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What is the standard deviation of the fo...

What is the standard deviation of the following data ?
`{:("Measurement",0-10,10-20,20-30,30-40),("Frequency",1,3,4,2):}` (a) 81 (b) 7.6 (c) 9 (d) 2.26

A

81

B

7.6

C

9

D

2.26

Text Solution

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The correct Answer is:
To find the standard deviation of the given data, we will follow these steps: ### Step 1: Create a Frequency Table We have the following data: | Measurement (Interval) | Frequency (f) | |------------------------|---------------| | 0 - 10 | 1 | | 10 - 20 | 3 | | 20 - 30 | 4 | | 30 - 40 | 2 | ### Step 2: Calculate the Midpoint (y_i) for Each Interval The midpoint for each interval is calculated as follows: - For 0 - 10: \( y_1 = \frac{0 + 10}{2} = 5 \) - For 10 - 20: \( y_2 = \frac{10 + 20}{2} = 15 \) - For 20 - 30: \( y_3 = \frac{20 + 30}{2} = 25 \) - For 30 - 40: \( y_4 = \frac{30 + 40}{2} = 35 \) ### Step 3: Calculate \( u_i \) We will choose a value for \( A \) (the assumed mean) as the midpoint of the third interval, which is 25. The formula for \( u_i \) is: \[ u_i = \frac{y_i - A}{h} \] where \( h \) is the width of the interval (10). Calculating \( u_i \): - \( u_1 = \frac{5 - 25}{10} = -2 \) - \( u_2 = \frac{15 - 25}{10} = -1 \) - \( u_3 = \frac{25 - 25}{10} = 0 \) - \( u_4 = \frac{35 - 25}{10} = 1 \) ### Step 4: Calculate \( f_i u_i \) and \( f_i u_i^2 \) Now we will calculate \( f_i u_i \) and \( f_i u_i^2 \): | Frequency (f) | Midpoint (y_i) | \( u_i \) | \( f_i u_i \) | \( u_i^2 \) | \( f_i u_i^2 \) | |---------------|----------------|-----------|----------------|--------------|------------------| | 1 | 5 | -2 | -2 | 4 | 4 | | 3 | 15 | -1 | -3 | 1 | 3 | | 4 | 25 | 0 | 0 | 0 | 0 | | 2 | 35 | 1 | 2 | 1 | 2 | ### Step 5: Calculate Summations Now, we will calculate the necessary summations: - \( \sum f_i = 1 + 3 + 4 + 2 = 10 \) - \( \sum f_i u_i = -2 - 3 + 0 + 2 = -3 \) - \( \sum f_i u_i^2 = 4 + 3 + 0 + 2 = 9 \) ### Step 6: Calculate the Standard Deviation The formula for the standard deviation \( \sigma \) is: \[ \sigma = h \sqrt{\frac{\sum f_i u_i^2}{n} - \left(\frac{\sum f_i u_i}{n}\right)^2} \] Substituting the values we have: - \( n = \sum f_i = 10 \) - \( h = 10 \) Now substituting these into the formula: \[ \sigma = 10 \sqrt{\frac{9}{10} - \left(\frac{-3}{10}\right)^2} \] Calculating the terms: \[ \sigma = 10 \sqrt{\frac{9}{10} - \frac{9}{100}} \] Finding a common denominator: \[ \sigma = 10 \sqrt{\frac{90}{100} - \frac{9}{100}} = 10 \sqrt{\frac{81}{100}} = 10 \cdot \frac{9}{10} = 9 \] Thus, the standard deviation of the data is: \[ \boxed{9} \]

To find the standard deviation of the given data, we will follow these steps: ### Step 1: Create a Frequency Table We have the following data: | Measurement (Interval) | Frequency (f) | |------------------------|---------------| | 0 - 10 | 1 | ...
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