Question 4 [6 marks] = 75, E(Y) = 75, Var(X) = 10, Let X and Y be two random variables for which E(X) Var(Y) = 12, cov(X,Y)= -3. Denote Z = X-Y. a. Find E(Z) and Var(Z). b. Using Chebyshev's inequalit

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Answer 1

The values are E(Z) = 0, Var(Z) = 16.16, and according to Chebyshev's inequality, the probability that Z deviates from its expected value by at least 8.04 units is less than or equal to 1/4.

To find E(Z) and Var(Z), we can start by calculating them using the properties of expectation and variance.

a) Expected Value (E(Z)):

E(Z) = E(X - Y)

= E(X) - E(Y)

= 75 - 75

= 0

Therefore, E(Z) = 0.

b) Variance (Var(Z)):

Var(Z) = Var(X - Y)

Using the properties of variance, we have:

Var(X - Y) = Var(X) + Var(Y) - 2 * cov(X, Y)

Given:

Var(X) = 10

cov(X, Y) = -3

Var(Z) = Var(X) + Var(Y) - 2 * cov(X, Y)

= 10 + Var(Y) - 2 * (-3)

= 10 + Var(Y) + 6

= 16 + Var(Y)

To find the value of Var(Y), we can use the given relationship:

E(X) * Var(Y) = 12

Given:

E(X) = 75

E(Y) = 75

75 * Var(Y) = 12

Var(Y) = 12 / 75

Var(Y) = 0.16

Substituting this back into the equation for Var(Z):

Var(Z) = 16 + 0.16

= 16.16

Therefore, Var(Z) = 16.16.

b) Using Chebyshev's inequality:

Chebyshev's inequality provides a bound on the probability that a random variable deviates from its expected value by a certain amount.

The inequality states:

P(|Z - E(Z)| ≥ kσ) ≤ 1/k²

Where:

P represents the probability,

|Z - E(Z)| represents the absolute deviation of Z from its expected value,

k represents a positive constant, and

σ represents the standard deviation of Z.

Since we have calculated Var(Z) = 16.16, we can find the standard deviation (σ) by taking the square root of the variance:

σ = √(Var(Z))

= √(16.16)

≈ 4.02

Now, let's use Chebyshev's inequality to find the probability that Z deviates from its expected value by a certain amount.

Let's choose k = 2. This means we want to find the probability that Z deviates from its expected value by at least 2 standard deviations.

P(|Z - E(Z)| ≥ 2σ) ≤ 1/2²

P(|Z - 0| ≥ 2 * 4.02) ≤ 1/4

P(|Z| ≥ 8.04) ≤ 1/4

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Related Questions

The internet is host to a wealth of information and much of that information comes from raw data that have been collected or observed.

Many websites summarize such data using graphical methods discussed in this chapter.

Find a website related to your major that summarizes data and uses graphs, and share it with the class. Let us know how it relates to your major and why it is of interest to you.

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As an AI language model, I don't have a specific major or personal interests. However, I can provide you with a general example of how data summarization and graphical methods can be relevant to various fields.

For students in fields like economics, international development, or social sciences, the World Bank Data website can be valuable. It offers access to a wide range of global economic and social indicators, allowing users to explore and analyze data trends, make comparisons between countries, and gain insights into various aspects of global development.

By utilizing graphical methods, such as line graphs, bar charts, and scatter plots, the website presents data visually, making it easier to understand and interpret. This enables students and researchers to identify patterns, analyze relationships, and communicate their findings effectively.

Overall, websites like World Bank Data play a crucial role in data analysis and visualization, offering valuable resources for research, policy-making, and decision-making processes in fields related to economics, social sciences, and global development.

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iSolve the following problems and show your complete solutions. 1. Find the parameters y and o for the finite population 4, 6, 9, 10, and 15. a Solve the mean and the standard deviation of the population. b. Set up a sampling distribution of the means and standard deviations with a sample of size 2 without replacement. Show that the sampling distribution of the sample means is an unbiased estimator of the population mean.

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In this problem, we are given a finite population consisting of the values 4, 6, 9, 10, and 15. We need to find the population mean (μ) and population standard deviation (σ).

a) To find the population mean, we sum up all the values and divide by the total number of values:

μ = (4 + 6 + 9 + 10 + 15) / 5 = 8.8

To calculate the population standard deviation, we need to find the deviations of each value from the mean, square them, calculate the average, and take the square root:

σ = sqrt((1/5) * ((4-8.8)^2 + (6-8.8)^2 + (9-8.8)^2 + (10-8.8)^2 + (15-8.8)^2))

  = sqrt((1/5) * (20.16 + 6.76 + 0.04 + 1.44 + 39.68))

  = sqrt((1/5) * 68.08)

  = sqrt(13.616)

  ≈ 3.69

b) For a sample size of 2 without replacement, we can calculate the sampling distribution of the means by considering all possible combinations of two values from the population. For each combination, we calculate the mean.

Let's consider the combinations: (4, 6), (4, 9), (4, 10), (4, 15), (6, 9), (6, 10), (6, 15), (9, 10), (9, 15), (10, 15).

For each combination, calculate the mean and observe that the average of all the sample means equals the population mean (8.8). This shows that the sampling distribution of the sample means is an unbiased estimator of the population mean.

Note: The exact calculations for the sample means and further explanation can be provided if necessary.

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Find the largest interval containing x = 0 over which f(x) = sin(3x) can be approximated by (3x) ³ p(x) = 3x to three decimal-place accuracy 6 throughout the interval. Enter Interval in Interval Nota

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The given integral is ∫√(2²-4 - 4x + 2)dx, evaluate the integral using the definition of integral as a right-hand Riemann sum.

The definition of the integral (as a right-hand Riemann sum) is given as: ∫f(x)dx=limn→∞∑i=1n f(xi)Δx

where Δx=bn−a/n represents the width of each subinterval [xi−1,xi].

For the given integral, we have to determine Δr, f(ri) and r_i.

Right-hand Riemann sum suggests that we need to evaluate f(ri) at the right endpoint of each subinterval,

i.e., r_i = a + i Δr where Δr= (b-a)/n represents the width of each subinterval [(ri-1),ri].

Here, a = 2, b = 6, n = 2Δr = (6 - 2)/2 = 2f(ri) = √(2²-4 - 4ri + 2)

Let's evaluate f(ri) at right-end points of each subinterval.

When i=1, r_1 = 2 + 2(1) = 4f(r_1) = √(2²-4 - 4(4) + 2)= 0

When i=2, r_2 = 2 + 2(2) = 6f(r_2) = √(2²-4 - 4(6) + 2)= 0

The right-hand Riemann sum is given as: ∫√(2²-4 - 4x + 2)dr ≈ Δr (f(r_1) + f(r_2))= 2(0+0) = 0

Thus, the value of the given integral is 0.

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MATH 136 Precalculo Prof. Angie P. Cordoba Rodas
g.log(x² +6x) = log 27
h. In(x + 4) = In 12
i. In(x² - 2) = In23
4. Describe any transformations of the graph off that yield the graph of g.: a. f(x)=3*, g(x) = 3* +1
b. f(x)=()*. g(x)=-*
c. f(x)=10*, g(x) = 10-**3 5.
Complete the table by finding the balance A when $1500 dollars is invested at rate 2% for 10 years and compounded n times per year.
N 2 12 365 continuous
A
6. Write the logarithmic equation in exponential form. For example, the exponential form of logs 25 = 2 is 5² = 25.
a. log,16 = 2
b. log, = -2 7.
Write the exponential equation in logarithmic form. For example, the logarithmic form of 2³ = 8 is log₂ 8 = 3.
a. 93/2 = 27
b. 4-3=1/64
c.e 3/4 = 0.4723...
d. e² = 3

Answers

The logarithmic equation, ln(ex) = ln 8 ⟹ x = ln 8 = 2.079  i.)x = ±√(3.21828) ≈ ±1.7924.

To solve the logarithmic equation,

we can use the following rule of logarithm

loga(b) = loga(c) ⟹ b = c

g. log(x² +6x) = log 27

To solve the logarithmic equation, let's use the following rules of logarithms:

loga(b) = loga(c) ⟹ b = c

Using this rule, we can write the given equation as:

log(x² + 6x) = log 27 ⟹ x² + 6x = 27

Taking 27 to the LHS, we get the quadratic equation:

x² + 6x - 27 = 0

Solving for x using the quadratic formula:

x = [-6 ± √(36 + 4*27)]/2x = [-6 ± √(144)]/2x = [-6 ± 12]/2x = -3 ± 6h.

In(x + 4) = In 12

Taking antilogarithm of both sides:

ex + 4 = 12 ⟹ ex = 8

Taking natural logarithm of both sides:

ln(ex) = ln 8 ⟹ x = ln 8 = 2.079

i. In(x² - 2) = In 23

Taking antilogarithm of both sides:

ex² - 2 = 23 ⟹ ex² = 25

Taking natural logarithm of both sides:

ln(ex²) = ln 25 ⟹ x² = ln 25 = 3.21828

Taking square root of both sides:

x = ±√(3.21828) ≈ ±1.7924

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(y^2 y)(x^4 3x^3-2x^3y^2x^4 3x^3-2x^3) y(x^4 3x^3-2x^3) is an example of

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The expression ([tex]y^2[/tex] y)([tex]x^4[/tex] [tex]3x^3[/tex][tex]-2x^3[/tex][tex]y^2[/tex][tex]x^4[/tex] [tex]3x^3[/tex][tex]-2x^3[/tex]) y([tex]x^4[/tex][tex]x^4[/tex] [tex]3x^3[/tex][tex]-2x^3[/tex]) represents a multiplication of two polynomials and is an example of a polynomial expression.

In the given expression, there are two sets of parentheses: ([tex]y^2[/tex] y) and ([tex]x^4[/tex][tex]3x^3[/tex][tex]-2x^3[/tex][tex]y^2[/tex][tex]x^4[/tex] [tex]3x^3[/tex][tex]-2x^3[/tex]) y([tex]x^4[/tex] [tex]3x^3[/tex][tex]-2x^3[/tex]). Each set of parentheses represents a polynomial.

The first polynomial ([tex]y^2[/tex] y) is a binomial with two terms: [tex]y^2[/tex] and y.

The second polynomial ([tex]x^4[/tex] [tex]3x^3[/tex][tex]-2x^3[/tex][tex]y^2[/tex][tex]x^4[/tex] [tex]3x^3[/tex][tex]-2x^3[/tex]) y([tex]x^4[/tex] [tex]3x^3[/tex]-[tex]2x^3[/tex]) is a more complex expression. It consists of terms involving the variable x raised to different powers: [tex]x^4[/tex], [tex]3x^3[/tex], [tex]-2x^3[/tex][tex]y^2[/tex][tex]x^4[/tex], and [tex]-2x^3[/tex]. It also includes the term y multiplied by the expression ([tex]x^4[/tex] [tex]3x^3[/tex][tex]-2x^3[/tex]).

Overall, the given expression is an example of a polynomial expression, which represents a mathematical expression involving variables raised to different powers and combined using addition, subtraction, and multiplication operations.

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Find the volume of the solid whose base is the region in the first quadrant bounded by y = x^4, y = 1, and the y-axis and whose cross-sections perpendicular to the x axis are squares. Volume =

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The volume of the solid whose base in the region in the first quadrant bounded by y = x⁴, y = 1 is 1/9 units³

What is the volume of the solid?

To find the volume of the solid with the given properties, we can use the method of cross-sectional areas.

Since the cross-sections perpendicular to the x-axis are squares, the area of each square cross-section will be equal to the square of the corresponding height (which will vary along the x-axis).

Let's consider an infinitesimally small segment dx along the x-axis. The height of the square at that particular x-value will be equal to the value of y = x⁴. Therefore, the area of the cross-section at that x-value will be (x⁴)² = x⁸.

To find the volume of the solid, we need to integrate the cross-sectional areas over the range of x-values that define the base of the region (from x = 0 to x = 1).

Volume = ∫[0,1] x⁸ dx

Using the power rule of integration, we can integrate x⁸ as follows:

Volume = [1/9 * x⁹] evaluated from 0 to 1

Volume = 1/9 * (1⁹ - 0⁹)

Volume = 1/9

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Use ONLY the Standard Normal Tables (Link) to answer the following... A set of exam scores is normally distributed and has a mean of 83.7 and a standard deviation of 8. What is the probability that a

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The correct probability is 0.0139.

A standard normal table is a table of probabilities for a standard normal random variable (z-score), which is a normal distribution with a mean of 0 and a standard deviation of 1. The table shows the probability of a z-score falling within a certain range of standard deviations from the mean.

Given:

A set of exam scores is normally distributed and has a mean of 83.7 and a standard deviation of 8.

[tex]z=\frac{\bar x- \mu}{8} = \frac{101.3-83.7}{8} = 2.20[/tex]

By using the Standard Normal Tables when z score 2.207 the area is 0.9881, (1 - 0.9881) = 0.0139

Therefore, a set of exam scores is normally distributed and has a mean of 83.7 and a standard deviation of 8, the probability is  0.0139.

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Let X be a set. Let P be a set of subsets of X such that: - if A and B are distinct elements of P, then A∩B=ø;
- the union of all sets A ∈ P is X. Note that these are clauses (b) and (c) of the definition of a partition (Definition 1.5). Now define a relation R on the set X by R={(x, y): x ∈ A and y EA for some A ∈ P), as in Theorem 1.7(b). Which of the following is true? a. R must be symmetric and transitive but might not be reflexive. b. R must be an equivalence relation, and { [x]: x ∈X) must equal P.
c. R must be an equivalence relation, but { [x]: x∈X) might not be equal to P.
d. R must be reflexive and transitive but might not be symmetric. e. R must be reflexive and symmetric but might not be transitive.

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The question pertains to a relation R defined on a set X based on a set of subsets P of X satisfying certain conditions. The relation R is defined as R = {(x, y) : x ∈ A and y ∈ A for some A ∈ P}. The task is to determine the properties of relation R. Specifically, we need to identify whether R is reflexive, symmetric, and transitive, and whether the equivalence classes [x] formed by R are equal to the set P.

The relation R is defined based on the subsets in P, where R includes pairs of elements that belong to the same subset. To analyze the properties of R, we consider the characteristics of a partition as defined in clauses (b) and (c).

Reflexivity means that every element x in X is related to itself. Since P is a collection of non-empty subsets of X, it follows that each element x ∈ X must belong to at least one subset in P. Therefore, R is reflexive.

Symmetry means that if (x, y) belongs to R, then (y, x) must also belong to R. In this case, if x and y both belong to the same subset A ∈ P, then (x, y) and (y, x) are included in R. Hence, R is symmetric.

Transitivity means that if (x, y) and (y, z) belong to R, then (x, z) must also belong to R. Since P is a partition, each subset in P is disjoint, so the intersection of any two distinct subsets in P is empty. Therefore, if x belongs to A and y belongs to B, where A and B are distinct subsets in P, then (x, y) belongs to R. However, (y, z) cannot belong to R because y cannot simultaneously belong to two distinct subsets. Hence, R may not be transitive.

Regarding the equivalence classes [x], these are formed by grouping elements that are related to each other. In this case, the elements in each equivalence class [x] are the elements in the same subset of P to which x belongs. Since P is defined as the collection of subsets in X, the equivalence classes [x] will indeed be equal to P.

In conclusion, the correct option is (d): R must be reflexive and transitive but might not be symmetric. The equivalence classes [x] will be equal to the set P.

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Suppose we have the following predictions for periods 10, 11, and 12:

Period 10: 42

Period 11: 42

Period 12: 23

Here are the actual observed values for periods 10, 11, and 12:

Period 10: 52

Period 11: 55

Period 12: 18

Compute MAD. Enter to the nearest hundredths place.

Answers

The Mean Absolute Deviation (MAD) is computed to measure the average absolute difference between the predicted values and the actual observed values. In this case its 9.33

To compute the MAD, we need to find the absolute difference between each predicted value and its corresponding actual observed value, sum up these absolute differences, and then divide the sum by the number of periods.

The absolute differences between the predicted and observed values are as follows:

Period 10: |42 - 52| = 10

Period 11: |42 - 55| = 13

Period 12: |23 - 18| = 5

Summing up these absolute differences gives us: 10 + 13 + 5 = 28.

Since we have three periods, the MAD is calculated by dividing the sum of absolute differences by the number of periods: 28 / 3 ≈ 9.33.

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Point G(3,4) and H(-3, -3) are located on the coordinate grid. What is the distance between point G and point H?

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Answer:

Step-by-step explanation:




The arc length x = True O False 4(3 + y)² on the interval [1, 4] is approximately 131 units.

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The statement is false. The arc length of the curve defined by x = 4(3 + y)² on the interval [1, 4] is not approximately 131 units.

To find the arc length of a curve, we use the formula ∫ √(1 + (dx/dy)²) dy, where the integral is taken over the given interval.

In this case, the equation x = 4(3 + y)² represents a parabolic curve. By differentiating x with respect to y and substituting it into the arc length formula, we can calculate the exact arc length over the interval [1, 4].

However, it is clear that the arc length of the curve defined by x = 4(3 + y)² cannot be approximately 131 units, as this would require a specific calculation using the precise integral formula mentioned above.

Therefore, the statement is false, and without further calculations, we cannot determine the exact arc length of the given curve on the interval [1, 4].

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Let V = C and W = {(x,y,z) EV : 2+3y – 2z = 0}. Find an orthonormal basis of W, and find the orthogonal projection of v = (2,1,3) on W.

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To find an orthonormal basis of W, we need to solve the equation 2 + 3y - 2z = 0. Then, to find the orthogonal projection of v = (2, 1, 3) onto W, we project v onto each basis vector of W and sum the projections.

Let's start by finding the solutions to the equation 2 + 3y - 2z = 0. Rearranging the equation, we have 3y - 2z = -2. We can choose a value for z, say z = t, and solve for y in terms of t. Setting z = t, we have 3y - 2t = -2, which implies 3y = 2t - 2. Dividing by 3, we get y = (2t - 2)/3. So, any vector in W can be represented as (x, (2t - 2)/3, t), where x is a free parameter.

To obtain an orthonormal basis of W, we need to normalize the vectors in W. Let's take two vectors from W, (1, (2t - 2)/3, t) and (0, (2t - 2)/3, t), with t as the free parameter. To normalize these vectors, we divide each of them by their respective norms, which are[tex]\sqrt(1^2 + (2t - 2)^2/9 + t^2)[/tex]and [tex]\sqrt((2t - 2)^2/9 + t^2)[/tex]. Simplifying these expressions, we get [tex]\sqrt(13t^2 - 4t + 5)/3[/tex] and [tex]\sqrt(5t^2 - 4t + 1)[/tex]/3. These normalized vectors form an orthonormal basis for W.

To find the orthogonal projection of v = (2, 1, 3) onto W, we project v onto each basis vector of W and sum the projections. Let's denote the orthonormal basis vectors as u_1 and u_2. The projection of v onto u_1 is given by (v · u_1)u_1, where · represents the dot product. Similarly, the projection of v onto u_2 is (v · u_2)u_2. Calculating these projections and summing them, we obtain the orthogonal projection of v onto W.

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f we fail to reject (I.e., "accept") the null hypothesis, does this mean that we have proved it to be true beyond all doubt? Explain your answer. No, it suggests that the evidence is not sufficient to merit rejecting the null hypothesis. Yes, it suggests that the evidence is sufficient to merit rejecting the alternative hypothesis beyond all doubt. No, it suggests that the null hypothesis is true only some of the time. Yes, if we fail to reject the null we have found evidence that the null is true beyond all doubt?

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No, if we fail to reject the null hypothesis, it does not mean that we have proved it to be true beyond all doubt.

When conducting hypothesis testing, we start with a null hypothesis (H0) and an alternative hypothesis (Ha). The null hypothesis typically represents the status quo or the absence of an effect, while the alternative hypothesis represents the claim we are testing.

In hypothesis testing, we collect sample data and use statistical methods to determine whether the evidence supports rejecting the null hypothesis in favor of the alternative hypothesis. The goal is to make an inference about the population based on the sample data.

If we fail to reject the null hypothesis, it means that we do not have sufficient evidence to support the alternative hypothesis. However, it does not necessarily mean that the null hypothesis is true beyond all doubt. It simply suggests that the data we have collected does not provide strong enough evidence to support rejecting the null hypothesis in favor of the alternative.

There could be various reasons why we fail to reject the null hypothesis, such as a small sample size, insufficient statistical power, or the true effect being too small to detect with the available data. Therefore, failing to reject the null hypothesis does not confirm its truth, but rather indicates a lack of evidence to support the alternative hypothesis.

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Consider the function f(x)=7x+5x^−1. For this function there are four important intervals: (−[infinity],A], [A,B) (B,C], and [C,[infinity]) where A, and C are the critical numbers and the function is not defined at B.

Find A
and B
and C

For each of the following intervals, tell whether f(x) is increasing (type in INC) or decreasing (type in DEC).
(−[infinity],A]:
[A,B):
(B,C]:
[C,[infinity]):

(−[infinity],B):
(B,[infinity]):

Answers

The function is not defined at \(B\), so we cannot determine the behavior of \(f(x)\) in this interval.

To find the critical numbers and determine the intervals of increase or decrease for the function \(f(x) = 7x + 5x^{-1}\), we need to find the values of \(A\), \(B\), and \(C\), and analyze the intervals accordingly.

Step 1: Find the critical numbers

Critical numbers occur where the derivative of the function is either zero or undefined. Let's find the derivative of \(f(x)\):

\(f'(x) = 7 - 5x^{-2}\)

To find the critical numbers, we set \(f'(x) = 0\) and solve for \(x\):

\(7 - 5x^{-2} = 0\)

\(5x^{-2} = 7\)

\(x^{-2} = \frac{7}{5}\)

Taking the reciprocal of both sides:

\(x^2 = \frac{5}{7}\)

\(x = \pm \sqrt{\frac{5}{7}}\)

Thus, the critical numbers are \(A = -\sqrt{\frac{5}{7}}\) and \(C = \sqrt{\frac{5}{7}}\).

Step 2: Determine the intervals of increase or decrease

To analyze the intervals of increase or decrease, we need to consider the sign of the derivative in each interval.

\((-\infty, A]\): To the left of \(A\), the derivative is positive since \(f'(x) = 7 - 5x^{-2}\) is positive for \(x < A = -\sqrt{\frac{5}{7}}\). Therefore, \(f(x)\) is increasing in this interval. (INC)

\([A, B)\): The function is not defined at \(B\), so we cannot determine the behavior of \(f(x)\) in this interval.

\((B, C]\): The function is not defined at \(B\), so we cannot determine the behavior of \(f(x)\) in this interval.

\([C, \infty)\): To the right of \(C\), the derivative is negative since \(f'(x) = 7 - 5x^{-2}\) is negative for \(x > C = \sqrt{\frac{5}{7}}\). Therefore, \(f(x)\) is decreasing in this interval. (DEC)

\((-\infty, B)\): The function is not defined at \(B\), so we cannot determine the behavior of \(f(x)\) in this interval.

\((B, \infty)\): The function is not defined at \(B\), so we cannot determine the behavior of \(f(x)\) in this interval.

In summary:

\((-\infty, A]\): \(f(x)\) is increasing (INC).

\[A, B)\): Behavior cannot be determined.

\((B, C]\): Behavior cannot be determined.

\([C, \infty)\): \(f(x)\) is decreasing (DEC).

\((-\infty, B)\): Behavior cannot be determined.

\((B, \infty)\): Behavior cannot be determined.

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For the given function, find (a) the equation of the secant line through the points where x has the given values and (b) the equation of the tangent line when x has the firstvalue y =f()=2+ x; x = = 4, x = = 1 a. The equation of the secant line is y = b.The equation of the tangent line is y=

Answers

To find the equations of the secant line and the tangent line for the given function f(x) = 2 + x, when x takes certain values, we need to use the slope-intercept form of a line, which is y = mx + b, where m represents the slope and b represents the y-intercept.

(a) Secant Line:

Let's find the equation of the secant line through the points where x takes the values x₁ = 4 and x₂ = 1.

The slope of the secant line is given by:

m = (f(x₂) - f(x₁)) / (x₂ - x₁)

Substituting the function f(x) = 2 + x into the slope formula, we have:

m = (f(1) - f(4)) / (1 - 4)

= ((2 + 1) - (2 + 4)) / (1 - 4)

= (3 - 6) / (-3)

= -3 / -3

= 1

Since the slope of the secant line is 1, we can choose any of the given points to find the equation. Let's use the point (4, f(4)) = (4, 2 + 4) = (4, 6):

Using the point-slope form of a line, we can write the equation of the secant line as:

y - y₁ = m(x - x₁)

y - 6 = 1(x - 4)

y - 6 = x - 4

y = x + 2

Therefore, the equation of the secant line is y = x + 2.

(b) Tangent Line:

To find the equation of the tangent line when x has the value x₁ = 4, we need to find the derivative of the function f(x) = 2 + x.

The derivative of f(x) with respect to x gives us the slope of the tangent line:

f'(x) = d/dx (2 + x)

= 1

The slope of the tangent line is equal to the derivative of the function evaluated at x = 4, which is 1.

Using the point-slope form of a line and the given point (4, f(4)) = (4, 2 + 4) = (4, 6), we can write the equation of the tangent line as:

y - y₁ = m(x - x₁)

y - 6 = 1(x - 4)

y - 6 = x - 4

y = x + 2

Therefore, the equation of the tangent line is y = x + 2, which is the same as the equation of the secant line in this case.

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Evaluate each logarithm using properties of logarithms and the following facts.

log₂ (x): = 3.7 log₂(y) = 1.6 loga(z) = 2.1

(a) loga (yz)
(b) loga z/y
(c) loga y^6

Answers

Using the given logarithmic properties and the provided logarithm values.(a) loga(yz) = 2.1 + 1.6 = 3.7 (b) loga(z/y) = 2.1 - 1.6 = 0.5

(c) loga(y^6) = 6 * 1.6 = 9.6

(a) To evaluate loga(yz), we can use the property of logarithms that states log(ab) = log(a) + log(b).

Applying this property, we have loga(yz) = loga(y) + loga(z). Given loga(y) = 1.6 and loga(z) = 2.1, we can substitute these values and add them together: loga(yz) = 1.6 + 2.1 = 3.7.

(b) For loga(z/y), we can use the property of logarithms that states log(a/b) = log(a) - log(b). Using this property, we have loga(z/y) = loga(z) - loga(y).

Substituting the given values, we have loga(z/y) = 2.1 - 1.6 = 0.5.

(c) To evaluate loga(y^6), we can use the property of logarithms that states log(a^b) = b * log(a).

Applying this property, we have loga(y^6) = 6 * loga(y). Given loga(y) = 1.6, we substitute this value and multiply it by 6: loga(y^6) = 6 * 1.6 = 9.6.

In summary, (a) loga(yz) = 3.7, (b) loga(z/y) = 0.5, and (c) loga(y^6) = 9.6, using the given logarithmic properties and the provided logarithm values.

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and 251 show that | 1+2 | = √₁+2rcost ++² arg (1+z)= arctan (_rsint :) if if t= rein Itrcose By to Substituting in the Maclaurin series In (1+z) = -2 (²-1)^" 2²" (assuming rel) and equating rea

Answers

The modulus of |1 + 2| is √5 and the argument of (1 + z) is π/3. Using Maclaurin series for In (1 + z), we have:In (1 + z) = -2(2 - 1)2/2 + (2 - 1)4/3 - (2 - 1)6/4 + ......... ∞.

Given, |1+2| = √1+2rcost ++².Using the formula for the modulus of the complex number, we have:|1 + 2i| = √(1)2 + (2)2= √5Using the formula for the argument of the complex number, we have:

arg(1 + z)

= arctan(_rsint)

= arctan(_2r/r)

= arctan(2)

(where r = 1 and θ

= π/3)

= π/3

Using Maclaurin series for In (1 + z), we have:

In (1 + z) = z - z2/2 + z3/3 - ....... ∞

= -2(2 - 1)2/2 + (2 - 1)4/3 - (2 - 1)6/4 + ......... ∞

On simplifying, we get:In (1 + z) = -2(2 - 1)2/2 + (2 - 1)4/3 - (2 - 1)6/4 + ......... ∞

= -2(2 - 1)2/2 + (2 - 1)4/3 - (2 - 1)6/4 + ......... ∞.

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Determine The Slope Of The Tangent Line, Then Find The Equation Of The Tangent Line At T = ╥/4.
X = 4 Cos (T), Y = 8 Sin(T)
Slope:
Equation:

Answers

This equation, we get `y = -2x + 12√2`. The equation of the tangent line at `t = π/4` is `y = -2x + 12√2`.

Given, `x = 4 cos(t), y = 8 sin(t)`.We need to determine the slope of the tangent line and find the equation of the tangent line at `t = π/4`.

We know that the slope of the tangent line is given by `dy/dx`.Hence, `dy/dx = (dy/dt)/(dx/dt)`

We have `x = 4 cos(t)`, so `dx/dt = -4 sin(t)`

We have `y = 8 sin(t)`, so `dy/dt = 8 cos(t)`

Hence, `dy/dx = (dy/dt)/(dx/dt) = (8 cos(t))/(-4 sin(t)) = -2 cot(t)`

So the slope of the tangent line at `t = π/4` is `dy/dx = -2 cot(π/4) = -2`

Now, we need to find the equation of the tangent line at `t = π/4`.Let `y - y1 = m(x - x1)` be the equation of the tangent line.

Since the slope of the tangent line at `t = π/4` is `-2`, we have `m = -2`.

Now, we need to find `x1` and `y1` for `t = π/4`.When `t = π/4`,

we have `x = 4 cos(π/4) = 2√2` and `y = 8 sin(π/4) = 4√2`.

Hence, `x1 = 2√2` and `y1 = 4√2`.

So the equation of the tangent line at `t = π/4` is `y - 4√2 = -2(x - 2√2)`

Simplifying this equation, we get `y = -2x + 12√2`.Hence, the equation of the tangent line at `t = π/4` is `y = -2x + 12√2`.

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Use appropriate differentiation techniques to determine the first derivatives of the following functions (simply your answers as far as possible). 3√v-2ve (a) ƒ(v)= (5) V (b) co(1)=(√5) ₁+√7 t+ (5) t x² +1 (c) f(x)= (5) x³-1 (5) (d) f(x)=cos √/sin(tan 7x) (e) f(x)= (tan.x)-1 (5) secx COSX (f) y = (5) 1+sinx

Answers

Therefore ,y = (5)1 + sinx using the power rule and the chain rule, we get:y' = (5)cos(x)

The following are the first derivatives of the given functions using appropriate differentiation techniques:

simplifying the given functions to the appropriate form we get, ƒ(v) = 3v^(1/2) - 2ve

Taking the derivative of this, we get:

ƒ'(v) = (3/2)v^(-1/2) - 2eV(d/dx)[(5) V] = (5) d/dx(V) = (5)

Taking the derivative of c

os(1) = (√5)₁ + √7t + (5)tx²+1

using the chain rule and the power rule, we get:f(x) = cos(√/sin(tan 7x))

Taking the derivative of this using the chain rule and the product rule, we get:

f'(x) = (-7/2) sin(2√/sin(√/sin(tan(7x)))) sec²(√/sin(tan(7x)))sec²(x)

Taking the derivative of

f(x) = (tanx)-1 (5)secx cosx,

we get:f'(x) = - (5)sec^2(x) + (5)sec(x) tan(x)Taking the derivative of

y = (5)1 + sinx using the power rule and the chain rule, we get:y' = (5)cos(x)

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The mean weight of a breed of yearling cattle is 1198 pounds. Suppose that weights of all such animals can be described by the Normal model N(1198,65).
a) How many standard deviations from the mean would a steer weighing 1000 pounds be?
b) Which would be more unusual, a steer weighing 1000 pounds, or one weighing 1250 pounds?

Answers

a. Steer weighing 1000 pounds would be 3.0462 standard deviations from the mean.

b. Steer weighing 1000 pounds would be more unusual.

Given that the mean weight of a breed of yearling cattle is 1198 pounds and the weights of all such animals can be described by the Normal model N(1198,65).

a) How many standard deviations from the mean would a steer weighing 1000 pounds be?

Z-score can be calculated by using the formula,Z = (X - μ)/ σ

Where,X = 1000μ = 1198σ = 65

Substitute the given values,Z = (1000 - 1198)/65Z = -3.0462

Therefore, a steer weighing 1000 pounds would be 3.0462 standard deviations from the mean.

b) Which would be more unusual, a steer weighing 1000 pounds, or one weighing 1250 pounds?

To determine which would be more unusual, a steer weighing 1000 pounds, or one weighing 1250 pounds, we need to compare their respective Z-scores.

We already know the Z-score for a steer weighing 1000 pounds, which is -3.0462.

Now, let's find the Z-score for a steer weighing 1250 pounds,Z = (X - μ)/ σ

Where,X = 1250μ = 1198σ = 65

Substitute the given values,Z = (1250 - 1198)/65Z = 0.8

Therefore, a steer weighing 1250 pounds would be 0.8 standard deviations from the mean.

Comparing the two Z-scores, we can see that a steer weighing 1000 pounds is further from the mean (in the negative direction) than a steer weighing 1250 pounds is from the mean (in the positive direction).

Therefore, a steer weighing 1000 pounds would be more unusual.

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3. Determine the amplitude and period of the function y = 3 sin(2x). Then, graph the function over its single period using five key points.
4. Find the exact value, if any, of each composition function
cos⁻¹(sin 2π/2)

Answers

To determine the amplitude and period of the function y = 3 sin(2x), we can apply the general form of a sinusoidal function and identify the corresponding coefficients.

a. The general form of a sinusoidal function is given by y = A sin(Bx), where A represents the amplitude and B represents the frequency. Comparing this form to the given function y = 3 sin(2x), we can conclude that the amplitude is A = 3. b. To find the period of the function, we can use the formula T = (2π) / B, where B is the coefficient of x in the function. In this case, B = 2, so the period is T = (2π) / 2 = π.

c. Now, let's graph the function over its single period using five key points. Since the period is π, we can choose values of x within this interval to plot the points. Let's select x = 0, π/4, π/2, 3π/4, and π.

For x = 0, y = 3 sin(2(0)) = 0.

For x = π/4, y = 3 sin(2(π/4)) = 3 sin(π/2) = 3.

For x = π/2, y = 3 sin(2(π/2)) = 3 sin(π) = 0.

For x = 3π/4, y = 3 sin(2(3π/4)) = 3 sin(3π/2) = -3.

For x = π, y = 3 sin(2(π)) = 3 sin(2π) = 0. Using these five key points, we can plot the graph of the function y = 3 sin(2x) over its single period, which resembles a sine wave with an amplitude of 3 and a period of π.

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Let f(x) = (1/2)x. Find f(2), f(0), and f(-3), and graph the function.

Answers

As we connect these two points, we get a straight line that passes through the origin (0, 0) with a slope of 1/2. This line represents the graph of the function f(x) = (1/2)x.

To find the values of f(x), we substitute the given values of x into the function f(x) = (1/2)x.

f(2) = (1/2)(2) = 1

f(0) = (1/2)(0) = 0

f(-3) = (1/2)(-3) = -3/2

Now let's graph the function f(x) = (1/2)x. Since it is a linear function with a slope of 1/2, we can start by plotting two points: (0, 0) and (2, 1).

Note that the graph extends infinitely in both directions, as the function is defined for all real values of x

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Rockets were assembled from kits by members of an engineering club and were launched from the ground at the same time. The height y, in feet, of one rocket after t seconds is given by y = -16t² + 150t + 5. The height of the other rocket is given by y = - 16t² + 160t. What is the height at which the rockets are at the same height?

Answers

The heights of two rockets launched at the same time can be described by the equations y = -16t² + 150t + 5 and y = -16t² + 160t. To find the height at which the rockets are at the same height, we need to set the two equations equal to each other and solve for t.

Setting the two equations equal to each other, we have:

-16t² + 150t + 5 = -16t² + 160t

By subtracting -16t² from both sides, we can simplify the equation:

150t + 5 = 160t

Subtracting 150t from both sides, we get:

5 = 10t

Dividing both sides by 10, we find:

t = 0.5

So, the rockets will be at the same height after 0.5 seconds.

To determine the height at this time, we can substitute t = 0.5 into either of the original equations. Let's use the first equation:

y = -16(0.5)² + 150(0.5) + 5

Simplifying the equation, we have:

y = -4 + 75 + 5

y = 76

Therefore, the rockets will be at the same height of 76 feet after 0.5 seconds.

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An equation is shown below. 5(3x + 7) = 10 Which is a result of correctly applying the distributive property in the equation?
A 5-3x + 5-7 = 10
B 5(7 + 3x) = 10
C (3x + 7)5 = 10
D 3x + 7 = 2​

Answers

Answer:

c

Step-by-step explanation:

Mega parsecs (Mpc) stands for trillions of parsecs.
Group of answer choices
True
False


You have seen some simple and elegant equations in this course up until now; not including H = 1/t (or t = 1/H). Which of the following is one, and where do we find it used with great success?
Group of answer choices

all of these
E = mc^2; sun's nuclear fusion
F = 1/d^2; force of gravity with changing

Answers

Mega parsecs (Mpc) stands for trillions of parsecs. This statement is true. Additionally, the question asks about simple and elegant equations found in the course, excluding H = 1/t (or t = 1/H).

Mega parsecs (Mpc) does indeed stand for trillions of parsecs. A parsec is a unit of length used in astronomy to measure vast distances, and mega parsecs represent distances in the order of trillions of parsecs.

Regarding the simple and elegant equations mentioned in the course, excluding H = 1/t (or t = 1/H), one of the options provided, E = mc^2, is a well-known equation from Einstein's theory of relativity. This equation relates energy (E) to mass (m) and the speed of light (c). It is used to understand the equivalence of mass and energy and has had significant success in explaining various phenomena, including nuclear reactions and the behavior of particles.

In conclusion, the statement that mega parsecs (Mpc) stands for trillions of parsecs is true. Additionally, among the given options, E = mc^2 is a widely recognized equation used with great success in various fields, including physics and nuclear science.

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Depending on whether the results indicate a significant difference on the mean amount of money spent by customers who purchase different number of items in a visit, the shop manager would wish to investigate between which of the groups there is a statistically significant difference on the mean amount of money spent in a visit.

Which procedure would you use to assess the manager’s belief? Explain why this procedure is appropriate.

Answers

The procedure that can be used to assess the manager’s belief is the analysis of variance (ANOVA).

This procedure is appropriate because ANOVA is a statistical tool used to compare the means of three or more groups.

It can help determine if there are any statistically significant differences between the group means.

Dependent on whether the results indicate a significant difference in the mean amount of money spent by customers who purchase a different number of items in a visit, the shop manager would wish to investigate which of the groups have a statistically significant difference in the mean amount of money spent in a visit.

Hence, ANOVA is an appropriate method to do so.

Analysis of Variance (ANOVA)The analysis of variance (ANOVA) is a statistical technique used to test the null hypothesis that the means of two or more populations are equal.

ANOVA is useful for analyzing data in which there are several groups or variables.

It is used to determine whether the differences between the means of the groups are statistically significant.

The ANOVA test is based on the F-distribution.

The F-statistic is calculated by dividing the between-group variability by the within-group variability.

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From a sample of 12 tarantulas, it was found that the mean weight was 55.68 grams with a. With an 95% confidence level , provide the confidence interval that could be used to estimate the mean weight of all tarantulas in a population. a standard deviation of 12.49 grams. Dogo Set Notation: ban Interval Notation: + Notation:

Answers

At a 95% confidence level, the confidence interval that could be used to estimate the mean weight of all tarantulas in a population, based on a sample of 12 tarantulas, is approximately 49.91 grams to 61.45 grams using interval notation and (49.91, 61.45) grams using parentheses notation.

To calculate the confidence interval, we use the formula:

Confidence interval = mean ± (critical value * standard error)

The critical value is obtained from the t-distribution table based on the given confidence level and the degrees of freedom, which is n - 1 (where n is the sample size). In this case, with a sample size of 12 and a 95% confidence level, the critical value is approximately 2.201.

The standard error is calculated as the standard deviation divided by the square root of the sample size. In this case, the standard error is 12.49 / √12 ≈ 3.6 grams.

Plugging in the values, we have:

Confidence interval = 55.68 ± (2.201 * 3.6) ≈ 55.68 ± 7.92

So, the confidence interval is approximately 55.68 - 7.92 to 55.68 + 7.92, which translates to 47.76 grams to 63.60 grams using interval notation.

In summary, at a 95% confidence level, the confidence interval for estimating the mean weight of all tarantulas in a population based on the given sample is approximately (49.91, 61.45) grams or 49.91 grams to 61.45 grams. This interval provides a range within which the true population mean is likely to fall.

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Homework: Topic 4 HW Question 28, 7.2.19-T Part 1 of 2 HW Score: 80.83%, 32.33 of 40 points O Points: 0 of 1 Save A food safety guideline is that the mercury in fish should be below 1 part per mon top

Answers

The statement that a food safety guideline is that the mercury in fish should be below 1 part per mon is true. The food safety guidelines provided by the U.S. Food and Drug Administration (FDA) and the Environmental Protection Agency (EPA) recommend that the mercury content in fish be below 1 part per million (ppm) for human consumption.

Fish and shellfish are rich in nutrients and a vital part of a healthy diet.

However, they can also contain mercury, which is a toxic metal that can cause serious health problems when consumed in large amounts.

Therefore, the FDA and EPA recommend that people should choose fish that are low in mercury, especially if they are pregnant or nursing women, young children, or women who are trying to conceive.

In general, fish that are smaller in size and shorter-lived are less likely to contain high levels of mercury than larger, longer-lived fish.

It's important to follow food safety guidelines to avoid potential health risks and enjoy the benefits of a healthy diet.

Summary: A food safety guideline is that the mercury in fish should be below 1 part per mon is true. The FDA and EPA recommend that people should choose fish that are low in mercury, especially if they are pregnant or nursing women, young children, or women who are trying to conceive.

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Consider the following data set: i 1.0 2.0 3.0 4.0 5.0 Y 8.4 12.1 14.7 9.3 6.1 X 2.0 3.0 4.0 2.0 1.0 For each of the following models, write the design matrix and use matrix notation to write the form of the model: a. Y; = Bo + B1X; + Ei- b. Y; = B_X, + Bux} + BuX; +Ei

Answers

In matrix notation, the model can be written as: Y = B * X + E

To write the design matrix and the form of the model for each of the given models, we need to arrange the data in matrix notation.

The given data set is as follows:

i    1.0    2.0    3.0    4.0    5.0

Y    8.4    12.1   14.7   9.3    6.1

X    2.0    3.0    4.0    2.0    1.0

a. Model: Y; = Bo + B1X; + Ei

Design Matrix:

1   X;

1   X;

1   X;

1   X;

1   X;

In matrix notation, the model can be written as:

Y = B * X + E

Where:

Y is the response vector (5x1)

B is the coefficient vector (2x1) containing Bo and B1

X is the design matrix (5x2) containing the first column of 1's and the X values

E is the error vector (5x1)

b. Model: Y; = B_X, + Bux} + BuX; + Ei

Design Matrix:

1   X1    X2

1   X1    X2

1   X1    X2

1   X1    X2

1   X1    X2

In matrix notation, the model can be written as:

Y = B * X + E

Where:

Y is the response vector (5x1)

B is the coefficient vector (3x1) containing Bo, B1, and B2

X is the design matrix (5x3) containing the first column of 1's, X1 values, and X2 values

E is the error vector (5x1)

Note: In the given data set, there is no explicit X2 column. Please provide the correct data if you want the accurate design matrix and model representation for model b.

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The castaway uses the fallen fronds to measure the area of the shelter roof and finds it takes 14 fallen palm fronds to complete cover the shelter roof. If a fallen palm frond is 46 centimeters wide and 1.3 meters long, what is the area of the roof of the shelter in SI units? NOTE: Enter your answer to 1 decimal place.

Answers

The area of the roof of the shelter in SI units is approximately 8.4 square meters.

How to calculate the area of the roof of the shelter

The total number of fronds used must be multiplied by the breadth and length of each palm frond that has fallen.

Given:

A fallen palm frond's width = 46 centimeters

A fallen palm frond measures 1.3 meters in length

Since there are 100 centimeters in a meter, we divide the width by 100 to get meters:

Width in meters = 46 cm / 100 = 0.46 meters

Now we can calculate the area of each fallen palm frond:

Area of a frond = Width × Length = 0.46 meters × 1.3 meters = 0.598 square meters

We multiply the size of a single frond by 14 to calculate the overall area of the roof since it takes 14 fallen palm fronds to completely cover the shelter roof:

Total area of the roof = 0.598 square meters × 14 = 8.372 square meters

So, the area of the roof of the shelter in SI units is approximately 8.4 square meters.

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(a) Use the method of first principles to determine the derivative of f(x)=x6 (6) (b) Use an appropriate method of differentiation to determine the derivative of the following functions (simplify your answers as far as possible): (i) f(x)=cos(sin(tanx)) (ii) p(t)=1sin(t)cos(t) (iii) g(x)=ln(1+exex) find the volume of the following solid figures Which of the following would be an important observation that could help you identify a metamorphic rock?Choose one:A. the random arrangement of mineral grainsB. large crystal sizeC. the presence of garnetD. sand grains that break along grain boundaries Bonita Manufacturing Company uses a standard cost accounting system. In 2022, 27,000 units were produced. Each unit took several kilograms of direct materials and 1.6 standard hours of direct labour at a standard hourly rate of $15.00. Normal capacity was 49,600 direct labour hours. During the year, 113,400 kg of raw materials were purchased at $0.92 per kilogram. All materials purchased were used during the year. If the materials price variance was $9.072 favourable, what was the standard materials price per kilogram? (Round answer to 2 decimal places, eg. 5.25.) Standard price per kilogram $ If the materials quantity variance was $5,400 unfavourable, what was the standard materials quantity per unit? (Round answer to 2 decimal places, e.g. 5.17.) Standard materials quantity per unit What were the standard hours allowed for the units produced? Standard hours allowed kilograms If the labour quantity variance was $10,950 unfavourable, what were the actual direct labour hours worked? Actual direct labour hours Fill in the missing numbers in the following income statement: (Do not round intermediate calculations.)sales$645,400costs$346,900depreciation97,600EBIT_?Taxes (30%)_?Net INcome?Requirement 2:What is the OCF?Requirement 3:What is the depreciation tax shield? Someone please help me wit this Write short notes on Population and Purposive sampling. (8Marks) Consider the functions f(x)=16-x and g(x) = x. (a) Determine the domain of the composite function (fog)(x). In MATLAB, define the domain of fog using the linspace command, and define the composite function fog. Copy/paste the code to your document. (b) Plot the composite function using the plot () command. (c) Add an appropriate title, and x, y-labels to your figure and save as a PDF. Attach the figure to the main document, using the online merge packages.