Pregunta
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16. Lised below are the numbers ot hurricanes that occurred in each year in a certan region. The data are isted in order by year, Find the range, variance, and standard devation for the given sample data. include appropits in the resuls. What important feature of the data is not revealed by any of the measures of vailation? The rarge of the sample data is \( \square \) (Round to one decimal place as needed.)

Ask by Sullivan Cummings. in the United States
Mar 10,2025

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The range of the sample data is \( x_{\max} - x_{\min} \). The sample variance is calculated by finding the average of the squared differences from the mean, and the standard deviation is the square root of the variance. An important feature not revealed by these measures is the overall shape of the distribution, such as whether the data are symmetric or skewed.

Solución

1. **Determine the Range**   The range is defined as the difference between the largest and smallest values in the sample. If we denote the smallest value by \( x_{\min} \) and the largest value by \( x_{\max} \), then \[ \text{Range} = x_{\max} - x_{\min}. \]   After identifying the minimum and maximum values from the given list, you subtract to obtain the range. (Remember to round your final answer to one decimal place if needed.) For example, if the smallest hurricane count were 0 and the largest were 9, then \[ \text{Range} = 9 - 0 = 9.0. \] 2. **Compute the Sample Variance**   First, calculate the sample mean: \[ \bar{x} = \frac{1}{n}\sum_{i=1}^{n} x_i, \]   where \( n \) is the number of years (data points) in the sample and \( x_i \) represents the hurricane count in year \( i \).   Then, the sample variance is given by \[ s^2 = \frac{1}{n-1}\sum_{i=1}^{n} (x_i - \bar{x})^2. \]   You first subtract the mean from each data value, square the result, sum all the squared differences, and finally divide by \( n-1 \). (Round the result to an appropriate number of decimal places.) 3. **Compute the Sample Standard Deviation**   The standard deviation is the square root of the variance: \[ s = \sqrt{s^2}. \]   Again, round the final answer to one decimal place as necessary. 4. **Identify an Important Feature Not Revealed by These Measures**   Although the range, variance, and standard deviation describe aspects of how spread out the data values are, none of these measures reveal the overall shape of the distribution. In particular, they do not inform you if the data are symmetric, skewed, or if there is more than one cluster (bimodality) in the data. This feature, the distribution shape, is critical for understanding the nature of the data beyond its spread. 5. **Final Answers Format**   - The range of the sample data is: \( x_{\max} - x_{\min} \) (for example, \( 9.0 \), if \( x_{\max}=9 \) and \( x_{\min}=0 \)).   - The sample variance is: \[ s^2 = \frac{1}{n-1}\sum_{i=1}^{n} (x_i - \bar{x})^2. \]   - The sample standard deviation is: \[ s = \sqrt{\frac{1}{n-1}\sum_{i=1}^{n} (x_i-\bar{x})^2}. \]   - The important feature not revealed by these measures is the overall shape of the distribution (for example, whether the data are symmetric, skewed, or bimodal). Replace \( x_{\min} \), \( x_{\max} \), \( n \), and the values \( x_i \) with the corresponding numbers from your list of hurricane counts to obtain numerical answers.

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Mind Expander

To find the range, first, identify the maximum and minimum values in your hurricane data set. Subtract the minimum from the maximum, and you’ll have the range. The calculation reveals the spread of the data, showing the difference between the worst and best hurricane years! When it comes to variance and standard deviation, these measurements delve deeper into the data's distribution. The variance is calculated by finding the average of the squared differences from the mean, while the standard deviation is simply the square root of the variance. However, one important aspect these measures don't capture is the distribution shape - for instance, whether the data is skewed or if there are any outliers that might be affecting your results!

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