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Calculate the mean and standard deviatio...

Calculate the mean and standard deviation of first n natural numbers.

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To calculate the mean and standard deviation of the first n natural numbers, we will follow these steps: ### Step 1: Calculate the Mean The mean (average) of the first n natural numbers can be calculated using the formula: \[ \bar{x} = \frac{\sum_{r=1}^{n} r}{n} \] We know that the sum of the first n natural numbers is given by the formula: \[ \sum_{r=1}^{n} r = \frac{n(n + 1)}{2} \] Substituting this into the mean formula: \[ \bar{x} = \frac{\frac{n(n + 1)}{2}}{n} = \frac{n + 1}{2} \] ### Step 2: Calculate the Standard Deviation The formula for the variance (σ²) is: \[ \sigma^2 = \frac{\sum_{r=1}^{n} r^2}{n} - \bar{x}^2 \] We need to find \(\sum_{r=1}^{n} r^2\), which is given by the formula: \[ \sum_{r=1}^{n} r^2 = \frac{n(n + 1)(2n + 1)}{6} \] Now substituting this into the variance formula: \[ \sigma^2 = \frac{\frac{n(n + 1)(2n + 1)}{6}}{n} - \left(\frac{n + 1}{2}\right)^2 \] This simplifies to: \[ \sigma^2 = \frac{(n + 1)(2n + 1)}{6} - \frac{(n + 1)^2}{4} \] To combine these fractions, we need a common denominator, which is 12: \[ \sigma^2 = \frac{2(n + 1)(2n + 1)}{12} - \frac{3(n + 1)^2}{12} \] Combining the fractions: \[ \sigma^2 = \frac{2(n + 1)(2n + 1) - 3(n + 1)^2}{12} \] Factoring out \((n + 1)\): \[ \sigma^2 = \frac{(n + 1)(2(2n + 1) - 3(n + 1))}{12} \] Expanding the terms inside the parentheses: \[ 2(2n + 1) - 3(n + 1) = 4n + 2 - 3n - 3 = n - 1 \] Thus, we have: \[ \sigma^2 = \frac{(n + 1)(n - 1)}{12} \] Finally, the standard deviation (σ) is the square root of the variance: \[ \sigma = \sqrt{\frac{(n + 1)(n - 1)}{12}} = \frac{\sqrt{n^2 - 1}}{2\sqrt{3}} \] ### Final Results - Mean of the first n natural numbers: \(\bar{x} = \frac{n + 1}{2}\) - Standard deviation of the first n natural numbers: \(\sigma = \frac{\sqrt{n^2 - 1}}{2\sqrt{3}}\)
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