Given U = {-5, -3, -2, -1, 0, 1, 2, 3, 6, 7,9} A = {-5, -3, -2, 1, 2, 3, 7} B={-2, 1, 2, 6, 7, 9} C={-3, -2, -1, 6, 7, 9} D = {-5, 0, 2} Find the following: 1. (AUBNC) 2. (A'N C') UD 3. (B' U C) n (-5) 4, (D' U (7, 9)) 5. (C' n B') UD 6. (CU Ø) NA 7. (-2) NAUA 8. (0) UD 9. (AUCUD) 10. (A U B'n {-7})

Answers

Answer 1

(AUBNC) = {-2, 1, 2, 3, 6, 7}

(A'N C') UD = {-5, -3, -1, 0, 2}

(B' U C) n (-5) = {-5}

(D' U (7, 9)) = {-5, -3, -2, -1, 0, 1, 2, 3, 6}

(C' n B') UD = {-5, -3, -2, -1, 0, 1, 2, 3}

(CU Ø) NA = {-5, -3, -2, -1, 0, 1, 2, 3, 6, 7}

(-2) NAUA = {-2}

(0) UD = {0}

(AUCUD) = {-5, -3, -2, -1, 0, 1, 2, 3, 6, 7}

(A U B'n {-7}) = {-5, -3, -2, -1, 0, 1, 2, 3, 6, 7}

The first paragraph is the summary of the answer. The second paragraph is the explanation of the answer.

The first paragraph is the summary of the answer. It contains the answers to the 10 questions. The answers are in the same order as the questions.

The second paragraph is the explanation of the answer. It contains the steps that were taken to find the answers. The steps are in the same order as the questions.

The first step is to find the union of A and B. This is done by taking all the elements that are in either A or B. The union of A and B is {-2, 1, 2, 3, 6, 7}.

The second step is to find the intersection of A and B. This is done by taking all the elements that are in both A and B. The intersection of A and B is {-2, 1, 2, 3, 6, 7}.

The third step is to find the complement of A. This is done by taking all the elements that are not in A. The complement of A is {-5, -3, -1, 0, 2}.

The fourth step is to find the intersection of the complement of A and the complement of B. This is done by taking all the elements that are in both the complement of A and the complement of B. The intersection of the complement of A and the complement of B is {-5, -3, -1, 0, 2}.

The fifth step is to find the union of the complement of A and the complement of B and D. This is done by taking all the elements that are in the complement of A or the complement of B or D. The union of the complement of A and the complement of B and D is {-5, -3, -1, 0, 1, 2, 3}.

The sixth step is to find the union of C and the empty set. This is done by taking all the elements that are in C or the empty set. The union of C and the empty set is C.

The seventh step is to find the intersection of the union of C and the empty set and A. This is done by taking all the elements that are in the union of C and the empty set and A. The intersection of the union of C and the empty set and A is A.

The eighth step is to find the intersection of -2 and the union of A and the complement of A. This is done by taking all the elements that are in -2 and the union of A and the complement of A. The intersection of -2 and the union of A and the complement of A is {-2}.

The ninth step is to find the union of 0 and D. This is done by taking all the elements that are in 0 or D. The union of 0 and D is {0, 2}.

The tenth step is to find the union of A and the complement of B and the empty set. This is done by taking all the elements that are in A or the complement of B or the empty set. The union of A and the complement of B and the empty set is A.

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Related Questions

The angle of elevation to the top of a Building in New York is found to be 4 degrees from the ground at a distance of 2 miles from the base of the building. Using this information, find the height of the building. Round to the tenths. Hint: 1 mile = 5280 feet Your answer is feet.

Answers

Using trigonometry, the height of the building is approximately 727.3 feet. The angle of elevation is 4 degrees, and the distance from the base is 2 miles.



To find the height of the building, we can use trigonometry and create a right triangle with the angle of elevation as one of the angles. Let's denote the height of the building as "h."

Using the given information, we can set up the following trigonometric relationship:

tan(4 degrees) = h / (2 miles * 5280 feet/mile)

First, we need to convert the angle from degrees to radians since trigonometric functions in most programming languages use radians:

4 degrees * (pi / 180 degrees) = 0.06981317 radians

Now, we can substitute the values into the equation:

tan(0.06981317 radians) = h / (2 * 5280)

We can solve for "h" by multiplying both sides of the equation by (2 * 5280):

h = tan(0.06981317 radians) * (2 * 5280)

Calculating the value of the expression on the right side of the equation:

h ≈ 0.06981317 * (2 * 5280) ≈ 727.3347 feet

Rounding to the nearest tenth:

h ≈ 727.3 feet

Therefore, the height of the building is approximately 727.3 feet.

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We are going to calculate the mean, median, and mode for two sets of data. Please show your answer to one decimal place if necessary. Here is the first data set. a. what is the mean ( x
ˉ
) of this data set? b. What is the median of this data set? c. What is the mode of this data set? Here is the second data set. d. What is the mean ( x
ˉ
) of this data set? e. What is the median of this data set? f. What is the mode of this data set?

Answers

For the first data set,

Mean : 63.18

Median : 67

Mode : 40

For the second data set,

Mean : 49.9

Median : 43

Mode : 39

Given,

Two data set,

First data set : 67, 48 , 79 , 73 , 87, 94, 29, 40, 40, 83 , 55 .

Second data set : 88, 39 , 70 , 51 , 24 , 42 , 44 , 29 , 73 , 39 .

Now for first data set,

Mean = sum of all the data/ number of data

Mean = 67+ 48 + 79 + 73 + 87+ 94+ 29+ 40+ 40+ 83 + 55 / 11

Mean = 63.18

Median

Arrange the terms in ascending order

29, 40, 40, 48, 55, 67, 73, 79, 83, 87, 94

For odd n umber of terms

Median = n + 1/2

Median = 11 + 1/2

Median = 6th term

Median = 67

Mode

The term that is most frequent in the series is mode.

Mode = 40

Now for second data set,

Mean = sum of all the data/ number of data

Mean =88 +39 + 70 + 51 + 24 + 42 + 44+ 29 + 73 + 39  / 10

Mean = 49.9

Median

Arrange the terms in ascending order

24, 29, 39, 39, 42, 44, 51, 70, 73, 88

For even number of terms

Median = (n/2) + (n/2+ 1) / 2

Median = 42 + 44 / 2

Median = 43

Mode

The term that is most frequent in the series is mode.

Mode = 39 .

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Correct question:

First data set : 67, 48 , 79 , 73 , 87, 94, 29, 40, 40, 83 , 55 .

Second data set : 88, 39 , 70 , 51 , 24 , 42 , 44 , 29 , 73 , 39 .

A magazine provided results from a poll of 1500 adults who were asked to identify their favorite pie. Among the 1500 respondents, 11% chose chocolate pie, and the margin of error was given as ±3 percentage points. What values do p, q, n, E, and p represent? If the confidence level is 95%, what is the value of a? The value of p is The value of q is The value of n is The value of E is The value of p is If the confidence I α = (Type an i the population proportion. the sample size. the sample proportion. the margin of error. found from evaluating 1 - p.

Answers

The terms mentioned in the question are p, q, n, E, and a.

The values of each of these terms are given below: Value of p = 0.11 (proportion of adults who chose chocolate pie)Value of q = 1 - p = 1 - 0.11 = 0.89 (proportion of adults who did not choose chocolate pie)Value of n = 1500 (total sample size of adults who participated in the poll)Value of E = ±3 percentage points (margin of error)

Now, we need to find the value of a at 95% confidence level.

[tex]To find the value of a, we can use the formula: a = 1 - (confidence level/100)% = 1 - 95/100 = 0.05[/tex]

Therefore, the value of a at 95% confidence level is 0.05.

Furthermore, as per the question, if the confidence level is α, then the value of E can be found by evaluating 1 - p.

The correct option is found from evaluating 1 - p.

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A hospital manager claims that the average number of infections per week at the hospital is 16.3. A random sample of 32 weeks had a mean number of 15.9 infections. The sample standard deviation is 1.8. Perform a 1-sample test for population means at an α of 0.05 to determine if the hospital manager's claim is false.
The p value for this 2-tailed test is 0.22. We reject the hospital manager's claim.
The p value for this 1-tailed test is 0.11. We reject the hospital manager's claim.
The p value for this 1-tailed test is 0.11. We fail to reject the hospital manager's claim.
The p value for this 2-tailed test is 0.22. We fail to reject the hospital manager's claim.

Answers

The p-value is greater than t value and we can reject the null hypothesis for a 2-tailed test. Thus, option D is correct.

Population mean = 16.3

Sample mean (X) = 15.9

Sample standard deviation = 1.8

Sample size = 32

Significance level = 0.05

The null hypothesis is equal to claimed value.

H0 = μ = 16.3

The alternative hypothesis is not equal to claimed value.

Ha =  μ ≠ 16.3

The formula used to test the sample is:

t = (X - μ) / [tex](s / \sqrt{n} )[/tex]

t = (15.9 - 16.3) / [tex](1.8 / \sqrt{32} )[/tex]

t = -0.223

The p-value is greater than H0, so we can reject the null hypothesis.

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The complete question is:

A hospital manager claims that the average number of infections per week at the hospital is 16.3. A random sample of 32 weeks had a mean number of 15.9 infections. The sample standard deviation is 1.8. Perform a 1-sample test for population means at an α of 0.05 to determine if the hospital manager's claim is false.

a. The p-value for this 2-tailed test is 0.22. We reject the hospital manager's claim.

b. The p-value for this 1-tailed test is 0.11. We reject the hospital manager's claim.

c. The p-value for this 1-tailed test is 0.11. We fail to reject the hospital manager's claim.

d. The p-value for this 2-tailed test is 0.22. We fail to reject the hospital manager's claim.

A promising start-up wants to compete in the cell phone market. The start-up believes that the battery life of its cell phone is more than two hours longer than the leading product. A recent sample of 120 units of the leading product provides a mean battery life of 5 hours and 39 minutes with a standard deviation of 92 minutes. A similar analysis of 51 units of the start-up's product results in a mean battery life of 7 hours and 53 minutes and a standard deviation of 83 minutes. It is not reasonable to assume that the population variances of the two products are equal.

Answers

In the statistics, there is sufficient evidence to support the startup's claim that the battery life of its cell phone is more than two hours longer than the leading product.

How to explain the information

The null hypothesis is that the mean battery life of the startup's product is not more than two hours longer than the leading product. The alternative hypothesis is that the mean battery life of the startup's product is more than two hours longer than the leading product.

The test statistic is:

t = (7 hours and 53 minutes - 5 hours and 39 minutes) / (83 minutes / ✓(51))

= 2.57

The p-value is:0.011

Since the p-value is less than 0.05, we can reject the null hypothesis. Therefore, there is sufficient evidence to support the startup's claim that the battery life of its cell phone is more than two hours longer than the leading product.

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Solve for x.assume that all segment that appear to be tangent are tangent

Answers

The x = 2/5.we need to make use of the circle properties

To solve for x, we need to make use of the circle properties. Let us assume that all segments that appear to be tangent are tangent, which means that the lines are touching the circle at only one point and are perpendicular to the circle's radius. Now, let's consider the given diagram.

[asy]
size(100);
draw(circle((0,0),6));
draw((-6,0)--(6,0));
draw((0,-6)--(0,6));
draw((-3,4)--(3,-4));
draw((3,4)--(-3,-4));
draw((-6,0)--(3,-4));
draw((6,0)--(-3,4));
draw((0,0)--(3,4));
draw((0,0)--(-3,4));
draw((0,0)--(-3,-4));
draw((0,0)--(3,-4));
draw((0,0)--(6,0));
draw((0,0)--(-6,0));
[/asy]

Let P be the point of tangency of AB, AQ be the radius perpendicular to AB and O be the center of the circle. We know that, radius is perpendicular to the tangent at the point of tangency.

Therefore, ∠OQP = 90° and ∠OAQ = 90°

Therefore, ∠OQP + ∠OAQ = 180°

So, ∠OQA = 90°

In △OQA,

OA² = OQ² + AQ²

OA² = (4 + x)² + 4²

OA² = 16 + 8x + x² + 16

OA² = x² + 8x + 32

In △POB,

OB² = OP² + PB²

OB² = (6 - x)² + 2²

OB² = x² - 12x + 40

Since, OB = OA

So, OA² = OB²

x² + 8x + 32 = x² - 12x + 40

20x = 8

x = 2/5

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We asked 51 people to report the number of cars theyve ever owned. The results are a mean of 3.7 and a standard deviation of 1.4. Construct a 80% confidence interval Give your answers to two decimal places

Answers

80% confidence interval is (3.45, 3.95).

Here, we have,

given that,

We asked 51 people to report the number of cars theyve ever owned.

The results are a mean of 3.7 and a standard deviation of 1.4.

Construct a 80% confidence interval

so, we get,

x = 3.7

s = 1.4

n = 51

now, we have,

the critical value for α = 0.2 and df = 50 is:

t_c = 1.282

so, we get,

80% confidence interval = x ± t_c× s/√n

substituting the values, we have,

80% confidence interval = 3.7 ± 0.2513

                                         = (3.449, 3.951)

                                         =(3.45, 3.95)

Hence, 80% confidence interval is (3.45, 3.95).

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Let S(t) be the price of a stock at time t. The stock price is modeled by a geometric Brownian motion
S(t) = S(0) 0.035+0.3W(t),
where W(t), t > 0 is a standard Brownian motion. Given that S(0) = 17. Determine the covariance of S(1) and S(2).

Answers

The covariance of S(1) and S(2) is 0.

To determine the covariance of S(1) and S(2), we need to calculate the covariance between S(1) and S(2) using the given geometric Brownian motion model.

The covariance between two random variables X and Y is defined as Cov(X, Y) = E[(X - E[X])(Y - E[Y])], where E denotes the expectation.

In this case, we have S(t) = S(0) * (0.035 + 0.3W(t)), where W(t) is a standard Brownian motion and S(0) = 17.

First, we need to calculate the expected values of S(1) and S(2):

E[S(1)] = E[S(0) * (0.035 + 0.3W(1))]

       = S(0) * E[0.035 + 0.3W(1)]

       = S(0) * (0.035 + 0)

       = S(0) * 0.035

       = 17 * 0.035

       = 0.595

E[S(2)] = E[S(0) * (0.035 + 0.3W(2))]

       = S(0) * E[0.035 + 0.3W(2)]

       = S(0) * (0.035 + 0)

       = S(0) * 0.035

       = 17 * 0.035

       = 0.595

Now, we can calculate the covariance:

Cov(S(1), S(2)) = E[(S(1) - E[S(1)])(S(2) - E[S(2)])]

               = E[(S(0) * (0.035 + 0.3W(1)) - 0.595)(S(0) * (0.035 + 0.3W(2)) - 0.595)]

Since W(1) and W(2) are independent standard Brownian motions, their covariance is zero.

Cov(S(1), S(2)) = E[(S(0) * (0.035 + 0) - 0.595)(S(0) * (0.035 + 0) - 0.595)]

               = E[(17 * 0.035 - 0.595)(17 * 0.035 - 0.595)]

               = E[(0.595 - 0.595)(0.595 - 0.595)]

               = E[0]

               = 0

Therefore, the covariance of S(1) and S(2) is 0.

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Please help x has a normal distribution with the specified mean and standard deviation. Find the indicated probability.
= 4; = 6
P (1 ≤ x ≤ 10) =___________

Answers

The probability P(1 ≤ x ≤ 10) is equal to the area A under the standard normal distribution curve. So,

To find the indicated probability, we need to calculate the area under the normal distribution curve between the values of 1 and 10, given that x has a normal distribution with a mean (μ) of 4 and a standard deviation (σ) of 6.

First, we need to standardize the values of 1 and 10 using the z-score formula:

z1 = (1 - μ) / σ

z1 = (1 - 4) / 6

z1 = -3/6

z1 = -0.5

z2 = (10 - μ) / σ

z2 = (10 - 4) / 6

z2 = 6/6

z2 = 1

Now, we can look up the area under the standard normal distribution curve between z = -0.5 and z = 1 using a standard normal distribution table or a statistical software. Let's denote this area as A.

Finally, the probability P(1 ≤ x ≤ 10) is equal to the area A under the standard normal distribution curve. So,

P(1 ≤ x ≤ 10) = A

By finding the appropriate area A, we can determine the indicated probability.

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Two forces of 4N and 5N act on an object and their corresponding force vectors have a dot product of 19. What is the angle between the two vectors? a) 18.19° b) 33.58° c) 66.42° d) 62.73°

Answers

the angle between the two force vectors is approximately 18.19°. Hence, the correct answer is option a) 18.19°.

The angle between two vectors can be determined using the formula for the dot product. In this case, if the dot product of the force vectors is 19, we can calculate the angle between them. Let's denote the magnitude of the first force vector as F1 = 4N, and the magnitude of the second force vector as F2 = 5N.

The dot product of two vectors A and B is given by the equation A · B = |A| |B| cos(θ), where θ is the angle between the vectors.

Given that the dot product is 19 and the magnitudes of the force vectors are F1 = 4N and F2 = 5N, we can solve for the angle θ:

19 = 4 * 5 * cos(θ)

19 = 20 * cos(θ)

cos(θ) = 19/20

To find the angle θ, we take the inverse cosine (arccos) of 19/20:

θ = arccos(19/20) ≈ 18.19°

Therefore, the angle between the two force vectors is approximately 18.19°. Hence, the correct answer is option a) 18.19°.

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2. Consider the function a) Find the domain of R(x). b) Find lim R(x) x→5 c) Find lim R(x) X-3 R(x): = x² + 2x - 15 x² - 9

Answers

(a) The domain of R(x) is all real numbers except for 3 and 5, (b) lim R(x) x→5 = -1. (c) lim R(x) X-3 = -4.

(a) The domain of R(x) is all real numbers except for 3 and 5 because the function is undefined at those values. This is because the denominator of the function, x² - 9, is equal to 0 at those values.

(b) lim R(x) x→5 is equal to -1. This can be found using direct substitution, or by using the limit laws. If we substitute x = 5 into the function, we get R(5) = -1. This is also the result of using the limit laws.

The limit laws state that the limit of a function is equal to the value of the function at that point, if the function is defined at that point. In this case, the function is defined at x = 5, so the limit is equal to the value of the function at that point, which is -1.

(c) lim R(x) X-3 is equal to -4. This can be found using direct substitution, or by using the limit laws. If we substitute x = 3 into the function, we get R(3) = -4. This is also the result of using the limit laws. The limit laws state that the limit of a function is equal to the value of the function at that point, if the function is defined at that point.

In this case, the function is not defined at x = 3, so we need to use the limit laws. The limit laws state that the limit of a rational function is equal to the ratio of the limits of the numerator and denominator, as x approaches the limit point. In this case, the numerator and denominator both approach 0 as x approaches 3.

Therefore, the limit is equal to the ratio of those limits, which is 0/0. This is an indeterminate form, so we need to use L'Hôpital's rule. L'Hôpital's rule states that the limit of a rational function is equal to the limit of the derivative of the numerator divided by the derivative of the denominator, as x approaches the limit point.

In this case, the derivative of the numerator is 2x + 2, and the derivative of the denominator is 2x. Therefore, the limit is equal to (2x + 2)/(2x). As x approaches 3, this limit approaches -4. Therefore, lim R(x) X-3 is equal to -4.

Here is a more detailed explanation of the calculation:

To find the domain of R(x), we need to find all values of x for which the function is defined. The function is defined when the denominator is not equal to 0. The denominator is equal to 0 when x = 3 or x = 5. Therefore, the domain of R(x) is all real numbers except for 3 and 5.

To find lim R(x) x→5, we can use direct substitution. When we substitute x = 5 into the function, we get R(5) = -1. Therefore, lim R(x) x→5 = -1.

To find lim R(x) X-3, we cannot use direct substitution because the function is not defined at x = 3. We can use L'Hôpital's rule to find the limit. L'Hôpital's rule states that the limit of a rational function is equal to the limit of the derivative of the numerator divided by the derivative of the denominator,

as x approaches the limit point. In this case, the derivative of the numerator is 2x + 2, and the derivative of the denominator is 2x. Therefore, the limit is equal to (2x + 2)/(2x). As x approaches 3, this limit approaches -4. Therefore, lim R(x) X-3 is equal to -4.

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!!!!!!!!Be sure to use the t distribution because a sample is taken but no sigma is known. We only know the sample std dev, s. Be sure on the sample size questions you use the correct z value. Z value is 1.96!!!!!!!!
A. Confidence Interval and Sample Size for µ -- How much do you read? A recent Gallop poll asked a random sample of 1006 Americans "During the past year about how many books, either hard cover or paperback, did you read either all or part of the way through?" The results of the survey gave a sample mean of 13.4 books and a standard deviation of 16.6 books read all or part of the way through.
Choose a number between 80 and 98. This is the level of confidence you will use for this section of problems. What is your number? ­­­­­­­­­­­­­______82_______
!!!!!!!!Be sure to use the t distribution because a sample is taken but no sigma is known. We only know the sample std dev, s. Be sure on the sample size questions you use the correct z value. Z value is 1.96!!!!!!!!
With the confidence level you chose, construct that % confidence interval for the population mean number of books Americans read either all or part of the way through. What is the margin of error for this confidence interval?
(1 pt) Interpret the interval found above. Be sure to include the chosen confidence level and the context of the problem in the interpretation.
A book publishing company claims that an average of 14 books were read either all or part of the way through based on their publishing goals that were met. Does the interval found in #1 above contradict or support this claim?
Find the margin of error for the following confidence intervals and compare these to the margin of error for the confidence interval you found above in #1.
75% confidence interval. Margin of error =
99% confidence interval. Margin of error =
How do these margins of errors compare to the margin of error for the confidence interval found in #1 above?
What sample size is required if σ = 15.1 and a margin of error of 2% is desired with the confidence level chosen in #1 above? Be sure to show the formula used and work solving the problem.

Answers

The 82% confidence interval for the population mean number of books Americans read either all or part of the way through is (9.848, 16.952). The margin of error for this confidence interval is 3.052.

To construct the confidence interval, we use the t-distribution because the sample standard deviation is known (s = 16.6) and the population standard deviation (sigma) is unknown. The chosen confidence level is 82%, which corresponds to a critical value of t = 1.96. The formula for the confidence interval is:

CI = sample mean ± (t * (sample standard deviation / √sample size))

Plugging in the given values, we have:

CI = 13.4 ± (1.96 * (16.6 / √1006))

  = 13.4 ± 3.052

Interpretation:

The 82% confidence interval for the population mean number of books Americans read either all or part of the way through is (9.848, 16.952). This means that we are 82% confident that the true population mean falls within this range. The margin of error for this interval is 3.052, which indicates the maximum likely difference between the sample mean and the true population mean.

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A c-bar chart shows the percent of the production that is defective.
Group of answer choices
A) true
B) false

Answers

The correct option is B. The statement "A c-bar chart shows the percent of the production that is defective" is False.

A c-bar chart is used to represent how many items in a dataset fall into different categories. It represents the frequency or percentage of data in each category on a single graph.

These charts are used to depict nominal data, which is data that is grouped into distinct categories. In this way, the c-bar chart represents the number or percentage of items in each category that exist in the data set.

However, c-bar charts are not used to show the percent of the production that is defective.

They show the frequency or count of items in each category, but they do not typically include information about the overall production.

Therefore, the statement "A c-bar chart shows the percent of the production that is defective" is False.

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) The pseudocode below describes an algorithm that finds the value of x" for a non-zero real number x. procedure power(x: real number, n: integer) mmo power Xo for i=1 to m power power-x if n <0 then power === 1/power return power (a) In the pseudocode above, what are the input(s) and output(s) of this algorithm? (b) In the pseudocode above, what is the initial value me that shall be assigned to the variable m? (Hint: The value is a function of one of the inputs) (c) In the pseudocode above, what is the initial value x, that shall be assigned to the variable power? (d) If x= 12 and n = 3, after entering the for loop with / 2, what are the values of the variable power before and after the step power power x, respectively? (e) If x= 2 and n=-3, what are the values of the variable power before and after the step if n <0 then power 1/power, respectively? tution

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The pseudocode below describes an algorithm that finds the value of x" for a non-zero real number x.

(a) The input(s) of this algorithm are:

x: A non-zero real number

n: An integer

The output(s) of this algorithm is:

power: The value of x^n

(b) The initial value assigned to the variable m should be 1.

(c) The initial value assigned to the variable power should be x.

(d) If x = 12 and n = 3, after entering the for loop with m = 2, the values of the variable power before and after the step power = power * x, respectively, are:

Before: power = 12

After: power = 144 (12 * 12)

(e) If x = 2 and n = -3, the values of the variable power before and after the step "if n < 0 then power = 1/power," respectively, are:

Before: power = 2

After: power = 0.5 (1/2)

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You want to estimate the proportion of kids between the ages of 12 and 15 who have tried marijuana. You take a random sample of 130 Maryland students and find that 23% of the sample report having tried marijuana. Last year, the known population of 12-15 year olds who had ever tried marijuana was 29%. Test the alternative hypothesis that the population proportion of Maryland students who have smoked marijuana is different than 29%. Use an alpha level of 0.01. What do you conclude? Fail to Reject the Null Hypothesis Reject the Null Hypothesis

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Based on the given information and using a two-tailed z-test with an alpha level of 0.01, we can conclude that there is sufficient evidence to reject the null hypothesis.

A hypothesis test is a statistical tool used to determine whether a proposed hypothesis about a population is supported by the data.

In this problem, the null hypothesis is that the population proportion of Maryland students who have tried marijuana is the same as 29 percent.

The alternative hypothesis is that the population proportion of Maryland students who have tried marijuana is different from 29 percent.

The significance level is 0.01.The null hypothesis can be written as:H0:

p = 0.29The alternative hypothesis can be written as:H1:

p ≠ 0.29where p is the proportion of Maryland students who have tried marijuana.In this problem, the sample proportion is 0.23, and the sample size is 130.

Therefore, the sample size is large enough to use the normal distribution to approximate the sampling distribution of the sample proportion.

The test statistic is calculated as:z = (p - P) / sqrt(P * (1 - P) / n)where P is the population proportion under the null hypothesis.

The z-score is calculated as:z = (0.23 - 0.29) / sqrt(0.29 * 0.71 / 130) = -2.36The p-value for a two-tailed test with a z-score of -2.36 is 0.0189.

Since the p-value is greater than the significance level of 0.01, we fail to reject the null hypothesis.

There is not enough evidence to conclude that the population proportion of Maryland students who have tried marijuana is different from 29 percent.

Therefore, we can conclude that the proportion of kids between the ages of 12 and 15 who have tried marijuana in Maryland is not significantly different from the proportion last year.

Hence, we fail to reject the null hypothesis.

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A bag contains 30 buttons that are colored either blue, red or yellow. There are the same number of each color ( 10 each). A total 4 buttons are drawn from the bag. Balls of the same color are not distinguished. Compute the followings: - Find n(Ω). - The probability that at least 3 of them are red? - The probability that there is at least one of each color?

Answers

- n(Ω) = 27,405 (total number of possible outcomes)

- The probability that at least 3 of the buttons drawn are red is approximately 0.0369 (or 3.69%).

- The probability that there is at least one button of each color is approximately 0.8852 (or 88.52%).

The calculations for the given probabilities are as follows:

1. Finding n(Ω):

The total number of possible outcomes, n(Ω), is the number of ways to choose 4 buttons from a total of 30 buttons. It can be calculated using the combination formula:

n(Ω) = C(30, 4) = 27,405

2. Probability that at least 3 of them are red:

To find the probability that at least 3 of the drawn buttons are red, we need to consider two cases: when exactly 3 buttons are red and when all 4 buttons are red.

Case 1: Exactly 3 buttons are red

The number of ways to choose exactly 3 red buttons is C(10, 3).

The remaining button can be any non-red color, so there are C(20, 1) ways to choose it.

Case 2: All 4 buttons are red

There is only one way to choose all 4 red buttons.

The probability is the sum of the probabilities for each case divided by n(Ω):

Probability = (C(10, 3) * C(20, 1) + 1) / n(Ω)

Probability = (120 * 20 + 1) / 27,405 ≈ 0.0369 (or approximately 3.69%)

Therefore, the probability that at least 3 of the drawn buttons are red is approximately 0.0369.

3. Probability that there is at least one of each color:

To find the probability that there is at least one button of each color, we need to consider the complementary event where all 4 buttons are of the same color (either all red, all blue, or all yellow).

The number of ways to choose all 4 buttons of the same color is C(10, 4).

The probability of the complementary event is the sum of these probabilities for each color divided by n(Ω):

Probability of complementary event = (C(10, 4) + C(10, 4) + C(10, 4)) / n(Ω)

Probability of complementary event = (210 + 210 + 210) / 27,405 ≈ 0.1148 (or approximately 11.48%)

The probability that there is at least one button of each color is 1 minus the probability of the complementary event:

Probability = 1 - Probability of complementary event

Probability = 1 - 0.1148 ≈ 0.8852 (or approximately 88.52%)

Therefore, the probability that there is at least one button of each color is approximately 0.8852.

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a researcher is interesed in wheter infants attention to their mother i voice increase in the first week of life. Let's assume an established baseline exists showing that infants attend to their mothers, on average, for 5.667 seconds on Day 1 . The researcher selects 20 full-term infants in normal health who experienced uncomplicated deliveries and tests the number of seconds the infants oriented in the direction of their mother's voice on Day 7 after delivery. Here are the results: 7,7,6,8,8,8,8,8. 6,7,7,7,7,8,6,9,6,7,7,9. Test the hypothesis that attention to the mother's voice increases over the first 7 days of life, using alpha =.05. a. (2) What are the hypotheses in formal statistical notation? b. (2) Compute the test statistic and report the results in proper notation. c. (2) Make a decision and communicate the results.

Answers

a. The hypotheses in formal statistical notation are:

Null hypothesis (H₀): μ = 5.667

Alternative hypothesis (H₁): μ > 5.667

b. The test static is 6.97.

c. we reject the null hypothesis and conclude that there is sufficient evidence to suggest that attention to the mother's voice increases over the first 7 days of life in infants.

a Null hypothesis (H₀): The mean attention to the mother's voice in the first week of life is not significantly different from the baseline of 5.667 seconds.

Alternative hypothesis (H₁): The mean attention to the mother's voice in the first week of life is significantly greater than the baseline of 5.667 seconds.

b. To compute the test statistic, we will use a paired-sample t-test. Here are the calculations:

Baseline mean (μ₀): 5.667 seconds

Sample mean (X): (7 + 7 + 6 + 8 + 8 + 8 + 8 + 8 + 6 + 7 + 7 + 7 + 7 + 8 + 6 + 9 + 6 + 7 + 7 + 9) / 20

= 7.05 seconds

Standard deviation of the sample (s): √[(Σ(x - X)²) / (n - 1)]

= √[(2.45 + 2.45 + 1.45 + 0.95 + 0.95 + 0.95 + 0.95 + 0.95 + 1.05 + 0.05 + 0.05 + 0.05 + 0.05 + 0.95 + 1.05 + 3.45 + 1.05 + 0.05 + 0.05 + 3.45) / (20 - 1)]

= 0.889 seconds

Standard error (SE) = s / √n

= 0.889 / √20

= 0.198 seconds

t-statistic = (X - μ₀) / SE

= (7.05 - 5.667) / 0.198

= 6.97

c.

Looking up the critical value in the t-distribution table, we find that the critical value at α = 0.05 and 19 degrees of freedom is approximately 1.729.

Since the obtained t-statistic (6.97) is greater than the critical value (1.729), we can reject the null hypothesis.

We reject the null hypothesis and conclude that there is evidence to suggest that attention to the mother's voice increases over the first 7 days of life.

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Identify the absolute extrema of the function and the x-values where they occur. 81 - +3, x>0 f(x) = 6x +- x² ... Select the correct choice below and, if necessary, fill in the answer box to complete your choice. OA. The absolute minimum is and occurs at the x-value (Type an integer or decimal rounded to the nearest thousandth as needed.) B. There is no solution.

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To find the absolute extrema of the function f(x) = 6x - x² in the given domain x > 0, we can analyze the critical points and the endpoints of the domain.

First, let's find the critical points by taking the derivative of f(x) and setting it equal to zero: f'(x) = 6 - 2x. Setting f'(x) = 0 and solving for x: 6 - 2x = 0; 2x = 6; x = 3/2. Since the domain is x > 0, we can disregard the critical point x = 3/2 as it is not within the given domain. Next, let's consider the endpoints of the domain, which is x > 0. As x approaches infinity, the function f(x) approaches negative infinity. Since the function is decreasing as x increases, there is no maximum value within the domain. Therefore, there is only an absolute minimum for the function within the given domain. The absolute minimum value occurs at x = 0, and the absolute minimum is f(0) = 0.

Therefore, the correct choice is: OA. The absolute minimum is 0 and occurs at the x-value 0.

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Evaluate the limits of the following. sin 3x 1. (3x) 2. sin x 2x sin x 3. x 4- (1-²) 4. 1- cos x sin x 5. 3x sin x 6. e tan 5x 7. (5.) 8. sin 3x tan 3x 1- cos x x) X 10. tan (etan x) 9. tan

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The limits are as follows:

1. 0, 2. 1/2, 3. 0, 4. 0, 5. 0, 6. 1, 7. 5, 8. 0, 9. 0

1.  The limit of sin(3x) as x approaches 0 is 0.

2. The limit of (sin(x))/(2x) as x approaches 0 is 1/2.

3. The limit of x^4 - (1 - x^2) as x approaches 1 is 0.

4. The limit of (1 - cos(x))/(sin(x)) as x approaches 0 is 0.

5. The limit of (3x)(sin(x)) as x approaches 0 is 0.

6. The limit of e^(tan(5x)) as x approaches 0 is e^0 = 1.

7. The limit of (5.) as x approaches 0 is 5.

8. The limit of (sin(3x))(tan(3x))/(1 - cos(x)) as x approaches 0 is 0.

9. The limit of tan(x) as x approaches 0 is 0.

1. The limit of sin(3x) as x approaches 0 is 0 because sin(3x) oscillates between -1 and 1 infinitely as x gets closer to 0, resulting in the limit approaching 0.

2. The limit of (sin(x))/(2x) as x approaches 0 is 1/2. This can be found using the squeeze theorem or L'Hopital's rule, which shows that the limit of sin(x)/x as x approaches 0 is 1, and multiplying by 1/2 gives the result.

3. The limit of x^4 - (1 - x^2) as x approaches 1 is 0. By substituting x = 1, we get 1^4 - (1 - 1^2) = 0, indicating that the limit is 0.

4. The limit of (1 - cos(x))/(sin(x)) as x approaches 0 is 0. Dividing both the numerator and denominator by x and then applying the limit as x approaches 0, we get (1 - cos(x))/(x*sin(x)). Since cos(x) approaches 1 and sin(x)/x approaches 1 as x approaches 0, the limit is 0.

5. The limit of (3x)(sin(x)) as x approaches 0 is 0. This is because sin(x) approaches 0 as x approaches 0, and multiplying it by 3x gives the result of 0.

6. The limit of e^(tan(5x)) as x approaches 0 is e^0 = 1. As x approaches 0, tan(5x) also approaches 0, resulting in e^0 = 1.

7. The limit of (5.) as x approaches 0 is 5. The constant 5 does not depend on x and remains the same regardless of the value of x.

8. The limit of (sin(3x))(tan(3x))/(1 - cos(x)) as x approaches 0 is 0. This is because sin(3x), tan(3x), and 1 - cos(x) all approach 0 as x approaches 0.

9. The limit of tan(x) as x approaches 0 is 0. This is because tan(x) approaches 0 as x approaches 0.

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Given μ=25 and σ=4.8, what would be the x-value for the ninety-fifth percentile?

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The x-value for the ninety-fifth percentile is approximately 32.896

To find the x-value for the ninety-fifth percentile, we can use the standard normal distribution table or a calculator with the cumulative distribution function (CDF) for the normal distribution.

The cumulative distribution function gives us the probability that a random variable X is less than or equal to a given value x. In this case, we want to find the x-value for which the cumulative probability is 0.95 (95th percentile).

Using the standard normal distribution table, we can look up the z-score corresponding to a cumulative probability of 0.95. The z-score is the number of standard deviations away from the mean.

Since the standard normal distribution has a mean of 0 and a standard deviation of 1, we can find the z-score using the formula:

z = (x - μ) / σ

Substituting the given values, we have:

z = (x - 25) / 4.8

Now, looking up the z-score of 1.645 in the standard normal distribution table, we find that the corresponding cumulative probability is approximately 0.95.

Solving the equation for x, we have:

1.645 = (x - 25) / 4.8

Multiplying both sides by 4.8, we get:

7.896 = x - 25

Adding 25 to both sides, we find:

x = 32.896

Therefore, the x-value for the ninety-fifth percentile is approximately 32.896.

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Given a standard normal distribution, draw the region and find the value of k such that: (a) P(Z>k)=0.1230 (b) P(Z

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k = 0.72. Thus, the values of k are

k = 1.15 and

k = 0.72 for parts (a) and (b), respectively.

Given a standard normal distribution, we have to find the value of k for the given probabilities. The z-score of a value is the difference between the value and the mean, divided by the standard deviation. It is represented as Z. The standard normal distribution has a mean of 0 and a standard deviation of 1. (a) P(Z > k) = 0.1230 Let's draw the standard normal distribution curve to locate the area, as shown below: The area in the right tail of the curve from z to infinity is 0.1230, as shown in the diagram. We can use the Z-table to find out the corresponding z-score of 0.1230. 0.1230 is to the right of the mean, and we can locate the corresponding z-score by subtracting the value from 1.

The z-score for 0.1230 is 1.15. Thus, P(Z > k) = P(Z > 1.15)

= 0.1230 The value of k will be the value of z, for which P(Z > k)

= 0.1230. Therefore,

k = 1.15.(b) P(Z < k)

= 0.7734 The area in the left tail of the curve up to k is 0.7734, as shown in the diagram. We can use the Z-table to find out the corresponding z-score of 0.7734. 0.7734 is to the left of the mean, and we can locate the corresponding z-score directly from the Z-table. The z-score for 0.7734 is 0.72. Thus, P(Z < k) = P(Z < 0.72)

= 0.7734The value of k will be the value of z, for which P(Z < k)

= 0.7734. Therefore,

k = 0.72.Thus, the values of k are

k = 1.15 and

k = 0.72 for parts (a) and (b), respectively.

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Suppose that X is normally distributed with mean 110 and standard deviation 25. A. What is the probability that X is greater than 156.25? Probability = B. What value of X does only the top 9.01% exceed? X=

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A. What is the probability that X is greater than 156.25?The formula to calculate z-score is:  z=(x-μ)/σ;  μ=110; σ=25; x=156.25. Therefore, z=(156.25-110)/25=1.85We need to find the probability that X is greater than 156.25.

Therefore, the area to the right of 1.85 will be found in the z-table. This is calculated as P(Z > 1.85). The probability that X is greater than 156.25 is given as follows;P(Z > 1.85) = 0.0322Therefore, the probability that X is greater than 156.25 is 0.0322.B. What value of X does only the top 9.01% .

We need to find the value of X that only the top 9.01% exceed. The mean value of X is 110, and the standard deviation is 25.Using the z-table, we can find the value of z for the 9.01% probability. The probability value of 0.0901 in the table gives the z-score of 1.34. We know thatz = (X - μ)/σ  where μ = 110 and σ = 25. Therefore,X = (z * σ) + μ = (1.34 * 25) + 110 = 143.5Therefore, the value of X that only the top 9.01% exceed is 143.5.

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The probability that X is a value greater than 156.25 is given as follows:

0.0322 = 3.22%.

The value of X that only the top 9.01% exceeds is given as follows:

X = 143.5.

How to obtain probabilities using the normal distribution?

We first must use the z-score formula, as follows:

[tex]Z = \frac{X - \mu}{\sigma}[/tex]

In which:

X is the measure.[tex]\mu[/tex] is the population mean.[tex]\sigma[/tex] is the population standard deviation.

The z-score represents how many standard deviations the measure X is above or below the mean of the distribution, and can be positive(above the mean) or negative(below the mean).

The z-score table is used to obtain the p-value of the z-score, and it represents the percentile of the measure represented by X in the distribution.

The mean and the standard deviation for this problem are given as follows:

[tex]\mu = 110, \sigma = 25[/tex]

The probability that X is greater than 156.25 is one subtracted by the p-value of Z when X = 156.25, hence:

Z = (156.25 - 110)/25

Z = 1.85

Z = 1.85 has a p-value of 0.9678.

1 - 0.9678 = 0.0322 = 3.22%.

The value of X that only the top 9.01% exceeds is X when Z = 1.34, hence:

1.34 = (X - 110)/25

X - 110 = 1.34 x 25

X = 143.5.

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Find the curvature (t) of the curve k(t)= r(t) = (−3 sin t)i + (−3 sin t)j + (−4 cost)k

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kappa = ||dT/ds|| = sqrt[((-3 cos t) / (18 cos^2 t + 16 sin^2 t))^2 + ((-3 cos t) / (18 cos^2 t + 16 sin^2 t))^2 + ((4 sin t) / (18 cos^2 t + 16 sin^2 t))^2].

To find the curvature (kappa) of the curve defined by the vector-valued function r(t) = (-3 sin t)i + (-3 sin t)j + (-4 cos t)k, we need to calculate the magnitude of the curvature vector.

The curvature vector is given by the formula:

kappa = ||dT/ds||,

where dT/ds is the unit tangent vector, and s is the arc length parameter.

First, let's find the unit tangent vector T(t):

T(t) = (dr/dt) / ||dr/dt||,

where dr/dt is the derivative of r(t) with respect to t.

dr/dt = (-3 cos t)i + (-3 cos t)j + (4 sin t)k.

||dr/dt|| = sqrt[(-3 cos t)^2 + (-3 cos t)^2 + (4 sin t)^2] = sqrt[9 cos^2 t + 9 cos^2 t + 16 sin^2 t] = sqrt[18 cos^2 t + 16 sin^2 t].

T(t) = [(-3 cos t) / sqrt(18 cos^2 t + 16 sin^2 t)]i + [(-3 cos t) / sqrt(18 cos^2 t + 16 sin^2 t)]j + [(4 sin t) / sqrt(18 cos^2 t + 16 sin^2 t)]k.

Next, let's find the derivative of T(t) with respect to s. We'll use the chain rule:

dT/ds = (dT/dt) / (ds/dt).

The arc length parameter s is given by:

ds/dt = ||dr/dt|| = sqrt[18 cos^2 t + 16 sin^2 t].

Therefore, dT/ds = [(-3 cos t) / (sqrt(18 cos^2 t + 16 sin^2 t))] / (sqrt[18 cos^2 t + 16 sin^2 t]) = (-3 cos t) / (18 cos^2 t + 16 sin^2 t)i + (-3 cos t) / (18 cos^2 t + 16 sin^2 t)j + (4 sin t) / (18 cos^2 t + 16 sin^2 t)k.

Finally, we can calculate the curvature (kappa) as the magnitude of dT/ds:

kappa = ||dT/ds|| = sqrt[((-3 cos t) / (18 cos^2 t + 16 sin^2 t))^2 + ((-3 cos t) / (18 cos^2 t + 16 sin^2 t))^2 + ((4 sin t) / (18 cos^2 t + 16 sin^2 t))^2].

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Use the probability distribution below to answer
X 1 2 3 4 5 O 0.10 O 0.54 O 0.46 p(x) O 0.40 0.27 0.13 0.14 The probability of at least three, P (x > 4)), is 0.36 0.10

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The probability of at least three (P(x > 4)) is 0.24. This means that there is a 24% chance of obtaining a value of 4 or 5 from the given probability distribution.

The probability distribution given provides the probabilities for the random variable X taking on values from 1 to 5. The probabilities for each value are listed as p(x). To find the probability of at least three (P(x > 4)), we need to determine the cumulative probability of values greater than 4.

To calculate the probability of at least three (P(x > 4)), we sum the probabilities of the values 4 and 5. From the given probability distribution, the probability of X being 4 is 0.14, and the probability of X being 5 is 0.10. By adding these two probabilities, we get 0.14 + 0.10 = 0.24.

Therefore, the probability of at least three (P(x > 4)) is 0.24. This means that there is a 24% chance of obtaining a value of 4 or 5 from the given probability distribution.

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true or false
If E and F are independent events, then Pr(E|F ) = Pr(E).

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False. If E and F are independent events, then Pr(E|F) is not necessarily equal to Pr(E).

The probability of an event E given event F, denoted as Pr(E|F), represents the probability of event E occurring given that event F has already occurred. In the case of independent events, the occurrence of one event does not affect the probability of the other event occurring.

By definition, two events E and F are independent if and only if Pr(E ∩ F) = Pr(E) × Pr(F), where Pr(E ∩ F) represents the probability of both events E and F occurring.

Now, let's consider the statement that Pr(E|F) = Pr(E) when E and F are independent events. This implies that the probability of event E occurring given that event F has occurred is the same as the probability of event E occurring without any knowledge of event F.

However, this is not necessarily true. The conditional probability Pr(E|F) takes into account the occurrence of event F, which may affect the probability of event E. Even if events E and F are independent, the value of Pr(E|F) may differ from Pr(E) if the occurrence of event F provides additional information or changes the probability distribution of event E.

The statement "Pr(E|F) = Pr(E)" when E and F are independent events is false. While independence between events E and F ensures that the occurrence of one event does not affect the probability of the other event, it does not guarantee that the conditional probability Pr(E|F) will be equal to the unconditional probability Pr(E).

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The area of a rectangular field is 7 1/3 sq.m. Also, the breadth of the field is 2 3/4m. Find the length of the field. (with steps)

Answers

The length of the rectangular field is 2 2/3 meters.

To find the length of the rectangular field, we can use the formula for the area of a rectangle:

Area = Length × Breadth.

Area of the field = 7 1/3 sq.m

Breadth of the field = 2 3/4 m

Convert the mixed numbers to improper fractions.

7 1/3 = (7 × 3 + 1) / 3 = 22/3

2 3/4 = (2 × 4 + 3) / 4 = 11/4

Substitute the values into the area formula.

22/3 = Length × 11/4

Solve for Length.

To isolate Length, we need to get it alone on one side of the equation. We can do this by multiplying both sides of the equation by the reciprocal of 11/4, which is 4/11.

(22/3) × (4/11) = Length × (11/4) × (4/11)

After simplifying:

(22/3) × (4/11) = Length

8/3 = Length

Convert the length to a mixed number.

8/3 = 2 2/3

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4. (11 points) A certain assignment has a mean of 80 points and a standard deviation of 5 points. Assume the assignment scores are normally distributed. A random sample of size n assignments is to be selected and the sample mean will be computed. (a) If n=1, what the probability the sample mean (in this case just the one item) is less than 82 ? Include the calculation of a z-score. (b) If n=9, what the probability the sample mean is is less than 82 ? Include the calculation of a z-score. (c) If n=49, what the probability the sample mean is is less than 82 ? Include the calculation of a z-score. (d) In one to three sentences, explain why the probabilities are following the pattern they do as the sample size increases in this context. 5. It is believed that the mean battery life of a certain phone is 12 hours. To test this, you randomly sample 25 phones and compute a sample mean of 11.7 hours with a sample standard deviation of 1.3 hours. (a) What do we need to assume about the population to make sure we can use the T Distribution? (b) Assuming the assumption you wrote in part (a) is true, what is the probability that you would observe a sample mean of 11.7 or smaller when the population mean is 12? Perform the entire calculation using R (including finding the value for t ). Provide your code as well as your final answer.

Answers

a) The probability that the sample mean is less than 82 can be obtained as 0.6554.

b) The probability is 0.8849

c) The probability is 0.9974

(a) If n=1, the probability that the sample mean (in this case just the one item) is less than 82 can be calculated using the z-score formula:

Z = (X - μ) / (σ / √n)

n=1, X=82, μ=80, and σ=5.

Plugging these values into the formula:

Z = (82 - 80) / (5 / √1) = 2 / 5 = 0.4

So, the probability that the sample mean is less than 82 can be obtained as 0.6554.

(b) If n=9, the probability that the sample mean is less than 82 can be calculated using the same approach as in part (a). Now, n=9, X=82, μ=80, and σ=5. Plugging these values into the formula:

Z = (82 - 80) / (5 / √9) = 2 / (5 / 3) = 2 * 3 / 5 = 1.2

So, the probability is 0.8849

(c) Now, n=49, X=82, μ=80, and σ=5. Plugging these values into the formula:

Z = (82 - 80) / (5 / √49) = 2 / (5 / 7) = 2 x 7 / 5 = 2.8

So, the probability is 0.9974

(d)  According to this theorem, as the sample size increases, the distribution of the sample mean approaches a normal distribution regardless of the shape of the population distribution.

Therefore, the probabilities become more predictable and closer to the probabilities calculated using the standard normal distribution. As n increases, the sample mean becomes a more reliable estimator of the population mean, resulting in a tighter and more concentrated distribution around the population mean.

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Question 13 Let X be a random variable whose probability density function is given fX(x)={e−2x+2e−x0 if x>0 otherwise (a) Write down the moment generating function for X. (b) Use this moment generating function to compute the first and second moments of X.

Answers

(a) The moment generating function for X is M(t) = (2e^(t))/(2-t) + (2e^(2t))/(4-2t).  (b) Using the moment generating function, we can differentiate M(t) to find the first and second moments of X by evaluating them at t = 0.

(a) The moment generating function (MGF) of a random variable X is defined as M(t) = E(e^(tX)), where E(.) denotes the expected value.

To find the MGF of X, we substitute the probability density function (PDF) of X into the MGF formula:

M(t) = E(e^(tX)) = ∫(e^(tx) * fX(x)) dx,

where fX(x) is the given PDF of X.

(b) To compute the moments of X using the MGF, we take derivatives of the MGF with respect to t and evaluate them at t = 0.

The first moment is obtained by differentiating the MGF once:

M'(t) = d/dt [M(t)],

and then evaluating at t = 0:

E(X) = M'(0).

Similarly, the second moment is obtained by differentiating the MGF twice:

M''(t) = d^2/dt^2 [M(t)],

and evaluating at t = 0:

E(X^2) = M''(0).

By evaluating the derivatives of the MGF and substituting t = 0, we can find the first and second moments of X.

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A school averages about 20 kids per class. Some of the teachers think it is less and averages about 18 kids per class. They sampled 12 classrooms. Find the Z and P values.
standard deviation = 2.5 alpha = .05 n= 12 xbar= 18 mean = 20

Answers

The Z-value for the hypothesis test comparing the average class size (x) of 18 kids per class to the population mean (μ) of 20 kids per class, with a standard deviation (σ) of 2.5, a sample size (n) of 12, and a significance level (α) of 0.05, is approximately -2.42. The corresponding p-value is approximately 0.015.

To calculate the Z-value, we use the formula Z = (x - μ) / (σ / √n), where x is the sample mean, μ is the population mean, σ is the standard deviation, and n is the sample size. Plugging in the given values, we get Z = (18 - 20) / (2.5 / √12) ≈ -2.42.

Next, we can find the p-value associated with the Z-value. By referring to a standard normal distribution table or using statistical software, we determine that the p-value for a Z-value of -2.42 is approximately 0.015.

Therefore, the Z-value is approximately -2.42, and the p-value is approximately 0.015.

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Prove the statements below;
If P(B) > 0, then
1. P(A|B) ≥ 0
2. P(B|B) = 1

Answers

We can say that if statement P(B) > 0, then 1. P(A|B) ≥ 0 and 2. P(B|B) = 1.

The given statement can be proved as follows: Proof: If P(B) > 0, then 1. P(A|B) ≥ 0:Since P(B) > 0, there is a nonzero chance that B happens. As a result, P(A|B) must be greater than or equal to zero since the likelihood of A happening when B occurs cannot be less than zero. In this case, we have: P(A|B) = (P(A ∩ B))/P(B)Since P(B) > 0, this is a legitimate expression that is greater than or equal to zero, which demonstrates that P(A|B) is greater than or equal to zero.2.

P(B|B) = 1: This states that the likelihood of B happening if B has already occurred is equal to 1. That is to say, if B is certain, then B is sure to occur. P(B|B) can be computed as follows: P(B|B) = P(B ∩ B)/P(B)P(B ∩ B)

= P(B) Because of the fact that B has already happened and B cannot be both certain and uncertain, this can only be expressed as: P(B|B) = 1 Therefore, we can say that if P(B) > 0, then 1. P(A|B) ≥ 0 and

2. P(B|B) = 1.

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