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References

“Blood Pressure of Males and Females.” StatCruch, 2013. Available online at http://www.statcrunch.com/5.0/viewreport.php?reportid=11960 (accessed May 14, 2013).

“The Use of Epidemiological Tools in Conflict-affected populations: Open-access educational resources for policy-makers: Calculation of z-scores.” London School of Hygiene and Tropical Medicine, 2009. Available online at http://conflict.lshtm.ac.uk/page_125.htm (accessed May 14, 2013).

“2012 College-Bound Seniors Total Group Profile Report.” CollegeBoard, 2012. Available online at http://media.collegeboard.com/digitalServices/pdf/research/TotalGroup-2012.pdf (accessed May 14, 2013).

“Digest of Education Statistics: ACT score average and standard deviations by sex and race/ethnicity and percentage of ACT test takers, by selected composite score ranges and planned fields of study: Selected years, 1995 through 2009.” National Center for Education Statistics. Available online at http://nces.ed.gov/programs/digest/d09/tables/dt09_147.asp (accessed May 14, 2013).

Data from the San Jose Mercury News .

Data from The World Almanac and Book of Facts .

“List of stadiums by capacity.” Wikipedia. Available online at https://en.wikipedia.org/wiki/List_of_stadiums_by_capacity (accessed May 14, 2013).

Data from the National Basketball Association. Available online at www.nba.com (accessed May 14, 2013).

Chapter review

A z -score is a standardized value. Its distribution is the standard normal, Z ~ N (0, 1). The mean of the z -scores is zero and the standard deviation is one. If z is the z -score for a value x from the normal distribution N ( µ , σ ) then z tells you how many standard deviations x is above (greater than) or below (less than) µ .

Formula review

Z ~ N (0, 1)

z = a standardized value ( z -score)

mean = 0; standard deviation = 1

To find the K th percentile of X when the z -scores is known:
k = μ + ( z ) σ

z -score: z = x  –  μ σ

Z = the random variable for z -scores

Z ~ N (0, 1)

A bottle of water contains 12.05 fluid ounces with a standard deviation of 0.01 ounces. Define the random variable X in words. X = ____________.

ounces of water in a bottle

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A normal distribution has a mean of 61 and a standard deviation of 15. What is the median?

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X ~ N (1, 2)

σ = _______

2

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A company manufactures rubber balls. The mean diameter of a ball is 12 cm with a standard deviation of 0.2 cm. Define the random variable X in words. X = ______________.

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X ~ N (–4, 1)

What is the median?

–4

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X ~ N (3, 5)

σ = _______

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X ~ N (–2, 1)

μ = _______

–2

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What does a z -score measure?

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What does standardizing a normal distribution do to the mean?

The mean becomes zero.

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Is X ~ N (0, 1) a standardized normal distribution? Why or why not?

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What is the z -score of x = 12, if it is two standard deviations to the right of the mean?

z = 2

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What is the z -score of x = 9, if it is 1.5 standard deviations to the left of the mean?

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What is the z -score of x = –2, if it is 2.78 standard deviations to the right of the mean?

z = 2.78

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What is the z -score of x = 7, if it is 0.133 standard deviations to the left of the mean?

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Suppose X ~ N (2, 6). What value of x has a z -score of three?

x = 20

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Suppose X ~ N (8, 1). What value of x has a z -score of –2.25?

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Suppose X ~ N (9, 5). What value of x has a z -score of –0.5?

x = 6.5

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Suppose X ~ N (2, 3). What value of x has a z -score of –0.67?

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Suppose X ~ N (4, 2). What value of x is 1.5 standard deviations to the left of the mean?

x = 1

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Suppose X ~ N (4, 2). What value of x is two standard deviations to the right of the mean?

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Suppose X ~ N (8, 9). What value of x is 0.67 standard deviations to the left of the mean?

x = 1.97

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Suppose X ~ N (–1, 2). What is the z -score of x = 2?

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Suppose X ~ N (12, 6). What is the z -score of x = 2?

z = –1.67

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Suppose X ~ N (9, 3). What is the z -score of x = 9?

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Suppose a normal distribution has a mean of six and a standard deviation of 1.5. What is the z -score of x = 5.5?

z ≈ –0.33

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In a normal distribution, x = 5 and z = –1.25. This tells you that x = 5 is ____ standard deviations to the ____ (right or left) of the mean.

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In a normal distribution, x = 3 and z = 0.67. This tells you that x = 3 is ____ standard deviations to the ____ (right or left) of the mean.

0.67, right

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In a normal distribution, x = –2 and z = 6. This tells you that x = –2 is ____ standard deviations to the ____ (right or left) of the mean.

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In a normal distribution, x = –5 and z = –3.14. This tells you that x = –5 is ____ standard deviations to the ____ (right or left) of the mean.

3.14, left

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In a normal distribution, x = 6 and z = –1.7. This tells you that x = 6 is ____ standard deviations to the ____ (right or left) of the mean.

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About what percent of x values from a normal distribution lie within one standard deviation (left and right) of the mean of that distribution?

about 68%

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About what percent of the x values from a normal distribution lie within two standard deviations (left and right) of the mean of that distribution?

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About what percent of x values lie between the second and third standard deviations (both sides)?

about 4%

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Suppose X ~ N (15, 3). Between what x values does 68.27% of the data lie? The range of x values is centered at the mean of the distribution (i.e., 15).

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Suppose X ~ N (–3, 1). Between what x values does 95.45% of the data lie? The range of x values is centered at the mean of the distribution(i.e., –3).

between –5 and –1

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Suppose X ~ N (–3, 1). Between what x values does 34.14% of the data lie?

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About what percent of x values lie between the mean and three standard deviations?

about 50%

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About what percent of x values lie between the mean and one standard deviation?

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About what percent of x values lie between the first and second standard deviations from the mean (both sides)?

about 27%

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About what percent of x values lie betwween the first and third standard deviations(both sides)?

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Use the following information to answer the next two exercises: The life of Sunshine CD players is normally distributed with mean of 4.1 years and a standard deviation of 1.3 years. A CD player is guaranteed for three years. We are interested in the length of time a CD player lasts.

Define the random variable X in words. X = _______________.

The lifetime of a Sunshine CD player measured in years.

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Questions & Answers

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Step 1: Find the mean. To find the mean, add up all the scores, then divide them by the number of scores. ... Step 2: Find each score's deviation from the mean. ... Step 3: Square each deviation from the mean. ... Step 4: Find the sum of squares. ... Step 5: Divide the sum of squares by n – 1 or N.
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The sample of 16 students is taken. The average age in the sample was 22 years with astandard deviation of 6 years. Construct a 95% confidence interval for the age of the population.
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Bhartdarshan' is an internet-based travel agency wherein customer can see videos of the cities they plant to visit. The number of hits daily is a normally distributed random variable with a mean of 10,000 and a standard deviation of 2,400 a. what is the probability of getting more than 12,000 hits? b. what is the probability of getting fewer than 9,000 hits?
Akshay Reply
Bhartdarshan'is an internet-based travel agency wherein customer can see videos of the cities they plan to visit. The number of hits daily is a normally distributed random variable with a mean of 10,000 and a standard deviation of 2,400. a. What is the probability of getting more than 12,000 hits
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a= 0.20233 b=0.3384
Sufiyan
a
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It depends on your business problem or in Machine Learning you could use ROC- AUC cruve to decide the threshold value
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Source:  OpenStax, Introductory statistics. OpenStax CNX. May 06, 2016 Download for free at http://legacy.cnx.org/content/col11562/1.18
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