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Statement-1 :Variance of first n natural...

Statement-1 :Variance of first n natural number is `(n^2-1)/12`.
Statement-2 : S.D. of first n natural number is `sqrt((n^2-1)/12)`

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To solve the problem, we need to verify the two statements regarding the variance and standard deviation of the first n natural numbers. ### Step 1: Understanding Variance The variance \( \sigma^2 \) of a set of numbers is calculated using the formula: \[ \sigma^2 = \frac{\sum_{i=1}^{n} x_i^2}{n} - \left(\frac{\sum_{i=1}^{n} x_i}{n}\right)^2 \] where \( x_i \) are the numbers in the set. ### Step 2: Calculate the Sum of the First n Natural Numbers The first n natural numbers are \( 1, 2, 3, \ldots, n \). The sum of the first n natural numbers is given by: \[ \sum_{i=1}^{n} x_i = \frac{n(n+1)}{2} \] ### Step 3: Calculate the Sum of the Squares of the First n Natural Numbers The sum of the squares of the first n natural numbers is given by: \[ \sum_{i=1}^{n} x_i^2 = \frac{n(n+1)(2n+1)}{6} \] ### Step 4: Substitute into the Variance Formula Now, substituting these sums into the variance formula: \[ \sigma^2 = \frac{\frac{n(n+1)(2n+1)}{6}}{n} - \left(\frac{\frac{n(n+1)}{2}}{n}\right)^2 \] This simplifies to: \[ \sigma^2 = \frac{(n+1)(2n+1)}{6} - \left(\frac{(n+1)}{2}\right)^2 \] ### Step 5: Simplifying the Variance Expression Now we simplify: 1. The first term is \( \frac{(n+1)(2n+1)}{6} \). 2. The second term is \( \frac{(n+1)^2}{4} \). To combine these, we need a common denominator: \[ \sigma^2 = \frac{(n+1)(2n+1)}{6} - \frac{3(n+1)^2}{12} \] \[ = \frac{2(n+1)(2n+1) - 3(n+1)^2}{12} \] Factoring out \( (n+1) \): \[ = \frac{(n+1)(2(2n+1) - 3(n+1))}{12} \] Expanding the terms: \[ = \frac{(n+1)(4n + 2 - 3n - 3)}{12} \] \[ = \frac{(n+1)(n - 1)}{12} \] Thus, we find: \[ \sigma^2 = \frac{n^2 - 1}{12} \] ### Step 6: Conclusion for Statement 1 The first statement is true: the variance of the first n natural numbers is indeed \( \frac{n^2 - 1}{12} \). ### Step 7: Calculate Standard Deviation The standard deviation \( \sigma \) is the square root of the variance: \[ \sigma = \sqrt{\sigma^2} = \sqrt{\frac{n^2 - 1}{12}} \] ### Step 8: Conclusion for Statement 2 The second statement is also true: the standard deviation of the first n natural numbers is \( \sqrt{\frac{n^2 - 1}{12}} \). ### Final Answer Both statements are true. ---
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