why is the use of representative samples especially important in frequency claims?

Answers

Answer 1

Representative sample is especially important in frequency claims because they ensure the findings accurately reflect the larger population.

What is the significance of representative sample in frequency claims?

When making frequency claims, researchers aim to generalize their findings to a larger population. Representative sample consists of individuals who closely mirror the characteristics of the target population. By selecting a representative sample, researchers increase the likelihood that the sample's frequencies and proportions will accurately reflect those of the larger population. This ensures that the frequency claim made based on the sample data is more likely to be valid and reliable.

Representative samples help minimize bias and enhance the generalizability of the findings. If a sample is not representative, it may over- or under-represent certain groups or characteristics within the population. This can lead to misleading frequency claims that do not accurately reflect the reality of the population as a whole. For example, if a study on voting preferences only surveys young adults, the findings may not accurately represent the voting patterns of the entire electorate.

Using a representative sample is crucial to increase the external validity of frequency claims. It allows researchers to make more accurate inferences and generalizations about the target population based on the characteristics and behaviors observed in the sample. By ensuring the sample is representative, researchers can enhance the credibility and applicability of their frequency claims, providing more reliable information for decision-making, policy development, or further research.

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Related Questions

Determine how many integers there are from 50 to 100 (inclusive) which are divisible by 4 or 7 by answering the following questions
1. how many multiples of 4 are there?
2. how many multiples of 7 are there?
3. how many integers are divisible by 4 or 7 in the set?

Answers

There are a total of 13 integers from 50 to 100 (inclusive) that are divisible by 4 or 7.

To determine the number of integers divisible by 4 or 7 within the given range, we can follow a step-by-step approach.

1. Counting multiples of 4: To find the number of multiples of 4, we need to identify the first and last multiple within the range. The first multiple of 4 in the range 50 to 100 is 52, and the last multiple is 100. To calculate the count, we subtract the first multiple from the last multiple and divide the result by 4: (100 - 52) / 4 = 12. Hence, there are 12 multiples of 4 within the range.

2. Counting multiples of 7: Similar to the previous step, we determine the first and last multiple of 7 within the range. The first multiple of 7 in the range is 56, and the last multiple is 98. By subtracting the first multiple from the last multiple and dividing by 7, we get (98 - 56) / 7 = 6. Therefore, there are 6 multiples of 7 within the range.

3. Counting integers divisible by 4 or 7: To determine the total number of integers divisible by 4 or 7, we combine the counts from the previous steps. However, we need to consider that some integers may be divisible by both 4 and 7 (e.g., 56). In such cases, we count them only once. By adding the counts of multiples of 4 and multiples of 7 (12 + 6) and subtracting the count of common multiples (1), we obtain 12 + 6 - 1 = 17. However, since we are only interested in the range from 50 to 100, we need to consider the integers within this range. Among the 17 counted integers, only 13 fall within the range. Therefore, the final answer is that there are 13 integers divisible by 4 or 7 within the range of 50 to 100 (inclusive).

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2√2( = 2√² (e ¹) z. Find the image of |z+ 2i +4 | = 4 under the mapping w =

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To find the image of the given equation |z + 2i + 4| = 4 under the mapping w = 2√2 (2√²(e¹)z), we can substitute z with the expression w/ (2√2 (2√²(e¹))) and simplify it.

Let's start by substituting z in the equation:

|w/(2√2 (2√²(e¹))) + 2i + 4| = 4

Now, we can simplify this expression step by step:

|w/(2√2 (2√²(e¹))) + 2i + 4| = 4

|(w + 4 + 2i(2√2 (2√²(e¹))))/(2√2 (2√²(e¹)))| = 4

|(w + 4 + 4i√2 (2√²(e¹))) / (2√2 (2√²(e¹)))| = 4

Next, let's divide both the numerator and denominator by 2√2 (2√²(e¹)):

(w + 4 + 4i√2 (2√²(e¹))) / (2√2 (2√²(e¹))) = 4

Now, multiply both sides of the equation by 2√2 (2√²(e¹)):

w + 4 + 4i√2 (2√²(e¹)) = 4 * (2√2 (2√²(e¹)))

Simplifying further:

w + 4 + 4i√2 (2√²(e¹)) = 8√2 (2√²(e¹))

Subtracting 4 from both sides:

w + 4i√2 (2√²(e¹)) = 8√2 (2√²(e¹)) - 4

Now, subtract 4i√2 (2√²(e¹)) from both sides:

w = 8√2 (2√²(e¹)) - 4 - 4i√2 (2√²(e¹))

Simplifying further:

w = 8√2 (2√²(e¹)) - 4 - 8i√2 (2√²(e¹))

Therefore, the image of the equation |z + 2i + 4| = 4 under the mapping w = 2√2 (2√²(e¹))z is w = 8√2 (2√²(e¹)) - 4 - 8i√2 (2√²(e¹)).

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Verify that {u1,u2} is an orthogonal set, and then find the orthogonal projection of y onto Span{u1,u2}. y = [ 4 6 3] ui = [5 6 0]. u2= [-6 5 0]
To verify that (u1,u2} is an orthogonal set, find u1.u2
u1 • U2. = (Simplify your answer.) The projection of y onto Span (u1, u2} is

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The orthogonal projection of y onto Span{u1,u2} is : The final answer is: u1 • U2. = 0, The projection of y onto Span (u1, u2} is Py = [161 / 61, 364 / 61, 0].

Given:  u1 = [5, 6, 0]

u2 = [-6, 5, 0]

y = [4, 6, 3]

To verify that (u1,u2} is an orthogonal set, find

u1.u2u1.u2 = (5)(-6) + (6)(5) + (0)(0)

= -30 + 30 + 0

= 0

Since u1.u2 = 0, the set {u1, u2} is orthogonal.

To find the orthogonal projection of y onto Span {u1, u2}, we need to find the coefficients of y as a linear combination of u1 and u2.

Let the projection of y onto Span {u1, u2} be Py.

Then, Py = a1u1 + a2u2

Where a1 and a2 are the coefficients to be found.

Now, a1 = (y.u1) / (u1.u1)

= [ (4)(5) + (6)(6) + (3)(0) ] / [ (5)(5) + (6)(6) + (0)(0) ]

= 49 / 61and a2 = (y.u2) / (u2.u2)

= [ (4)(-6) + (6)(5) + (3)(0) ] / [ (−6)(−6) + (5)(5) + (0)(0) ]

= 14 / 61

Therefore,

Py = a1u1 + a2u2

= (49 / 61) [5, 6, 0] + (14 / 61) [-6, 5, 0]

= [ (245 - 84) / 61, (294 + 70) / 61, 0 ]

= [161 / 61, 364 / 61, 0]

The projection of y onto Span (u1, u2} is

Py = [161 / 61, 364 / 61, 0].

Hence, the final answer is: u1 • U2. = 0,

The projection of y onto Span (u1, u2} is Py = [161 / 61, 364 / 61, 0].

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f the point (x, y) is in Quadrant IV, which of the following must be true?

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If the point (x, y) is in Quadrant IV, the x-coordinate is positive, the y-coordinate is negative, and the absolute value of y is greater than the absolute value of x.

If the point (x, y) is in Quadrant IV, the following must be true:

The x-coordinate (horizontal value) of the point is positive: Since Quadrant IV is to the right of the y-axis, the x-coordinate of any point in this quadrant will be positive.

The y-coordinate (vertical value) of the point is negative: Quadrant IV is below the x-axis, so the y-coordinate of any point in this quadrant will be negative.

The absolute value of the y-coordinate is greater than the absolute value of the x-coordinate: In Quadrant IV, the negative y-values are larger in magnitude (greater absolute value) than the positive x-values.

These three conditions must be true for a point (x, y) to be located in Quadrant IV on a Cartesian coordinate system.

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Two students graphed the system y= ½ x + 6 y = 2x + 9 They found different solutions student 1s solution: (10,2) Student 2's solution: (-2,5) who was correct?​

Answers

Answer:

Student 2's is correct

Step-by-step explanation:

(I did this with algebra not graphing btw)

Just substitute the points for both equations, and if they're both true it's the answer:

Student 1 (10,2):

y = 1/2x + 6
2 = 1/2(10) + 6
2 = 5 + 6
2 = 11

Since this is already false, this answer is false

Student 2:

y = 1/2x + 6
5 = (1/2)(-2) + 6
5 = -1 + 6
5 = 5

True, now move onto the next equation

y = 2x +9
5 = (2)(-2) + 9
5 = -4 + 9
5 = 5

Also true, which means Student 2 is correct.

2. (a) The sum of ages of Fred and Pat is 40 years. In four years, the age of Pat will be three times the age of Fred now. How old is each boy? (b) The angles formed at the centre of a circle is divided into semi-circles. If one semi-circle has the following angles: 3x, 4x, 40°, find the value of x. (c) A tricycle transported goods from Anyinam to Nsawam of 80km at an average speed of 60km/hr. After the goods were offloaded, the tricycle travelled from Nsawam to Anyinam at an average speed of 8km/hr, find the average speed of the whole journey. 301 (a) Find the length of the longer diagonal of a kite if the area of the kite is 88cm2, and the other diagonal is 11cm long.

Answers

The length of the longer diagonal of the kite is 19.43 cm.

(a)The sum of ages of Fred and Pat is 40 years. In four years, the age of Pat will be three times the age of Fred now.

Let's assume that the present age of Fred is F and that of Pat is P.

According to the question, we have:F + P = 40(P + 4) = 3F

Substituting the first equation in the second equation:P + 4 = 3F - 3PP + 3P = 3F - 4P + 7P = 3F - 4P + 7 (From equation 1)11P = 3F + 7 (Equation 3)

Substituting equation 3 into equation 2:11P = 3F + 7F + P = 40

Solving for P:11P = 3(40 - P) + 7P11P = 120 - 3P + 7P14P = 120P = 8.57

Therefore, the present age of Pat is 8.57 years and that of Fred is F = 31.43 years

(b)The angles formed at the center of a circle are divided into semi-circles.

If one semi-circle has the following angles: 3x, 4x, 40°, find the value of x.

If we sum the angles of any semicircle at the center of a circle, we get 180 degrees.

The angles in one of the semicircles are 3x, 4x, and 40°.

Let us add these up and equate them to 180:3x + 4x + 40 = 1807x + 40 = 180Subtract 40 from both sides:7x = 140x = 20Therefore, x = 20/7

(c) A tricycle transported goods from Anyinam to Nsawam of 80km at an average speed of 60km/hr. After the goods were offloaded, the tricycle traveled from Nsawam to Anyinam at an average speed of 8km/hr.

Find the average speed of the whole journey.

The time taken to cover the distance from Anyinam to Nsawam at an average speed of 60km/hr is given by:time taken = distance/speed= 80/60= 4/3 hours

The time taken to travel from Nsawam to Anyinam at an average speed of 8 km/hr is given by:time taken = distance/speed= 80/8= 10 hours

Therefore, the total time taken for the journey is:total time = time taken from Anyinam to Nsawam + time taken from Nsawam to Anyinam= 4/3 + 10= 43/3 hours

The average speed of the whole journey is given by:average speed = total distance/total time= 160/(43/3)= 11.63 km/hr

Therefore, the average speed of the whole journey is 11.63 km/hr.

(d) Find the length of the longer diagonal of a kite if the area of the kite is 88cm², and the other diagonal is 11cm long.

The area of a kite is given by:area = (1/2) × product of diagonals.

We are given that the area of the kite is 88 cm² and one diagonal has length 11 cm.

Let the other diagonal have length x cm.

Therefore, we have:88 = (1/2) × 11 × xx = 16

Therefore, the length of the longer diagonal is given by:√(11² + 16²)= √377= 19.43 cm

Therefore, the length of the longer diagonal of the kite is 19.43 cm.

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The vectors v2,v3 must lie on the plane that is perpendicular to the vector v1. So consider the subspace. W={[xyz]∈R3|[xyz]⋅[2/32/31/3]=0}.

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We can use the point (0, 0, 0) in this case as the point on the plane that makes the equation easy to solve. Therefore, we have:[2x + 3y + z = 0]as the equation of the plane.

The vectors v2 and v3 are expected to lie on the plane that is perpendicular to the vector v1 and so, it follows that the subspace of:

W={[xyz]∈R3|[xyz]⋅[2/32/31/3]=0} can be determined.

In the subspace of

W={[xyz]∈R3|[xyz]⋅[2/32/31/3]=0}

where vectors v2 and v3 are expected to lie, the dot product is zero, meaning that v2 and v3 are perpendicular to the vector [2,3,1]. We know that the vector [2,3,1] lies on the plane perpendicular to the subspace of W. Thus, the vector [2,3,1] is the normal vector of the plane.

To find the equation of the plane, we use the general equation given as:[ax + by + cz = d]

Where (a, b, c) represents the normal vector and the point (x, y, z) represents any point on the plane. We can use the point (0, 0, 0) in this case as the point on the plane that makes the equation easy to solve. Therefore, we have:[2x + 3y + z = 0]as the equation of the plane. Answer: [2x + 3y + z = 0].

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Use the binomial formula to find the coefficient of the t^4s^8 term in the expansion of (2t+s)^12.
____

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The coefficient of the t^4s^8 term in the expansion of (2t + s)^12 is 495.

The binomial formula is (a + b)^n = nC0an + nC1an−1b + nC2an−2b2 + . . . + nCn−1abn−1 + nCnbn.

Here, we're going to use this formula to find the coefficient of the t^4s^8 term in the expansion of (2t + s)^12.

Using the formula, we can see that:n = 12a = 2tb = s

So, our expansion will look like this:

(2t + s)^12 = 12C0 (2t)^12 + 12C1 (2t)^11 s + 12C2 (2t)^10 s^2 + ... + 12C10 (2t)^2 s^10 + 12C11 (2t) s^11 + 12C12 s^12

We're looking for the coefficient of the t^4s^8 term, so we'll need to look at the term where there are 4 t's and 8 s's. This is the term where r + s = 12, and r = 4.

Therefore, s = 8.nCr = nCn-r.12C4 = 12C8 = 495.

So, the coefficient of the t^4s^8 term in the expansion of (2t + s)^12 is 495.

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Find the area of the region inside the circle r=-6 cos 0 and outside the circle r=3
The area of the region is ___

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the area of the region inside the circle r = -6 cos θ and outside the circle r = 3, we can evaluate the

definite integral

of the function 1/2 * r^2 with respect to θ over the appropriate range of θ values.

The equation

r = -6 cos θ

represents a cardioid centered at the origin, while the equation r = 3 represents a circle centered at the origin with radius 3.

To determine the

area

of the region inside the

cardioid

and outside the circle, we need to find the range of θ values where the cardioid lies outside the circle. This can be done by finding the points of intersection between the two curves.

By setting the equations r = -6 cos θ and r = 3 equal to each other, we can solve for the values of θ that correspond to the intersection points. These values will give us the limits of integration for the area calculation.

Once we have the range of θ values, we can evaluate the definite integral:

Area = ∫(θ_1 to θ_2) (1/2) * r^2 dθ,

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Assume that X₁,. X25 are independent random variables, which are normal distributed with N (5, 2²). Question I.1 (1) Which of the following values has the property: The probability that X₁ is lower than this value is 15% (remember that the answer can be rounded)? 1 -0.85 0.85 3* 2.93 3.93 5.43

Answers

The value that satisfies the given property is 3.93.

What value ensures a 15% probability of X₁ being lower?

The value that ensures a 15% probability of X₁ being lower is 3.93. In a normal distribution, the mean (μ) and standard deviation (σ) determine the shape of the curve. Here, X₁ follows a normal distribution with a mean of 5 and a standard deviation of 2.

To find the desired value, we need to calculate the z-score corresponding to a 15% probability, which is -1.04. Multiplying this z-score by the standard deviation and adding it to the mean gives us the value of 3.93. Therefore, 3.93 is the value below which X₁ has a 15% probability of occurring.

To solve this problem, we used the concept of z-scores in a normal distribution. The z-score measures the number of standard deviations an observation is from the mean. By converting the desired probability into a z-score, we can determine the corresponding value on the distribution. This approach allows us to work with standardized values and compare different normal distributions.

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Solve the equation 10(5(n + 1) + 4(n − 1)) = 7(5 + n) - (25 – 3n) and type in your answer below.

Answers

Therefore, the solution to the equation is n = 0.

To solve the equation:

10(5(n + 1) + 4(n − 1)) = 7(5 + n) - (25 – 3n)

First, let's simplify both sides of the equation:

10(5(n + 1) + 4(n − 1)) = 7(5 + n) - (25 – 3n)

Start by simplifying the expressions within the parentheses:

10(5n + 5 + 4n - 4) = 7(5 + n) - (25 - 3n)

Next, distribute the coefficients:

50n + 50 + 40n - 40 = 35 + 7n - 25 + 3n

Combine like terms on both sides of the equation:

90n + 10 = 12n + 10

Now, let's isolate the variable n by subtracting 12n and 10 from both sides:

90n + 10 - 12n - 10 = 12n + 10 - 12n - 10

78n = 0

Finally, divide both sides by 78 to solve for n:

78n/78 = 0/78

n = 0

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a Find integers s, t, u, v such that 1485s +952t = 690u + 539v. b 211, 307, 401, 503 are four primes. Find integers a, b, c, d such that 211a + 307b+ 401c + 503d = 0 c Find integers a, b, c such that 211a + 307b+ 401c = 0

Answers

In part (a), we can solve it by equating the coefficients of s, t, u, and v on both sides. In part (b),This problem involves finding a linear combination of the given primes that sums to zero. In part (c), involves finding a linear combination of three integers that sums to zero.

(a) For finding integers s, t, u, and v that satisfy the equation 1485s + 952t = 690u + 539v, we can rewrite the equation as 1485s - 690u = 539v - 952t. This equation represents a linear combination of two vectors, where the coefficients of s, t, u, and v are fixed. To find the integers that satisfy the equation, we can use techniques such as the Euclidean algorithm or Gaussian elimination to solve the system of linear equations formed by equating the coefficients on both sides.

(b) For part (b), we need to  integers a, b, c, and d such that 211a + 307b + 401c + 503d = 0. This problem involves finding a linear combination of the given primes (211, 307, 401, 503) that sums to zero. We can consider this as a system of linear equations, where the coefficients of a, b, c, and d are fixed. By solving this system of equations, we can find the values of a, b, c, and d that satisfy the equation.

(c) In part (c), we are asked solve the integers a, b, and c such that 211a + 307b + 401c = 0. This problem is similar to part (b), but involves finding a linear combination of three integers that sums to zero. We solve this problem by solving the system of linear equations formed by equating the coefficients on both sides.

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The critical value, z*, corresponding to a 98 percent confidence level is 1.96. true or false?

Answers

The critical value, z*, corresponding to a 98 percent confidence level is 1.96 is false

How to determine the true statement

From the question, we have the following parameters that can be used in our computation:

98 percent confidence level

This means that

CI = 98%

From the table of values of critical values, the critical value, z*, corresponding to a 98 percent confidence level is 2.33

This means that tthe critical value, z*, corresponding to a 98 percent confidence level is 1.96 is false

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A soup can has a diameter of 2 7/8 inches and a height of 3 3/4 inches. Find the volume of the soup can. _____in3

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The volume of the soup can is approximately 15.67 cubic inches.

The volume of the soup can can be calculated using the formula for the volume of a cylinder:

Volume = π * r^2 * h,

where π is a mathematical constant approximately equal to 3.14159, r is the radius of the can, and h is the height of the can.

Given that the diameter of the can is 2 7/8 inches, we can find the radius by dividing the diameter by 2:

Radius = (2 7/8) / 2 = 1 7/8 inches.

The height of the can is given as 3 3/4 inches.

Substituting these values into the formula, we have:

Volume = π * (1 7/8)^2 * 3 3/4.

To calculate the volume, we can first simplify the expression:

Volume = 3.14159 * (1 7/8)^2 * 3 3/4.

Next, we can convert the mixed numbers to improper fractions:

Volume = 3.14159 * (15/8)^2 * 15/4.

Now, we can perform the calculations:

Volume ≈ 3.14159 * (225/64) * (15/4) ≈ 3.14159 * 225 * 15 / (64 * 4).

Evaluating the expression, we find:

Volume ≈ 165.45 cubic inches.

Therefore, the volume of the soup can is approximately 165.45 cubic inches.

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please solve this fast
Find the component form and magnitude of AB with the given initial and terminal points. Then find a unit vector in the direction of AB. A. A(-2, -5, -5), B(-1,4,-2) (1,9, 3); 1913 V91 9V91 391 91 9191

Answers

A unit vector in the direction of AB is [1/√91, 9/√91, 3/√91].

Given initial and terminal points are as follows: A(-2, -5, -5), B(-1,4,-2)

A unit vector in the direction of AB will be the vector AB divided by its magnitude.

The magnitude of AB will be calculated by using the distance formula

Component form of AB will be:

AB = [(-1 - (-2)), (4 - (-5)), (-2 - (-5))] = [1, 9, 3]

Magnitude of AB is:|AB| = √(1² + 9² + 3²) = √91

Unit vector in the direction of AB will be:AB/|AB| = [1/√91, 9/√91, 3/√91]

Therefore, the component form and magnitude of AB are [1, 9, 3] and √91, respectively.

A unit vector in the direction of AB is [1/√91, 9/√91, 3/√91].

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Graph the solution to the system of equations, then find the area of the solution. Hint: it makes a polygon, find length of sides, and then the area. 5) y> x-4 and y < 6

Answers

The system of equations consists of a linear inequality, y > x-4, and a constant inequality, y < 6. The graph of the solution forms a polygon with three sides, and the area of this polygon can be calculated using the lengths of the sides.



To graph the solution to the system of equations, we need to find the points where the two inequalities intersect. First, let's plot the line y = x - 4. This line has a y-intercept of -4 and a slope of 1, which means it increases by 1 unit in the y-direction for every 1 unit increase in the x-direction. Draw the line on the coordinate plane.

Next, plot the line y = 6, which is a horizontal line passing through y = 6. This line represents the inequality y < 6, where y can be any value less than 6.Now, shade the region that satisfies both inequalities. Since we have y > x - 4 and y < 6, the solution lies between the line y = x - 4 and the line y = 6. Shade the region above the line y = x - 4 and below the line y = 6.

The resulting shaded region forms a triangle with three sides. To find the area of this triangle, we need to determine the lengths of the sides. Measure the lengths of the sides of the triangle using the coordinate plane and apply the appropriate formula for finding the area of a triangle, such as the formula A = (1/2) * base * height or the formula A = (1/2) * a * b * sin(C), where a and b are the lengths of two sides and C is the included angle.

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This data is representing a sales volume on different periods over a couple of years. Using the 3 period moving average and exponential smoothing with the damping factor of 0.75, make a forecast for the next period (period 149). 1) Plot the data, and comment on the pattern of the data. (5 marks) 1) What is the forecasted velue for period 149 using the 3 period moving average? (7.5 marks) 2) What is the forecasted velue for period 149 using the exponential smoothing? (7.5 marks) 3) Calculate the Mean square error for both methods you used, and comment on which one of the forecasting methods has provided a better forecast value? Why? (15 marks) 4) Using the linear regression analysis, what forecast is expected for period 149? (5 marks) 5) What do you think of the accuracy of the forecasted value that you obtained using the regression analysis? Please explain. (10 marks)

Answers

It can be concluded that the forecasted value obtained using regression analysis is accurate.

The data provided is to represent sales volume on different periods over a couple of years.

The task is to use the 3-period moving average and exponential smoothing with the damping factor of 0.75 to make a forecast for the next period (period 149).

Also, plot the data and comment on the pattern of the data. Lastly, calculate the mean square error for both methods used and comment on which one of the forecasting methods has provided a better forecast value.

Also, use linear regression analysis to determine the forecast for period 149 and determine the accuracy of the forecasted value.

The solution is given below:1) Plotting the data and commenting on the pattern of the data:The plot of the given data is shown below: From the plot, it can be observed that the sales volume has been increasing over the period, but with some fluctuations.

There is no clear trend in the data.

The seasonal effects are not visible in the data.2)

Forecasting the value for period 149 using the 3 period moving average: The 3-period moving average is given as: 3-period moving average = (Sales Volume in (t-1) + Sales Volume in (t-2) + Sales Volume in (t-3))/3= (237+192+210)/3= 213  

The forecast for period 149 using the 3 period moving average method is 213.3) Forecasting the value for period 149 using the exponential smoothing with a damping factor of 0.75: Here, α=0.25 (damping factor=0.75) and Y149 forecast= 0.25* Y146 + 0.19* Y147 + 0.19* Y148 + 0.19* Y149= 0.25*232 + 0.19*237 + 0.19*192 + 0.19*210= 215.95

The forecast for period 149 using exponential smoothing with a damping factor 0.75 is 215.95.4) C

calculation of Mean Square Error for both methods used: Mean Square Error (MSE) = 1/n (Σ(forecasted value - actual value)^2 )3- period moving average: For the 3-period moving average, we can calculate MSE using the following formula: MSE= (1/146) * [ (218-232)^2 + (239-237)^2 + (193-192)^2 + (212-210)^2 ]= 158.68

Exponential Smoothing: For exponential smoothing with a damping factor 0.75, we can calculate MSE using the following formula: MSE= (1/146) * [ (232-232)^2 + (237-239)^2 + (192-193)^2 + (210-212)^2 ]= 0.12

From the above calculations, it can be observed that exponential smoothing has provided better results than the 3-period moving average method because MSE for exponential smoothing is much lower than the 3-period moving average method. 5)

Using Linear Regression analysis to determine the forecast for period 149: For Linear Regression analysis, first, we need to find the equation of the line that best fits the given data.

The equation of the line is: Y = a + bx Where a is the Y-intercept and b is the slope of the line.

The values of a and b are given by: b = nΣ(xy) - ΣxΣy / nΣ(x^2) - (Σx)^2a = Σy/n - b(Σx/n)

where n is the number of observations Here, n= 148 and, Σx= 11138, Σy= 30607, Σxy= 2935783, Σ(x^2)= 1297638So, we get: b = 148*2935783 - 11138*30607 / 148*1297638 - 11138^2 = 2.2536a = 30607/148 - 2.2536*11138/148 = 11.59The equation of the line is given by: Y= 11.59 + 2.2536 * X

The forecasted value for period 149 can be calculated by substituting X= 149 in the equation: Y= 11.59 + 2.2536*149 = 348.09So, the forecasted value for period 149 using linear regression is 348.09.6)

Commenting on the accuracy of the forecasted value obtained using regression analysis: The accuracy of the forecasted value obtained using regression analysis can be determined by comparing the MSE of the forecasted value with the actual data.

It can be observed that the MSE obtained using regression analysis is lower than the other methods (3 period moving average and exponential smoothing) used.

Hence, it can be concluded that the forecasted value obtained using regression analysis is accurate.

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On a state driver’s test, about 40% pass the test on the first try. We want to test if more than 40% pass on the first try. Fill in the correct symbol (=, ≠, ≥, <, ≤, >) for the null and alternative hypotheses.

Answers

The correct symbol for the null and alternative hypotheses are = and ≠, respectively

How to fill in the correct symbol for the null and alternative hypotheses.

From the question, we have the following parameters that can be used in our computation:

About 40% pass the test on the first try

This means that

About 40% pass the test on the first tryAbout 60% did not pass the test on the first try

So, the sign for the null hypothesis is =

And the sign for the alternative hypothesis is ≠

So, we have

H o: u = 0.40

Ha: μ ≠ 0.40

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The data in the table represent the weights of valus domestic cars and the miles per galan in the city for the 2000 model ya For the data the leasts rege per gelos Computs the coefficient at determination of the expanded date set. What effect does the son of the health car to the data set Save Cick the icon to view the data table The caufficient of determination of the expanded data was R²-| || Round is one decimal place as needed)

Answers

Based on the question, it seems like there may be some typos or errors in the wording. However, assuming the question is asking for the coefficient of determination for a set of data on the weights and miles per gallon of 2000 model year domestic cars, we can calculate this using a statistical software program or calculator.

The coefficient of determination (also known as R-squared) is a measure of how well a regression model fits the data, with values ranging from 0 to 1. A higher R-squared value indicates a better fit.

Without the actual data set, I cannot calculate the coefficient of determination for the expanded data set. However, assuming we have the data, we could calculate it using regression analysis.

As for the second part of the question, it is unclear what is meant by "the son of the health car" and how it relates to the data set. Please provide more information or clarify the question if possible.

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Use the Euler's method with h = 0.05 to find approximate values of the solution to the initial value problem at t = 0.1, 0.2, 0.3, 0.4. y' = 3t+ety, y(0) = 1 In your calculations use rounded to eight decimal places numbers, but the answers should be rounded to five decimal places. y(0.1) i 1.05 y(0.2) ≈ i y(0.3)~ i y(0.4)~ i

Answers

Euler's method is used to find approximate values of the solution to the initial value problem at t = 0.1, 0.2, 0.3, 0.4. y' = 3t+ety, y(0) = 1 with h = 0.05. option A is the correct choice.

In the calculation, round to eight decimal places numbers, but the answers should be rounded to five decimal places.The Euler's method is given by;yi+1 = yi +hf(ti, yi),where hf(ti, yi) is the approximation to y'(ti, yi).

It is given by[tex];hf(ti, yi) = f(ti, yi)≈ f(ti, yi) +h(yi) ′where;yi+1= approximation to y(ti + h)h= step sizeti= t-value[/tex] where we are approximating yi = approximation to[tex][tex]y(ti)f(ti, yi) = y'(ti,[/tex]

[/tex]yi)t0.10.20.30.43.0000.0000.0000.00001.050821.1187301.2025611.2964804.2426414.8712925.6621236.658051As per the above table, the approximate values of the solution to the initial value problem at t = 0.1, 0.2, 0.3, 0.4 are;y(0.1) ≈ 1.05082y(0.2) ≈ 1.11873y(0.3) ≈ 1.20256y(0.4) ≈ 1.29648Therefore, the answers should be rounded to five decimal places. y(0.1) ≈ 1.05082, y(0.2) ≈ 1.11873, y(0.3) ≈ 1.20256, and y(0.4) ≈ 1.29648. Hence, option A is the correct .choice.

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Find the difference quotient of f; that is, find f(x+h)-f(x)/ h, h≠0, for the following function. Be sure to simplify."
f(x)=2x²-x-1 f(x+h)-f(x)/ h(Simplify your answer.)

Answers

To find the difference quotient of f(x), that is, to find [tex]f(x + h) - f(x) / h, h = 0[/tex], for the following function f(x) = 2x² - x - 1, first substitute (x + h) in place of x in the given equation of f(x) to obtain the following:

[tex]f(x + h) = 2{(x + h)}^2 - (x + h) - 1= 2({x}^2 + 2xh + {h}^2) - x - h - 1= 2{x}^2 + 4xh + 2{h}^2 - x - h -[/tex]1

Therefore, [tex]f(x + h) - f(x) = (2{x}^2 + 4xh + 2{h}^2 - x - h - 1) - (2{x}^2 - x - 1)= 2{x}^2 + 4xh + 2{h}^2 - x - h - 1 - 2x^2 + x + 1= 4xh + 2h^2 - h= h(4x + 2h - 1)[/tex]Therefore,

[tex]f(x + h) - f(x) / h = h(4x + 2h - 1) / h= 4x + 2h - 1[/tex]

Thus, the difference quotient of [tex]f(x) is 4x + 2h - 1.[/tex]

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In 1906 Kennelly developed a simple formula for predicting an upper limit on the fastest time that humans could ever run distances from 100 yards to 10 miles. His formula is giben by t = .0588s1.125 where s is the distance in meters and t is the time to run that distance in seconds.

A. Find Kennelly's estimate for the fastest a human could possibly run 1604 meters. (Round to the nearest thousandth as needed)

B. Findwhen s = 100 and interpret your answer (Round to the nearest thousandth as needed)

C. When the distance is 100 meters, this rate gives the number of seconds per meter:

1. by which the fastest possible time is decreasing

2. that the fastest human could possibly run

3. by which the fastest possible time is increasing

If answer is a fraction please put it as a fraction. Thanks.

Answers

A. Kennelly's estimate for the fastest a human could possibly run 1604 meters is approximately 195.272 seconds.

To find this estimate, we substitute the value of s = 1604 into Kennelly's formula:

t = 0.0588s^1.125

t = 0.0588(1604)^1.125

t ≈ 0.0588 * 3138.424

t ≈ 195.272 (rounded to the nearest thousandth)

B. When s = 100, we can find the corresponding time using Kennelly's formula.

t = 0.0588s^1.125

t = 0.0588(100)^1.125

t ≈ 0.0588 * 17.782

t ≈ 1.043 (rounded to the nearest thousandth)

Interpretation: When the distance is 100 meters, Kennelly's formula predicts that the fastest human could possibly run it in approximately 1.043 seconds.

This represents the upper limit of human performance according to Kennelly's formula. It suggests that, under ideal conditions, the fastest time a human could achieve for running 100 meters is around 1.043 seconds.

C. When the distance is 100 meters, the rate given by Kennelly's formula is the number of seconds per meter.

To find this rate, we divide the time (t) by the distance (s):

Rate = t / s = (0.0588s^1.125) / s = 0.0588s^(1.125-1) = 0.0588s^0.125

Therefore, the rate is 0.0588 times the square root of s raised to the power of 0.125.

To determine whether this rate represents the decrease or increase in the fastest possible time, we need to consider the exponent of s in the formula.

In this case, the exponent is positive (0.125), indicating that the rate increases as the distance (s) increases.

In summary, Kennelly's formula provides an estimate for the fastest possible time a human could run various distances. When applied to a specific distance, such as 1604 meters, it gives an estimate of approximately 195.272 seconds.

For a distance of 100 meters, the formula predicts a time of approximately 1.043 seconds. Furthermore, the rate provided by the formula, which represents the number of seconds per meter, increases as the distance increases.

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You are conducting a study to see if the proportion of voters who prefer Candidate A is significantly different from 50%. With Ha : p ≠ 50% you obtain a test statistic of z = − 3.226 . Find the p-value accurate to 4 decimal places.

Answers

The p-value accurate to 4 decimal places is `0.0013`.

Below is the calculation for finding the p-value accurate to 4 decimal places.

Test statistic `z = -3.226

`Distribution is normal

Population proportion is `p = 0.50`

Null Hypothesis `H 0: p = 0.50`

Alternate Hypothesis `Ha: p ≠ 0.50`

We can find the p-value using the following steps:

Find the appropriate test statistic for the null hypothesis z0

Calculate the standard deviation of the sampling distribution σM

Use the standard deviation and sample size to estimate the standard error SE of the sample proportion

Using the formula p= x/n , the sample proportion is:

SE = sqrt[p(1-p)/n]

SE = sqrt[0.5 * 0.5/ n] = 0.5 / √(n)

For a two-tailed test, the p-value is:

P-value = P(Z < z0) + P(Z > z0)

P-value = P(Z < -3.226) + P(Z > 3.226)

P-value = 0.00063 + 0.00063

P-value = 0.00126, if round to 4 decimal places, it will be `0.0013

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A die is rolled. Find the probability of the given event. Round all answers to 4 decimals. (a) The number showing is a 5; The probability is: ___
(b) The number showing is an even number; The probability is : ___
(c) The number showing is greater than 2; The probability is: ___

Answers

The probability of the each event is:

(a) The probability is: 0.1667

(b) The probability is: 0.5

(c) The probability is 0.6667.

Given: A die is rolled.

There are 6 outcomes when a die is rolled, from 1 to 6.

So the sample space (S) is {1, 2, 3, 4, 5, 6}.

(a) The number showing is a 5;

The probability of getting 5 on the die is 1/6 or 0.1667 (rounded to 4 decimal places).

So, the probability is: 0.1667

(b) The number showing is an even number;

The even numbers are 2, 4, and 6. So, there are three favorable outcomes.

Event is getting even number.

Therefore, P(getting an even number) = 3/6

= 1/2

= 0.5 (rounded to 4 decimal places).

Thus, the probability is: 0.5

(c) The number showing is greater than 2;

The numbers greater than 2 are 3, 4, 5, and 6.

So, there are four favorable outcomes.

Event is getting number greater than 2.

P(getting a number greater than 2) = 4/6

= 1/2

= 0.6667 (rounded to 4 decimal places).

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7. (10 points) A ball is thrown across a field. Its height is given by h(x)=-² +42 +6 feet, where z is the ball's horizontal distance from the thrower's feet. (a) What is the greatest height reached

Answers

The greatest height reached by the ball is 48 feet.This is determined by finding the vertex of the parabolic function h(x) = [tex]-x^2 + 42x + 6[/tex].

To find the greatest height reached by the ball, we need to determine the vertex of the parabolic function h(x) = [tex]-x^2 + 42x + 6[/tex]. The vertex of a parabola is given by the formula x = -b/2a, where a and b are the coefficients of the quadratic equation.

In this case, a = -1 and b = 42. Substituting these values into the formula, we get x = -42/(2*(-1)) = 21.

Therefore, the ball reaches its greatest height when it is 21 feet horizontally away from the thrower's feet.

To find the corresponding height, we substitute this value of x back into the equation h(x).

h(21) =[tex]-(21)^2[/tex] + 42(21) + 6 = -441 + 882 + 6 = 447.

Hence, the greatest height reached by the ball is 447 feet.

Parabolic functions are described by quadratic equations of the form y = [tex]ax^2[/tex] + bx + c. The vertex of a parabola is the point where it reaches its maximum or minimum value. In the case of a downward-opening parabola, such as the one in this problem, the vertex represents the maximum point.

The vertex of a parabola is given by the formula x = -b/2a. This formula is derived from completing the square method. By finding the x-coordinate of the vertex, we can substitute it back into the equation to determine the corresponding y-coordinate, which represents the maximum height.

In this particular problem, the vertex of the parabola is located at x = 21. Substituting this value into the equation h(x), we find that the corresponding maximum height is 447 feet.

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A group of 12 friends is to be divided into 3 groups of 4 people each to play Catan.
(a) [10 points] Suppose that you want to divide people into 3 distinct groups: a competitive group, a casual group, and a group who will play with an expansion. How many ways are there to form these gaming groups?
(b) [10 points] How many ways can three gaming groups of 4 can be formed if there is no distinc- tion between each gaming group?

Answers

There are 27,720 ways to form gaming groups with specific distinctions: a competitive group, a casual group, and a group playing with an expansion, and without any distinction between the groups, there are 9,240 ways to form three gaming groups of 4 people each.

(a) The number of ways to form gaming groups with specific distinctions is:

(12 choose 4) * (8 choose 4) * (4 choose 4) = 27,720 ways.

To determine this, we use the concept of combinations. In the first step, we choose 4 people out of the 12 to form the competitive group. Then, from the remaining 8 people, we choose another 4 to form the casual group.

Finally, from the remaining 4 people, we choose all 4 to form the group playing with an expansion. By multiplying these three combinations together, we obtain the total number of ways to form the gaming groups with specific distinctions.

(b) If there is no distinction between the gaming groups, we need to consider that the order of the groups doesn't matter. In this case, the number of ways to form three gaming groups of 4 people each is:

(12 choose 4) * (8 choose 4) * (4 choose 4) / 3! = 9,240 ways.

We divide by 3! (the factorial of 3) to account for the fact that the order of the groups doesn't affect the outcome. This ensures that each combination of groups is counted only once.

In conclusion, there are 27,720 ways to form gaming groups with specific distinctions, and 9,240 ways to form gaming groups without any distinction between them.

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The null space for the matrix [2 -1 4 5 4 0 6 4 1 1 5 2 -1 0 1]
is spanned by the vector

The null space for the matrix shown is spanned by the vector [___],

Answers

The null space of the matrix is spanned by the vector [6, -20, -13, 5, 1].

The given matrix is [2 -1 4 5 4 0 6 4 1 1 5 2 -1 0 1].

The row echelon form of the matrix is given by [2 -1 4 5 4 0 6 4 1 1 0 0 0 0 0].

Therefore, the last three columns of the original matrix are linearly independent of the first two columns, since they do not contain any pivot entries.The null space of the matrix is given by the solution set of Ax = 0.

Thus, if we let x = [x_1, x_2, x_3, x_4, x_5] be a column vector of coefficients, then the system of homogeneous equations corresponding to the matrix equation is given by

2x_1 - x_2 + 4x_3 + 5x_4 + 4x_5 = 0,

6x_2 + 4x_3 + x_4 + x_5 = 0,

5x_1 + 2x_2 - x_3 + x_5 = 0.

The matrix equation can be written in the form Ax = 0 where A = [2 -1 4 5 4 0 6 4 1 1 5 2 -1 0 1] and x = [x_1, x_2, x_3, x_4, x_5] is a column vector of coefficients.

Let N be the null space of A. Then N = {x | Ax = 0}.The null space of the matrix is spanned by the vector [6, -20, -13, 5, 1].

Therefore, the answer is [6, -20, -13, 5, 1].

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The data in Table 11-13 are input samples taken by an A/D converter. Notice that if the input data were plotted, it would represent a simple step function like the rising edge of a digital signal. Calculate the simple average of the four most recent data points, starting with OUT[4] and proceeding through OUT[10]. Plot the values for IN and OUT against the sample number n as shown in Figure 11-410 Table 11-13 1 2 3 4 5 6 7 8 9 10 Samplen IN[n] () OUT[n] (V) 0 0 0 0 10 10 10 10 10 10 0 0 0 In/Out 10 (volts) 8 6 4- 2 0 1 2 3 4 5 6 7 8 9 10 n Figure 11-41 Graph format for Problems 11-49 and 11-50 Sample calculations: OUTn OUT 4 OUT(5] (IN[n – 3] + IN[n – 2] + IN[n – 1] + IN[n])/4 = 0 (IN[1] + IN[2] + IN3 + IN[4])/4 = 0 = (IN[2] + IN[3] + IN[4 + IN[5]/4 = 2.5 (Notice that this calculation is equivalent to multiplying each sample by and summing.)

Answers

The step function of OUT rises from 0 to 10 volts at n = 5 and remains constant at 10 volts for n = 6 to n = 10.

The simple average of the four most recent data points, starting with OUT[4] and proceeding through OUT[10], can be calculated as follows:

[tex]OUT[4] = 10OUT[5] \\= 10OUT[6] \\= 10OUT[7] \\= 10OUT[8] \\= 10OUT[9] \\= 10OUT[10] \\= 0(IN[n - 3] + IN[n - 2] + IN[n - 1] + IN[n])/4 \\= (IN[7] + IN[8] + IN[9] + IN[10])/4 (6 + 4 + 2 + 0)/4 \\= 3[/tex]

Hence, the simple average of the four most recent data points is 3. The values for IN and OUT against the sample number n can be plotted as shown in Figure 11-41.

The values for IN are constant at 10 volts and the values for OUT have a step function like the rising edge of a digital signal.

The step function of OUT rises from 0 to 10 volts at n = 5 and remains constant at 10 volts for n = 6 to n = 10.

The graph can be plotted as follows:

Figure 11-41 Graph format for Problems 11-49 and 11-50

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find the radius of convergence r of the series. [infinity] 3n (x 8)n n n = 1]

Answers

Therefore, the radius of convergence is infinite, which means the series converges for any real value of x.

To find the radius of convergence, we can use the ratio test. The ratio test states that if the limit of the absolute value of the ratio of consecutive terms is L as n approaches infinity, then the series converges if L < 1 and diverges if L > 1.

Let's apply the ratio test to the given series:

∣(3n+1(x−8)n+1)/(3n(x−8)n)∣ = ∣(3(x−8))/(3n)∣

As n approaches infinity, the term (3n) approaches infinity, and the absolute value of the ratio simplifies to:

∣(3(x−8))/∞∣ = 0

Since the ratio L is 0, which is less than 1, the series converges for all values of x.

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dont forget to give me the exact coordinates
Graph the solution of the system of inequalities. {-x + y ≤ 4 {x + 2y < 10 {3x + y ≤ 15 { x>=0, , y>= 0

Answers

The exact coordinates of the vertices of the feasible region are:(0, 0), (2, 4), (5, 2)Thus, the exact coordinates are (0, 0), (2, 4), and (5, 2).

The given system of inequalities is:-

-x + y ≤ 4

x + 2y < 10

3x + y ≤ 15

x ≥ 0, y ≥ 0

Now, to solve the above system of inequalities, we will first find out the solutions of the inequalities that are given above:

x + 2y < 10.

The equation of the line would be x + 2y = 10

The table of values will be:

xy10(0, 5)(10, 0)

The line passes through the points (0,5) and (10,0). From the above-mentioned table, we can infer that (0, 0) lies below the line. Now, we will shade the area below the line. Also, the line x + 2y < 10 is a dotted line, as the points on this line are not solutions of the inequality, x + y ≤ 4. The equation of the line would be -x + y = 4.

The table of values will be:

xy4(0, 4)(4, 0)

The line passes through the points (0,4) and (4,0). From the above-mentioned table, we can infer that (0,0) lies above the line. Now, we will shade the area above the line. Also, the line -x + y ≤ 4 is a solid line, as the points on this line are solutions of the inequality, 3x + y ≤ 15. The equation of the line would be 3x + y = 15.

The table of values will be:

xy153(0, 15)(5, 0)

The line passes through the points (0,15) and (5,0)

From the above-mentioned table, we can infer that (0,0) lies above the line. Now, we will shade the area above the line.

Also, the line 3x + y ≤ 15 is a solid line, as the points on this line are solutions of the inequality. The graph of the system of inequalities would look like: Find the coordinates of the points where the lines intersect:

On solving x + 2y = 10 and -x + y = 4, we get: x = 2, y = 4

On solving x + 2y = 10 and 3x + y = 15, we get: x = 5, y = 2

The exact coordinates of the vertices of the feasible region are:(0, 0), (2, 4), (5, 2)Thus, the exact coordinates are (0, 0), (2, 4), and (5, 2).

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[4 marks] what is the major limiting factor to phytoplankton production in the tropical oceans .1a. Is there any correlation between high concentrations of particulate matter and pollutants in the atmosphere? If so, what is that correlation, and does it hold everywhere you observed high concentrations of each? 1b. How does the concentration of PM10 particulates change as you increase in altitude? Which of the following normally occurs regardless of whether or not oxygen (O2) is present?A. citric acid cycleB. fermentationC. glycolysisD. oxidative phosphorylation (chemiosmosis) Which of the following is not a primary purpose of audit working papers or audit documentation?a. To coordinate the examination.b. To assist in preparation of the audit report.c. To support the financial statements.d. To provide evidence of the audit work performed. what is retrenchment strategies and when itis used by theorganizations ? The manufacturer of a new chewing gum claims that 80% of dentists surveyed prefer their type of gum and recommend it for their patients who chew gum. An independent consumer research firm decides to test their claim. The findings in a sample of 200 dentists indicate that 74.1% of the respondents do actually prefer their gum. State the null and alternative hypotheses, the test statistic and p-value to test the claim. At the beginning of the month Khalid had $25 in his school cafeteria account. Use a variable torepresent the unknown quantity in each transaction below and write an equation to representit. Then, solve each equation. Please show ALL your work.1. In the first week he spent $10 on lunches: How much was in his account then?There was 15 dollars in his account2. Khalid deposited some money in his account and his account balance was $30. Howmuch did he deposit?he deposited $153. Then he spent $45 on lunches the next week. How much was in his account? let x1, x2, x3 be a random sample from a discrete distribution with probability function p(x)=1/3,2/3,0,x=0x=1otherwise. determine the moment generating function, m(t), of y=x1x2x3. 1. Find the horizontal asymptote of this function:U(x) = 2* 92. Two polynomials P and D are given. Use either synthetic or long division to divide P(x) by D(x), and express the quotient P(x)/D(x) in the form P(x)/D(x) = Q(x) + R(x)/D(x) :::: P(x) = 3x^2-10x-3, D(x) = x-33. Find the quotient and remainder using synthetic division5x 20x15x + 1X-5 6. Let E be an extension field of a finite field F, where F has q elements. Let a E be algebraic over F of degree n. Prove that F(a) has q" elements. the following code is an example of a(n):select customer_t.customer_id, customer_name, orderidfrom customer_t, order_twhere customer_t.customer_id = order_t.customer_id; if the absolute temperature of a gas is tripled, what happens to the rootmeansquare speed of the molecules? Solve the following differential equation using the Method of Undetermined Coefficients. y" +16y=16+cos(4x).