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Answer :
To calculate the sample standard deviation for the given noise level data, follow these steps:
**List the Data: **
- The noise levels are: 197, 141, 141, 152, 145, 187, 166, 197, 141, 141, 152, 145, 187, 166.
Calculate the Mean (Average):
First, add up all the noise levels:
[tex]197 + 141 + 141 + 152 + 145 + 187 + 166 + 197 + 141 + 141 + 152 + 145 + 187+ 166 = 2058[/tex]Then, divide the sum by the number of data points (14):
[tex]\text{Mean} = \frac{2058}{14} \approx 147.0[/tex]
Calculate Each Deviation from the Mean and Square It:
- For each data point, subtract the mean and then square the result. For example, for the first noise level 197:
[tex](197 - 147)^2 = 2500[/tex]
- For each data point, subtract the mean and then square the result. For example, for the first noise level 197:
Find the Sum of Squared Deviations:
- Repeat step 3 for each data point and sum all the squared deviations.
- Total sum of squared deviations is:
[tex](2500 + (141-147)^2 + (141-147)^2 + \ldots + (166-147)^2 ) = 7342.0[/tex]
Calculate the Variance:
- Divide the sum of squared deviations by the number of data points minus one (n-1, which is 13 in this case, because it’s a sample):
[tex]\text{Variance} = \frac{7342.0}{13} \approx 564.8[/tex]
- Divide the sum of squared deviations by the number of data points minus one (n-1, which is 13 in this case, because it’s a sample):
Calculate the Sample Standard Deviation:
- Take the square root of the variance:
[tex]\text{Sample Standard Deviation} = \sqrt{564.8} \approx 23.8[/tex]
- Take the square root of the variance:
So, the sample standard deviation for the given noise level data is approximately 23.8 decibels.
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