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The cheetah (Acinonyx jubatus) is the fastest land mammal and is highly specialized to run down prey. The cheetah often exceeds speeds of 60miles per hour (mph) and. according to the online document "Cheetah Conservation in Southern Africa" by J. Urbaniak, the cheetah is capable of speeds up to 72mphThe following table gives the top speeds, in miles per hour, arranged in increasing order, for a sample of 35cheetahs.

The sample mean and sample standard deviation of these speeds are 59.53mphand 4.27mph, respectively. A histogram of the speeds is bell shaped.
a. Is it reasonable to apply the empirical rule to estimate the percentages of observations that lie within one, two, and three standard deviations to either side of the mean?
b. Use the empirical rule to estimate the percentages of observations that lie within one, two, and three standard deviations to either side of the mean.
c. Use the data to obtain the exact percentages of observations that lie within one, two, and three standard deviations to either side of the mean.
d. Compare your answers in parts (b) and (c).

Short Answer

Expert verified

Part(a) Yes, it is reasonable to apply empirical formula.

Part(b) 68%,95%,99.7%are the percentages of observations that lie within one, two, and three standard deviations to either side of the mean.

Part(c) The exact percentages of observations that lie within one, two, and three standard deviations to either side of the mean are71.7%,90%,100%

Part(d) The empirical rule provides excellent estimates of the actual percentages.

Step by step solution

01

Part(a) Step 1 : Given information

We are given data of speed of 35cheetahs.

Mean x=59.53mph

Standard deviation s=4.27mph

02

Part(a) Step 2 : Simplify

Because the distribution of cheetah speed is essentially bell-shaped, it is possible to use the empirical approach to estimate the percentages of observations that lie within one, two, and 3 standard deviations to any side of the mean.

03

Part(b) Step 1 : Given information

We are given data of speed of 35cheetahs.

Mean x=59.53mph

Standard deviation 4.27mph

04

Part(b) Step 2 : Simplify

We estimate that of the data are one standard deviation to each side of the mean, 68%whereas two standard deviations to either side of the mean are 95%and 3standard deviations to any of the two side of the mean, 99.7%using the empirical rule.

05

Part(c) Step 1 : Given information

We are given data of speed of 35cheetahs.

Meanx=59.53mph

Standard deviation s=4.27mph

06

Part(c) Step 2 : Simplify

Referring to Table , we found that 25of the 35observations, or 71.7%. are within 1standard deviation to any side of the mean; 32of the 35observations, or 90%, are within 2standard deviations to any side of the mean; and 35of the 35observations, or 100%, are within 3standard deviations to any side of the mean.

07

Part(d) Step 1 : Given information

We are given data of speed of 35cheetahs.

Mean x=59.53mph

Standard deviation s=4.27mph

08

Part(d) Step 2 : Simplify

Comparing the percentages obtained in parts (b) and (c)

68%,95%,99.7%vs 71.7%,95%,100%

We can see that the empirical rule yields great approximations of the actual percentages in this example.
This result is unsurprising, given that cheetahs' speed distribution is nearly bell-shaped.

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The data set has mean 10 and standard deviation3 . Fill in the following blanks:
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