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Calculate the mean and standard deviatio...

Calculate the mean and standard deviation using step deviation method for the following data :
`{:("Class marks"(x_(i)),15,30,45,60,75,90,105,120),("Frequency" (f_(i)),12,14,65,107,157,202,222,230):}`

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To calculate the mean and standard deviation using the step deviation method for the given data, we will follow these steps: ### Step 1: Organize the Data We have the following class marks (x_i) and their corresponding frequencies (f_i): | Class Marks (x_i) | Frequency (f_i) | |-------------------|-----------------| | 15 | 12 | | 30 | 14 | | 45 | 65 | | 60 | 107 | | 75 | 157 | | 90 | 202 | | 105 | 222 | | 120 | 230 | ### Step 2: Choose an Assumed Mean (A) Let's choose the assumed mean (A) as 75 (a value from the class marks). ### Step 3: Calculate Deviations (D_i) Calculate the deviations (D_i) from the assumed mean (A): \[ D_i = x_i - A \] Calculating D_i for each class mark: - For x_1 = 15: D_1 = 15 - 75 = -60 - For x_2 = 30: D_2 = 30 - 75 = -45 - For x_3 = 45: D_3 = 45 - 75 = -30 - For x_4 = 60: D_4 = 60 - 75 = -15 - For x_5 = 75: D_5 = 75 - 75 = 0 - For x_6 = 90: D_6 = 90 - 75 = 15 - For x_7 = 105: D_7 = 105 - 75 = 30 - For x_8 = 120: D_8 = 120 - 75 = 45 ### Step 4: Calculate Step Deviations (u_i) The class size (h) is the difference between two consecutive class marks. Here, h = 15. Calculate step deviations (u_i): \[ u_i = \frac{D_i}{h} \] Calculating u_i: - u_1 = -60 / 15 = -4 - u_2 = -45 / 15 = -3 - u_3 = -30 / 15 = -2 - u_4 = -15 / 15 = -1 - u_5 = 0 / 15 = 0 - u_6 = 15 / 15 = 1 - u_7 = 30 / 15 = 2 - u_8 = 45 / 15 = 3 ### Step 5: Calculate f_i * u_i Now, we will calculate the product of frequency and step deviation (f_i * u_i): | Class Marks (x_i) | Frequency (f_i) | u_i | f_i * u_i | |-------------------|-----------------|------|-----------| | 15 | 12 | -4 | -48 | | 30 | 14 | -3 | -42 | | 45 | 65 | -2 | -130 | | 60 | 107 | -1 | -107 | | 75 | 157 | 0 | 0 | | 90 | 202 | 1 | 202 | | 105 | 222 | 2 | 444 | | 120 | 230 | 3 | 690 | ### Step 6: Calculate Summations Now, we will calculate the required summations: \[ \Sigma f_i = 12 + 14 + 65 + 107 + 157 + 202 + 222 + 230 = 1025 \] \[ \Sigma f_i u_i = -48 - 42 - 130 - 107 + 0 + 202 + 444 + 690 = 1009 \] ### Step 7: Calculate Mean (x̄) Using the formula for mean: \[ \bar{x} = A + \frac{\Sigma f_i u_i}{\Sigma f_i} \cdot h \] Substituting the values: \[ \bar{x} = 75 + \frac{1009}{1025} \cdot 15 \] Calculating: \[ \bar{x} = 75 + 14.77 \approx 89.77 \] ### Step 8: Calculate Variance and Standard Deviation Now, we need to calculate \(f_i u_i^2\): | u_i | f_i * u_i^2 | |------|--------------| | -4 | 192 | | -3 | 126 | | -2 | 260 | | -1 | 107 | | 0 | 0 | | 1 | 202 | | 2 | 888 | | 3 | 2070 | Calculating \(\Sigma f_i u_i^2\): \[ \Sigma f_i u_i^2 = 192 + 126 + 260 + 107 + 0 + 202 + 888 + 2070 = 2885 \] Using the formula for variance: \[ \sigma^2 = \frac{\Sigma f_i u_i^2}{\Sigma f_i} - \left(\frac{\Sigma f_i u_i}{\Sigma f_i}\right)^2 \cdot h^2 \] Substituting the values: \[ \sigma^2 = \frac{2885}{1025} - \left(\frac{1009}{1025}\right)^2 \cdot 15^2 \] Calculating: \[ \sigma^2 = 2.81 - (0.983)^2 \cdot 225 \approx 2.81 - 216.09 \approx 25.25 \] Taking the square root to find the standard deviation: \[ \sigma \approx \sqrt{25.25} \approx 5.02 \] ### Final Results - Mean (x̄) ≈ 89.77 - Standard Deviation (σ) ≈ 5.02
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