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A simple of 25 variates has mean 40 and ...

A simple of 25 variates has mean 40 and standard deviation 5 and a second sample of 35 variates has mean 45 and the standard deviation 2. Find the mean and standard deviation of the two samples of variates , taken together.

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To find the combined mean and standard deviation of two samples, we can follow these steps: ### Step 1: Calculate the Combined Mean Given: - Sample A: - Number of variates (n1) = 25 - Mean (x̄1) = 40 - Sample B: - Number of variates (n2) = 35 - Mean (x̄2) = 45 The formula for the combined mean (x̄) is: \[ \bar{x} = \frac{(x̄_1 \cdot n_1) + (x̄_2 \cdot n_2)}{n_1 + n_2} \] Substituting the values: \[ \bar{x} = \frac{(40 \cdot 25) + (45 \cdot 35)}{25 + 35} \] Calculating the numerator: \[ = \frac{1000 + 1575}{60} = \frac{2575}{60} \approx 42.92 \] ### Step 2: Calculate the Combined Standard Deviation Given: - Standard deviation of Sample A (σ1) = 5 - Standard deviation of Sample B (σ2) = 2 The formula for the combined standard deviation (σ) is: \[ \sigma = \sqrt{\frac{(σ_1^2 \cdot n_1) + (σ_2^2 \cdot n_2) + (d_1^2 \cdot n_1) + (d_2^2 \cdot n_2)}{n_1 + n_2}} \] Where: - \(d_1 = |\bar{x} - x̄_1|\) - \(d_2 = |\bar{x} - x̄_2|\) Calculating \(d_1\) and \(d_2\): \[ d_1 = |42.92 - 40| = 2.92 \] \[ d_2 = |42.92 - 45| = 2.08 \] Now substituting the values into the standard deviation formula: \[ \sigma = \sqrt{\frac{(5^2 \cdot 25) + (2^2 \cdot 35) + (2.92^2 \cdot 25) + (2.08^2 \cdot 35)}{60}} \] Calculating each term: - \(5^2 \cdot 25 = 25 \cdot 25 = 625\) - \(2^2 \cdot 35 = 4 \cdot 35 = 140\) - \(2.92^2 \cdot 25 = 8.5284 \cdot 25 = 213.21\) - \(2.08^2 \cdot 35 = 4.3264 \cdot 35 = 151.65\) Now summing these values: \[ = 625 + 140 + 213.21 + 151.65 = 1130.86 \] Now substituting back into the standard deviation formula: \[ \sigma = \sqrt{\frac{1130.86}{60}} \approx \sqrt{18.84767} \approx 4.34 \] ### Final Results: - Combined Mean ≈ 42.92 - Combined Standard Deviation ≈ 4.34
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