \frac{(N + 1)(2(2N + 1) - 3(N + 1))}{12} \] ### Step 10: Simplify the expression Now, simplify the expression inside the parentheses: \[ 2(2N + 1) - 3(N + 1) = 4N + 2 - 3N - 3 = N - 1 \] Thus, we have: \[ \sigma^2 = \frac{(N + 1)(N - 1)}{12} \] ### Step 11: Find the standard deviation Taking the square root to find the standard deviation: \[ \sigma = \sqrt{\frac{(N + 1)(N - 1)}{12}} = \sqrt{\frac{N^2 - 1}{12}} \] ### Final Answer The standard deviation \( \sigma \) of the first \( N \) natural numbers is: \[ \sigma = \sqrt{\frac{N^2 - 1}{12}} \]
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