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The results of a national survey showed that on average, adults sleep 6.1 hours per night. Suppose that the standard deviation is 1.8 hours.

(a) Use Chebyshev's theorem to calculate the minimum percentage of Individuals who sleep between 2.5 and 9.7 hours.
(b) Use Chebyshev's theorem to calculate the minimum percentage of individuals who sleep between 1.6 and 10.6 hours.
(c) Assume that the number of hours of sleep follows a bell-shaped distribution. Use the empirical rule to calčulate the percentage of Individuals who sleep between 2.5 and 9.7 hours per day.

User AvcS
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Final answer:

Using Chebyshev's theorem and the empirical rule, we can calculate the minimum percentage of individuals who sleep between certain hours per day.

Step-by-step explanation:

(a) To calculate the minimum percentage of individuals who sleep between 2.5 and 9.7 hours using Chebyshev's theorem, we need to determine the range of hours within 2 and 3 standard deviations from the mean. The minimum percentage is given by 1 - 1/k^2, where k is the number of standard deviations. In this case, the range is 6.1 - 2(1.8) = 2.5 to 6.1 + 2(1.8) = 9.7. Hence, k = 2.5/1.8 = 1.39. Therefore, the minimum percentage of individuals who sleep between 2.5 and 9.7 hours is 1 - 1/(1.39)^2 = 1 - 1/1.93 = 1 - 0.5181 = 0.4819 or 48.19%.

(b) Using the same formula, the range of hours within 2 standard deviations from the mean is 6.1 - 2(1.8) = 2.5 to 6.1 + 2(1.8) = 9.7. Therefore, the minimum percentage of individuals who sleep between 1.6 and 10.6 hours is 1 - 1/(2.5/1.8)^2 = 1 - 1/3.0864 = 1 - 0.3245 = 0.6755 or 67.55%.

(c) The empirical rule states that for a bell-shaped distribution, approximately 68% of values lie within one standard deviation of the mean, 95% lie within two standard deviations, and 99.7% lie within three standard deviations. Since the range of hours is within two standard deviations from the mean, we can reasonably estimate that around 95% of individuals sleep between 2.5 and 9.7 hours per day.

User Kyle VanderBeek
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