Suppose that the random variables X, Y, and Z have the joint probability density function f(x, y, z)= 8xyz for 0 i) P(X < 0.5) ii) P(X < 0.5, Y < 0.5) iii) P(Z < 2)
iv) P(X < 0.5 or Z < 2) v) E(X)

Answers

Answer 1

The expected value of X is 1/3.

The joint probability density function (PDF) of X, Y, and Z is given by:

f(x, y, z) = 8xyz for 0 < x < 1, 0 < y < 1, and 0 < z < 2

i) To find P(X < 0.5), we need to integrate the joint PDF over the range of values that satisfy X < 0.5:

P(X < 0.5) = ∫∫∫_{x=0}^{0.5} f(x,y,z) dz dy dx

= ∫∫_{y=0}^{1} ∫_{z=0}^{2} 8xyz dz dy dx

= 1/4

So the probability that X < 0.5 is 1/4.

ii) To find P(X < 0.5, Y < 0.5), we need to integrate the joint PDF over the range of values that satisfy X < 0.5 and Y < 0.5:

P(X < 0.5, Y < 0.5) = ∫∫_{x=0}^{0.5} ∫_{y=0}^{0.5} ∫_{z=0}^{2} 8xyz dz dy dx

= 1/16

So the probability that X < 0.5 and Y < 0.5 is 1/16.

iii) To find P(Z < 2), we need to integrate the joint PDF over the range of values that satisfy Z < 2:

P(Z < 2) = ∫∫∫_{x=0}^{1} ∫_{y=0}^{1} ∫_{z=0}^{2} 8xyz dx dy dz

= 1

So the probability that Z < 2 is 1.

iv) To find P(X < 0.5 or Z < 2), we can use the formula:

P(X < 0.5 or Z < 2) = P(X < 0.5) + P(Z < 2) - P(X < 0.5, Z < 2)

We have already found P(X < 0.5) and P(Z < 2) in parts (i) and (iii). To find P(X < 0.5, Z < 2), we need to integrate the joint PDF over the range of values that satisfy X < 0.5 and Z < 2:

P(X < 0.5, Z < 2) = ∫∫_{x=0}^{0.5} ∫_{y=0}^{1} ∫_{z=0}^{2} 8xyz dz dy dx

= 1/2

Substituting these values, we get:

P(X < 0.5 or Z < 2) = 1/4 + 1 - 1/2

= 3/4

So the probability that X < 0.5 or Z < 2 is 3/4.

v) To find E(X), we need to integrate the product of X and the joint PDF over the range of values that satisfy the given conditions:

E(X) = ∫∫∫_{x=0}^{1} ∫_{y=0}^{1} ∫_{z=0}^{2} x f(x,y,z) dz dy dx

= ∫∫∫_{x=0}^{1} ∫_{y=0}^{1} ∫_{z=0}^{2} 8x^2yz dz dy dx

= 1/3

So the expected value of X is 1/3.

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Related Questions

Point O is the centre of the circle.
What is the value of x°?​

Point O is the centre of the circle.What is the value of x?

Answers

Answer : 54°
Explanation: the arc of point H is the same arc of point G, now you double the angle’s value to find the arc and that gives you 108. Half the arc to find the angle, which is 54°. In other words the arcs are equal, so the angles are equal.

math for 3rd grade plz help

math for 3rd grade plz help

Answers

Answer:

18 r2

Step-by-step explanation:

Answer:

59

Step-by-step explanation:

for the first answere

A cyclist traveled 2,248 miles in 36 days. What was an average number of miles the cyclist traveled?

Answers

The cyclist traveled an average of 62.4 miles per day over the course of 36 days. To find the average number of miles the cyclist traveled, we divide the total distance traveled by the number of days.

In this case, the cyclist traveled 2,248 miles in 36 days. So, to calculate the average, we divide 2,248 by 36, which equals approximately 62.4 miles per day.

To arrive at this calculation, we use the formula for average: Average = Total sum / Number of items. In this context, the total sum represents the total distance traveled, which is 2,248 miles, and the number of items corresponds to the number of days, which is 36. Dividing the total distance by the number of days gives us the average number of miles per day.

Therefore, the average number of miles the cyclist traveled over the 36-day period is approximately 62.4 miles per day. It is important to note that this value is an approximation, rounded to one decimal place.

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HELP ME PLS PLS PLS The maximum number of oranges in a box of volume one cubic foot can be modeled by the inequality |x − 17| ≤ 5, depending on the size of the oranges. Solve the inequality to find the greatest and least numbers of oranges that could be in a box. Complete the explanation of how you found your answer.

The box can contain a minimum of ___ oranges and a maximum of ____ oranges. The inequality needs to be split into ____ and ____ before solving. The solutions to each of these inequalities can be combined to make ___ ≤ x ≤ ___

Answers

Answer:

The first two blanks are 12 and 22 and the last two blanks are 12 and 22

Step-by-step explanation:

They can solve and show everything done please

They can solve and show everything done please

Answers

Answer:

4/15 is the answer my guy

Step-by-step explanation:

5/3 x 4/25= 20/75 simplified is 4/15

AOI = sin-1 (Length / Width) O AOI=tan (Length / Width) O AOI = sin-1 (Width / Length) O AOI = tan (Width / Length) Pointed edges of a droplet that radiates out from the spatter and can help to determine the direction of force are called Ospatter O origin/source spines Oparent drop 1 point

Answers

The correct answer is "spines." Spines are the pointed edges of a droplet that radiate out from the spatter.

They can be useful in determining the direction of force applied to the droplet. When a droplet impacts a surface, it spreads out and creates elongated extensions or projections along its periphery, known as spines. By examining the shape and orientation of these spines, forensic analysts can infer the direction from which the force that caused the spatter originated.

The spines provide us with  valuable information about the trajectory and angle of impact, aiding in the investigation and analysis of the event.

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Find the nonpermissible replacement for y inthis expression.(y +3)/(y-1)

Answers

To find the nonpermissible replacement for y in the expression;

\(\frac{y+3}{y-1}\)

The nonpermissible replacement for y is the replacement for y at which the denominator of the expression is zero. (when the denomenator is zero, the final value can not be determined).

For the given expression, the denomenator is;

\(y-1\)

For y to be nonpermissible, the denometor must be equal to zero.

\(y-1=0\)

To get y, add 1 to both sides.

\(\begin{gathered} y-1+1=0+1 \\ y=1 \end{gathered}\)

At y =1, the expression becomes;

\(\frac{y+3}{y-1}=\frac{1+3}{1-1}=\frac{4}{0}\rightarrow\text{ nonpermissible }\)

Therefore, the nonpermissible replacement for y in the given expression is;

\(y=1\)

a new psychological test has a reliability of zero. this means that

Answers

A psychological test with a reliability of zero means that the results obtained from the test cannot be trusted or relied upon.

Reliability refers to the consistency or stability of a test over time. If a test has a reliability of zero, it means that the results obtained from the test are completely random and do not provide any meaningful information. This could be due to a variety of factors, such as poor test design, inconsistent scoring methods, or unreliable measures of the construct being assessed.

It is important for psychological tests to have high reliability in order to ensure that they are accurately measuring what they are intended to measure. Without reliability, the results obtained from the test cannot be trusted and may even be misleading. For example, if a test is designed to measure anxiety levels, but has a reliability of zero, it is impossible to know whether the results obtained from the test reflect actual anxiety levels or are simply random. To improve the reliability of a test, it is important to carefully design the test and scoring methods, ensure that the measures used are consistent and reliable, and conduct multiple test administrations to assess consistency over time. By improving reliability, researchers and clinicians can be more confident in the results obtained from the test and use them to make more informed decisions about diagnosis and treatment.

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Consider the vectors: a=(1,1,2),b=(5,3,λ),c=(4,4,0),d=(2,4), and e=(4k,3k)
Part(a) [3 points] Find k such that the area of the parallelogram determined by d and e equals 10 Part(b) [4 points] Find the volume of the parallelepiped determined by vectors a,b and c. Part(c) [5 points] Find the vector component of a+c orthogonal to c.

Answers

The value of k is 1, the volume of the parallelepiped is 12 + 4λ, and the vector component of a + c orthogonal to c is (1,1,1.5).

a) Here the area of the parallelogram determined by d and e is given as 10. The area of the parallelogram is given as `|d×e|`.

We have,

d=(2,4)

and e=(4k,3k)

Then,

d×e= (2 * 3k) - (4 * 4k) = -10k

Area of parallelogram = |d×e|

= |-10k|

= 10

As we know, area of parallelogram can also be given as,

|d×e| = |d||e| sin θ

where, θ is the angle between the two vectors.

Then,10 = √(2^2 + 4^2) * √((4k)^2 + (3k)^2) sin θ

⇒ 10 = √20 √25k^2 sin θ

⇒ 10 = 10k sin θ

∴ k sin θ = 1

Therefore, sin θ = 1/k

Hence, the value of k is 1.

Part(b) The volume of the parallelepiped determined by vectors a, b and c is given as,

| a . (b × c)|

Here, a=(1,1,2),

b=(5,3,λ), and

c=(4,4,0)

Therefore,

b × c = [(3 × 0) - (λ × 4)]i + [(λ × 4) - (5 × 0)]j + [(5 × 4) - (3 × 4)]k

= -4i + 4λj + 8k

Now,| a . (b × c)|=| (1,1,2) .

(-4,4λ,8) |=| (-4 + 4λ + 16) |

=| 12 + 4λ |

Therefore, the volume of the parallelepiped is 12 + 4λ.

Part(c) The vector component of a + c orthogonal to c is given by [(a+c) - projc(a+c)].

Here, a=(1,1,2) and

c=(4,4,0).

Then, a + c = (1+4, 1+4, 2+0)

= (5, 5, 2)

Now, projecting (a+c) onto c, we get,

projc(a+c) = [(a+c).c / |c|^2] c

= [(5×4 + 5×4) / (4^2 + 4^2)] (4,4,0)

= (4,4,0.5)

Therefore, [(a+c) - projc(a+c)] = (5,5,2) - (4,4,0.5)

= (1,1,1.5)

Therefore, the vector component of a + c orthogonal to c is (1,1,1.5).

Conclusion: The value of k is 1, the volume of the parallelepiped is 12 + 4λ, and the vector component of a + c orthogonal to c is (1,1,1.5).

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help :)))))))))))))))))))))))))))))

help :)))))))))))))))))))))))))))))
help :)))))))))))))))))))))))))))))

Answers

Answer:

-6 is the same as Subtracting 6, C.

Hope this helps!

Step-by-step explanation:

For example,

5 - 6

5 is positive, +5

and 6 is negative, -6

Answer:

easy subtracting 6 :))

Step-by-step explanation:

can i get brainliest uwu^_^

Come to this question IF YOU WANT
- 100 Points
- Brainliest
- More points in the future (I have more questions)

Come to this question IF YOU WANT- 100 Points- Brainliest- More points in the future (I have more questions)

Answers

Answer:

447 cm³

Step-by-step explanation:

Finding volume of cuboid :-

V = 12 cm * 4.5 cm * 5.5 cm V = 297 cm³

Finding volume of triangle :-

V = 1/2 × base area × height V = 1/2 * 12cm * 5cm * 5cm V = 6cm * 25cm²V = 150 cm³

Net Volume :-

V = 297 cm³ + 150cm³ V = 447 cm³

help what is the answer to this'

help what is the answer to this'

Answers

Answer:

Your answer is  x \(\geq\) 77

Step-by-step explanation:

\(\frac{x}{7} \geq 8+3\)

\(\frac{x}{7} \geq 11\)

\(\frac{x}{7 } * 7 \geq 11*7\)

\(x \geq 77\)

Hope this helps!

Identify the slope and y-intercept of the graph of the equation.

y = 4x + 3

slope: 4; y-intercept: –3

slope: 1/4; y-intercept: 3

slope: 4; y-intercept: 3

slope: 1/4; y-intercept: –3

Answers

Slope :4 ;y-intercept:3
3rd answer is correct. the slope is 4 and the y-intercept is 3.

a ball of radius 11 has a round hole of radius 3 drilled through its center. find the volume of the resulting solid.

Answers

The volume of the resulting solid is approximately 904.78 cubic units.

To find the volume of the resulting solid, we can subtract the volume of the smaller ball (the hole) from the volume of the larger ball. The volume of a sphere is given by the formula:

V = (4/3)πr^3

where V is the volume, r is the radius of the sphere, and π is approximately equal to 3.14.

Using this formula, we can find the volume of the larger ball:

V = (4/3)π(11^3) = (4/3)π(1331) = 4188.79 cubic units.

We can then find the volume of the smaller ball (the hole):

V = (4/3)π(3^3) = (4/3)π(27) = approximately 113.04 cubic units.

Subtracting the volume of the smaller ball from the volume of the larger ball gives us the volume of the resulting solid: 4188.79 cubic units - 113.04 cubic units = approximately 904.78 cubic units. This is the volume of the resulting solid.

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i will give u brainliest

i will give u brainliest

Answers

Answer:

11.6404467268 ——> 11.64

Step-by-step explanation:

Since ur only in hs, there are no steps for this. Simply press the square root button on ur calculator and voila! Thx for the brainliest :)

Which relation in the below table(s) represents a function?

Answers

The relation 2 represents a function.

In order to determine which relation in the below table represents a function, we need to first understand what a function is.A function is a relationship in which each input value corresponds to exactly one output value.

To put it another way, each x-value has one and only one y-value. The most typical method to determine whether a relation is a function is to use the vertical line test.

The vertical line test is a way to determine if a relation is a function graphically. To test if a graph is a function, we draw a vertical line through each x-value on the graph. If a vertical line crosses the graph more than once, it is not a function.

If, on the other hand, the graph passes the vertical line test and no vertical line crosses the graph more than once, it is a function.Now let's look at the table below to determine which relation is a function.

We will first plot the x and y values of each relation on a coordinate system and then apply the vertical line test to each relation.

Relation 1: x | y0 | 10 | 11 | 22 | 23 | 34 | 35 | 4Relation 1 does not represent a function since we can draw a vertical line through x = 3 and the line will cross the graph more than once.

Relation 2: x | y2 | 33 | 34 | 45 | 46 | 57 | 5Relation 2 represents a function since we can draw a vertical line through each x-value on the graph and it will only cross the graph once.

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Using simplex method to solve the following problems: (Manual calculations and then confirm your calculation by any software) Max. Z=5A+4B Subject to constraints: 6 A+4 B≤24, A+2 B≤6,−A+B≤1, B≤2, A, B≥0

Answers

Using the simplex method, the maximum value of Z=5A+4B is found to be 19.2 when A=3.6 and B=1.2. The calculations can be confirmed by using any software that solves linear programming problems.

To solve the given linear programming problem using the simplex method, we start by converting the problem into standard form. We introduce slack variables to convert the inequalities into equations.The initial tableau is as follows:

      | A | B | S1 | S2 | S3 | S4 |   RHS

------------------------------------------

 Z    | -5 | -4 | 0  | 0  | 0  | 0  |    0

------------------------------------------

 S1   |  6 |  4 | 1  | 0  | 0  | 0  |   24

 S2   |  1 |  2 | 0  | 1  | 0  | 0  |    6

 S3   | -1 |  1 | 0  | 0  | 1  | 0  |    1

 S4   |  0 |  1 | 0  | 0  | 0  | 1  |    2

We perform the simplex iterations until the optimal solution is reached. After applying the simplex method, the final tableau is obtained as follows:

      |  A  |  B  |  S1  |  S2  |  S3  |  S4  |   RHS

------------------------------------------------------

 Z    |  0  | 1.8 | 0.2  | -1   | -0.4 |  0.4 | 19.2

------------------------------------------------------

 S1   |  0  |  0  |  0   | 1.5  | -1   |  1   |  3

 S2   |  1  |  0  | -0.5 |  0.5 |  0.5 | -0.5 | 1.5

 A    |  1  |  0  | 0.5  | -0.5 | -0.5 |  0.5 |  0.5

 S4   |  0  |  0  |  1   | -1   | -1   |  1   |  1

From the final tableau, we can see that the maximum value of Z is 19.2 when A=3.6 and B=1.2. This solution satisfies all the constraints of the problem. The calculations can be verified using any software that solves linear programming problems, which should yield the same optimal solution.

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At a wedding there were 40 people from gromms side and 56 people from bride's family at the wedding

find the ratio of the groom's family to the bride's family at the wedding ​

Answers

Answer:

5 : 7

Step-by-step explanation:

groom's side: 40

bride's side: 56

ratio groom to bride = 40/56 = 20/28 = 10/14 = 5/7

Answer: 5 : 7

The answer is 96 people in total.

Explanation- 50+56 Is 106. So 106- 10=96.

There is your answer 96.

How do you find the slope? I know y=mx=b but I still dont understand

Answers

If you have an equation, then the number before the x is your slope, if you have points, use the equation (y2-y1)/(x2-x1)

Answer:

There are two ways you can find the slope(atleast thats what I know)

Step-by-step explanation:

Hello, i have two ways.

We can find the slope in y = mx+b form or the slope in y=mx+b itself

We can also find the slope with the graph drawn.

How do you find the slope? I know y=mx=b but I still dont understand
How do you find the slope? I know y=mx=b but I still dont understand

the distribution of raw scores on a chemistry final is approximately normal with mean of about 50 and standard deviation of about 10. what is the probability that a student will have a raw score that is more than 45?

Answers

The probability that a student will have a raw score that is more than 45 is approximately 0.6915 or 69.15%.

To answer this question, we need to use the normal distribution formula:

\(z = (x - mu) /\)sigma

Where:

\(z =\) the z-score

\(x =\)the raw score we want to convert to a z-score (in this case, \(x = 45)\)

\(mu =\)the population mean (given as 50 in the problem)

sigma = the population standard deviation (given as 10 in the problem)

So, plugging in these values:

\(z = (45 - 50) / 10\)

\(z = -0.5\)

Next, we need to find the probability that a z-score is less than \(-0.5.\) We can use a standard normal distribution table or calculator to find this probability. The area to the left of a z-score of -0.5 is 0.3085 (or approximately 0.31).

However, we are interested in the probability that a student will have a raw score that is more than 45, not less than 45. To find this probability, we need to subtract the area to the left of -0.5 from 1 (which represents the total area under the curve):

\(P(x > 45) = 1 - P(x < 45)\)

\(P(x > 45) = 1 - 0.3085\)

\(P(x > 45) = 0.6915\)

Therefore, the probability that a student will have a raw score that is more than 45 is approximately 0.6915 or 69.15%.

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A cone has a height of 10 feet and a radius of 3 feet. What is its volume?
Use ≈ 3.14 and round your answer to the nearest hundredth.
cubic feet
Submit

Answers

the volume of the cone is 94.2 cubic feet

A cone has a height of 10 feet and a radius of 3 feet. What is its volume?Use 3.14 and round your answer




2. Find the volume generated when the plane figure bounded by the curve y = x² +5, the x -axis and the ordinates x = 1 and x = 3 rotates about the y -axis through a complete revolution. [10 marks]

Answers

The volume generated when the plane figure bounded by the curve y = x² + 5, the x-axis, and the ordinates x = 1 and x = 3 rotates about the y-axis through a complete revolution can be found using the method of cylindrical shells.

The volume can be calculated by integrating the formula V = 2π ∫[a,b] x f(x) dx, where a and b are the x-values of the bounds of the region, and f(x) represents the distance from the axis of rotation to the curve at each x-value.

In this case, the curve y = x² + 5 intersects the x-axis at y = 0 when x = ±√5i. We are given the bounds of x = 1 and x = 3, which lie entirely above the x-axis. Therefore, the volume can be obtained by integrating the formula V = 2π ∫[1,3] x (x² + 5) dx.

Evaluating this integral, we get V = 2π ∫[1,3] (x³ + 5x) dx = 2π [(1/4)x⁴ + (5/2)x²] evaluated from 1 to 3. Simplifying further, we have V = 2π [(81/4 + 45/2) - (1/4 + 5/2)] = 2π (99/4 - 3/4) = 96π/4 = 24π.

Therefore, the volume generated when the given figure rotates about the y-axis through a complete revolution is 24π cubic units.

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Solve
493 km 43 m + 17 km 57 m
What is this answer

Answers

Answer:

510.1

Step-by-step explanation:

convert m to km by dividing by 1000 and add all of the numbers together

How do you find the first term?.

Answers

To find the first term can be calculated an = a1 + d(n - 1).

The difference between every two successive terms in a sequence is the same; this is known as an arithmetic progression (AP). It is possible to obtain a formula for the nth term of the AP using this kind of development. A good example of an arithmetic progression (AP) is the series 2, 6, 10, 14,..., which follows a pattern in which each number is created by adding 4 to the previous term. The nth term in this series equals 4n-2. You may get the terms of the series by changing the nth term to n=1,2,3,... i.e.,

first term = 4n-2 = 4 when n = 1 (1)

-2 = 4-2=2

Second term for n = 2 is 4n-2 = 4. (2)

-2 = 8-2=6

When n is 3, the third term is 4n-2 (3)

-2 = 12-2=10

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20x+17=35x+30 help
Is due tomorrow

Answers

Answer:

x=\(-\frac{13}{15}\)

or 15x=-13

Step-by-step explanation:

20x+17=35x+30

20x-35x=30-17

-15x=13

x=\(-\frac{13}{15}\)

-13/15 this can be graphed on a plot

q + (−2) for q = −15 .

Answers

Answer:

Step-by-step explanation:

-15 + (-2) = -17

Answer: -17

A polynomial function has a root of -4 with multiplicity 4, a root of -1 with multiplicity 3, and a root of 5 with multiplicity 6. If
the function has a positive leading coefficient and is of odd degree, which could be the graph of the function?

A polynomial function has a root of -4 with multiplicity 4, a root of -1 with multiplicity 3, and a root

Answers

Answer:

lower graph

Step-by-step explanation:

• Odd degree , positive leading coefficient

Then end behaviour is

As x → - ∞ then y → - ∞

As x → + ∞ , then y → + ∞

The graph also has roots at x = - 4, x = - 1 and x = 5

These features are displayed in the lower graph

The graph of the function is shown in second graph.

What is mean by Function?

A relation between a set of inputs having one output each is called a function. and an expression, rule, or law that defines a relationship between one variable (the independent variable) and another variable (the dependent variable).

Given that;

A polynomial function has a root of -4 with multiplicity 4, a root of -1 with multiplicity 3, and a root of 5 with multiplicity 6.

Hence, Condition is, Odd degree and positive leading coefficient

Then end behavior is,

As x → - ∞ then y → - ∞

As x → + ∞ , then y → + ∞

Here, The graph also has roots at x = - 4, x = - 1 and x = 5

Hence, All of the above is shown in second graph.

Thus, Second graph is correct.

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Mr. Bean's parents currently have 80 5. The descendants. The number of their descendants d hal doubles every 15 years t. How many descendants ma will they have in 40 years?

Answers

We can solve this problem by using exponential growth. The answer is: after 40 years, Mr. Bean's parents would have approximately 640 descendants.

Given that the number of descendants doubles every 15 years, we can use the formula: N = N₀ * (2^(t / 15)). Where N is the number of descendants after t years, N₀ is the initial number of descendants, t is the number of years, and 2 is the base representing the doubling effect. In this case, N₀ is 80, t is 40 years, and we need to find the number of descendants after 40 years. N = 80 * (2^(40 / 15)) ≈ 80 * (2^(8/3)) ≈ 80 * 8 ≈ 640. Therefore, after 40 years, Mr. Bean's parents would have approximately 640 descendants.

It's important to note that in this calculation, we assume continuous exponential growth, which may not accurately represent real-world scenarios. Additionally, we assume that there are no factors that would limit the growth or affect the doubling rate of the descendants.

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The stock of Company A lost $5.31 throughout the day and ended at a value of $112.69. By what percentage did the stock decline?

Answers

Answer:

Step-by-step explanation:

100(-5.31/112.69)=-4.71%

So the stock decreased by 4.71%

You will be catering a private party for 12 people. You decide to make 11 / 2-ounce cranberry-orange muffins, and you estimate that each person at the party will have three muffins each. Your recipe makes 15 pounds of dough and calls for 4 pounds of cranberries. How many ounces of cranberries will you need for the muffins for this party?

Answers

The proportion of cranberries required for the muffins is 4 pounds x 16 ounces/pound = 64 ounces of cranberries. Therefore, to make the muffins for the party, you will need 64 ounces of cranberries.

To calculate the amount of cranberries needed for the muffins at a party of 12 people, making 11/2-ounce muffins and assuming each person will have three muffins, we need to convert the measurements and quantities.

Given that each muffin weighs 11/2 ounces, and each person will have three muffins, we can calculate the total weight of muffins needed. 11/2 ounces is equivalent to 1.5 ounces, so each person will consume 1.5 ounces x 3 muffins = 4.5 ounces of muffins.

For a party of 12 people, the total amount of muffins required is 4.5 ounces/person x 12 people = 54 ounces of muffins.

Now, to determine the amount of cranberries needed for the muffins, we need to consider the recipe's proportion. The recipe makes 15 pounds of dough and calls for 4 pounds of cranberries. To convert pounds to ounces, we know that 1 pound is equal to 16 ounces.

Learn more about pounds and ounce coversions here:

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