Math Problem Statement
For the following set of data, find the number of data within 2 population standard deviations of the mean. Data Frequency 10 2 18 8 22 10 23 16 26 16 31 14 34 10 36 7 40 2
Solution
To find the number of data points within 2 population standard deviations of the mean, we will follow these steps:
Step 1: Calculate the mean
We use the formula for the mean of a frequency distribution:
Where:
- is the data point
- is the frequency of each data point
Let's compute this.
Step 2: Calculate the population standard deviation
The formula for the population standard deviation is:
Once we have the mean, we can compute the standard deviation.
Step 3: Find the range within 2 standard deviations
After finding the standard deviation , we compute the range of data within 2 standard deviations:
Step 4: Count the number of data points
Finally, we'll count how many data points fall within this range based on their frequencies.
Let me calculate this for you.### Results:
- Mean (): 26.75
- Standard deviation (): 6.29
- Range within 2 standard deviations: [14.18, 39.33]
There are 81 data points (based on the given frequencies) that fall within 2 population standard deviations of the mean.
Would you like more details, or do you have any questions?
5 Related Questions:
- How is the population standard deviation different from the sample standard deviation?
- How would the results change if the frequencies of the data were altered?
- What is the significance of using 2 standard deviations in this type of analysis?
- How do frequency distributions affect the mean and standard deviation?
- How can this method be extended to different types of data distributions?
Tip:
Understanding the spread of data within standard deviations helps you assess how clustered or spread out your data is from the mean.
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Math Problem Analysis
Mathematical Concepts
Statistics
Frequency Distribution
Standard Deviation
Mean
Formulas
Mean formula: \(\bar{x} = \frac{\sum (x_i \cdot f_i)}{\sum f_i}\)
Population standard deviation: \(\sigma = \sqrt{\frac{\sum f_i (x_i - \bar{x})^2}{\sum f_i}}\)
Range within 2 standard deviations: \(\bar{x} - 2\sigma \leq x \leq \bar{x} + 2\sigma\)
Theorems
Empirical Rule (68-95-99.7 rule)
Suitable Grade Level
Grades 10-12
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