Charmain and Dix require a program to determine the probability of any 2 students in the WRSC111 class having exactly the same mark for the WRSC111 test. They have contracted you to develop the program. You are required to ANALYSE, DESIGN and IMPLEMENT a script solution that solves this problem using the following methods: • A function numStudents that continuously requests the user for the number of students registered for WRSC111 until a positive value is entered. This positive number is returned by the function • A function generate Marks that generates a list of n random marks in the range 0 – 100, where n is the input argument. Each mark is rounded to the nearest integer. The list of marks is returned by the function • A function check that takes a list of marks and returns true if any mark is duplicated in the list, otherwise returns false • The main script file that uses the functions written above to generate and check 25000 lists of marks for a WRSC111 class, the number of students obtained from the user. The program must determine and display the probability of any 2 students in the WRSC111 class having exactly the same mark

Answers

Answer 1

The script will prompt the user for the number of students, generate 25000 lists of marks for that number of students, check for duplicates in each list, calculate the probability of duplicate marks, and display the result.

Here's an example of how you can analyze, design, and implement a script solution to solve the problem:

1. Analysis:

  - We need to create three functions: `numStudents`, `generateMarks`, and `check`.

  - `numStudents` will take user input to get the number of students registered for WRSC111.

  - `generateMarks` will generate a list of random marks based on the given number of students.

  - `check` will check if any mark in the list is duplicated.

  - The main script will use these functions to generate and check 25000 lists of marks for a WRSC111 class.

2. Design:

  - Function `numStudents`:

    - Initialize a variable `num` to 0.

    - Use a loop to continuously request user input for `num` until a positive value is entered.

    - Return the positive value entered by the user.

  - Function `generateMarks(n)`:

    - Initialize an empty list `marks`.

    - Use a loop to generate `n` random marks in the range of 0-100.

    - Round each mark to the nearest integer and append it to the `marks` list.

    - Return the `marks` list.

  - Function `check(marks)`:

    - Convert the `marks` list to a set.

    - Compare the length of the `marks` list with the length of the set.

    - If the lengths are different, it means there are duplicate marks, so return `True`.

    - Otherwise, return `False`.

  - Main script:

    - Call the `numStudents` function to get the number of students.

    - Initialize a variable `duplicateCount` to 0.

    - Use a loop to generate and check 25000 lists of marks:

      - Call the `generateMarks` function with the number of students as the argument.

      - Call the `check` function with the generated marks list.

      - If the result is `True`, increment `duplicateCount`.

    - Calculate the probability of two students having the same mark: `probability = duplicateCount / 25000`.

    - Display the probability.

3. Implementation:

  Here's an example implementation of the solution in Python:

```python

import random

def numStudents():

   num = 0

   while num <= 0:

       num = int(input("Enter the number of students registered for WRSC111: "))

   return num

def generateMarks(n):

   marks = []

   for _ in range(n):

       mark = round(random.uniform(0, 100))

       marks.append(mark)

   return marks

def check(marks):

   return len(marks) != len(set(marks))

def main():

   num = numStudents()

   duplicateCount = 0

   for _ in range(25000):

       marks = generateMarks(num)

       if check(marks):

           duplicateCount += 1

   probability = duplicateCount / 25000

   print("Probability of any 2 students having exactly the same mark:", probability)

# Run the main script

main()

```

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Related Questions

What is the least number of congruency statements needed to be stated in a triangle congruency proof to prove triangles are congruent?


really not sure what the answer is

What is the least number of congruency statements needed to be stated in a triangle congruency proof

Answers

Answer:

3

Step-by-step explanation:

The answer should be 3? Geometry.

Having a(n) __ enables the instructor to observe a skill performance and notice which steps are being done correctly and which are not.

Answers

Having a(n) "assessment tool" enables the instructor to observe a skill performance and identify correct and incorrect steps.

An assessment tool is a method or instrument used by instructors to evaluate and assess the performance of students or individuals in a specific skill or task. It provides a structured framework for observing and analyzing the execution of the skill, allowing the instructor to identify which steps are being done correctly and which ones are not.

The assessment tool can take various forms depending on the nature of the skill being assessed. It may involve checklists, rating scales, rubrics, or specific guidelines for evaluating performance. By using the assessment tool, the instructor can systematically observe the individual's actions, compare them to the desired criteria or standards, and provide feedback based on the observations.

Having an assessment tool is beneficial for both the instructor and the learner. It allows the instructor to provide constructive feedback, highlight areas of improvement, and guide the learner towards achieving mastery in the skill. It also enables the learner to understand their strengths and weaknesses, track their progress, and work on refining their performance based on the feedback received.

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A jeweler is creating a circular bracelet out of gold wire. If the radius of the bracelet is going to be 1.5inches, how much wire will the jeweler need for the bracelet?

Answers

The jeweler will need approximately 9.42 inches of gold wire to create the circular bracelet.

To solve the problem, you can use the formula for the circumference of a circle, which is given by:

C = 2πr,

where C is the circumference, π (pi) is a constant approximately equal to 3.14, and r is the radius of the circle. Here, we are given that a jeweler is creating a circular bracelet out of gold wire, and the radius of the bracelet is 1.5 inches. Therefore, to determine the amount of wire the jeweler will need for the bracelet, we can use the formula for the circumference of a circle as follows:C = 2πr = 2 × 3.14 × 1.5 inches= 9.42 inches

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Question 2: (3+5 Marks) Show that (2+x, e) is linearly independent. ii) Decide whether S = {(1,0,1,0). (0,2,0,2), (2,6,2,6)) is linearly dependent or independent.

Answers

(a) To show that (2+x, e) is linearly independent, we need to demonstrate that there are no non-zero constants so (2+x) + be = 0 for all values of x. (b) The set S = {(1,0,1,0), (0,2,0,2), (2,6,2,6)} is linearly dependent

(i) To prove that the vectors (2+x, e) are linearly independent, we assume that there exist constants a and b (not both zero) such that a(2+x) + be = 0 for all values of x. We can expand this equation as a(2+x) + be = 2a + ax + be = 0. In order for this equation to hold for all values of x, the coefficients of each term must be zero. Therefore, we have the equations 2a = 0, a + b = 0, and b = 0. From the first equation, we find that a = 0. Substituting this into the second equation, we have b = 0. However, this contradicts our assumption that a and b are not both zero. Hence, (2+x, e) is linearly independent.

(ii) To determine whether the set S = {(1,0,1,0), (0,2,0,2), (2,6,2,6)} is linearly dependent or independent, we need to check if there exist non-zero constants a, b, and c such that a(1,0,1,0) + b(0,2,0,2) + c(2,6,2,6) = (0,0,0,0). By performing the scalar multiplication and addition, we obtain the equation (a + 2c, 2b + 6c, a + 2c, 2b + 6c) = (0,0,0,0). From this equation, we can see that a + 2c = 0 and 2b + 6c = 0. Simplifying these equations, we find that a = -2c and b = -3c, where c can take any non-zero value. This means that we can find non-zero constants a, b, and c that satisfy the equation, indicating that the set S is linearly dependent.

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Find the 49th term.
-15, -10, -5, O, 5, ...
49th term = [?]
1st term + common difference(desired term - 1)
Enter

Answers

Answer:

49th term = 225

Step-by-step explanation:

The following sequence: -15, -10, -5, 0, -5... is an example of an arithmetic progression.

An arithmetic progression or AP for short, is a sequence in which the difference between successive terms is constant. This difference is known as the common difference, and can be found by subtracting a term by its preceding term.

The general formula, for the nth term of an arithmetic progression, is thus:

Tn = a + (n - 1)d, where a = first term, and d = common difference.

In the sequence: -15, -10, -5, 0, 5...,

a = -15, and d = -10--15 = 5

T49 = -15 + (49 - 1)5 = 225

∴ 49th term = 225

PLEASEEEEEEEEEEEEEE HELPPPPPPP PLEASEEEEEE !!!!

PLEASEEEEEEEEEEEEEE HELPPPPPPP PLEASEEEEEE !!!!

Answers

Answer:

\(x=\frac{\sqrt{2}}{2}\)

Step-by-step explanation:

The given triangle is an isosceles right triangle, meaning that the 45-45-90 triangle side rule applies. The 45-45-90 triangle side rule states that the two legs (sides that are adjacent to the right angle) are congruent, and the hypotenuse (the side opposite the rights angle) is equal to the leg times the square root of two. Using this property, one knows that the leg is equal to the hypotenuse divided by the square root of two. In this problem, the hypotenuse is equal to (1), and the leg is equal to (x). Therefore, one can say,

\(x = \frac{1}{\sqrt{2}}\)

Rationalize the denominator,

\(\frac{1}{\sqrt{2}}*\frac{\sqrt{2}}{\sqrt{2}}\\\\\frac{\sqrt{2}}{2}\)

Answer:

Step-by-step explanation:

a² + b²  = c²     look familiar?  it is the Pythagorean theorem

both side are the same length since both angles are the same some sort of Isosceles triangle rule I think    so side 1 = x   side 2 = x and  hypotenuse = 1

x² + x²  = 1²

   2x²   = 1

     x²   = 1/2

     x     =     √(1/2)      the denominator is  NOT rational in this FORM

     x    =    √1 / √2       multiple the numerator and the denominator by √2

     x    =    1 (√2) / (√2)(√2)

     x    =   √2 / √2²

     x    =   √2 / 2        finding a rational denominators means nothing

                                  just do more work and more typing for me,

                                  a silly MATH rule

   

  x = √2/2   =  0.7071        x = √(1/2)  = √(0.5)   =  0.7071   the SAME Number

 sorry, my rant of the day

GIVING BRAINLIEST PLEASE HELP!
AND SHOW WORK TOO PLEASE!

GIVING BRAINLIEST PLEASE HELP! AND SHOW WORK TOO PLEASE!

Answers

Answer: i don't really know how you want me to solve it

Use the formula x =−b/2a (b over 2a)

(1 second

to find the maximum and minimum.

6t^(2 )+ 12t + 30

which should give you this answer

6(t2+2t+5)

what i did was factor 6 out of 6t^(2 )+ 12t + 30

Answer: 1 second

Step-by-step explanation:

There are two ways to solve this:

1. Graph it. You will see an inverted parabola with time (in seconds) on the x axis and height (in feet) on the y axis. The top of the parabola is point (1, 36) which means at 1 second the ball will be at 36 feet. Since the balcony is at 30 feet, the ball only goes up 6 feet before it changes direction toward the ground.

2. Take the first derivative and set it equal to zero. The first derivative will give us the slope, or rate of change, of the parabola for any point t (on the x-axis). The rate of change when the ball reaches its maximum height will be zero, when it goes from a positive value (going up) to a negative value (going down).

-6t^2 + 12t + 30

First derivative = h'(t) = -12t + 12

Set h'(t) to zero: 0 = -12t + 12

t = 1 second

Either way works. Put 1 second into the original equation and it will return 36 feet. That's 36 feet aboove ground. 6 feet above the balcony from which it is thrown. You can throw better then that, I assume.

What is your dependent variable? (page 3 of investigation) question 2 options: temperature height ball bounces type of ball

Answers

The dependent variable is the "height the ball bounces". The dependent variable is an essential component of the scientific experiment. It is the variable that you control to determine how the changes will impact the subject being investigated.

Height the ball bounces is your dependent variable, which varies based on the other variables.The term dependent variable refers to a variable whose value is determined by the presence of one or more variables (i.e., the independent variables) being evaluated. The dependent variable is commonly represented on the vertical or y-axis of a graph, while the independent variable is frequently shown on the horizontal or x-axis of the same graph.

The term dependent variable refers to a variable whose value is determined by the presence of one or more variables (i.e., the independent variables) being evaluated. The dependent variable is commonly represented on the vertical or y-axis of a graph, while the independent variable is frequently shown on the horizontal or x-axis of the same graph. The dependent variable is the "height the ball bounces". The dependent variable is an essential component of the scientific experiment.

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The box plots show the weights, in pounds, of the dogs in two different animal shelters.One-half of the dogs in each shelter are between which weights?

Answers

One-half of the dogs in each shelter are between the weights represented by the first and third quartiles, which are approximately 20-55 pounds for the first shelter and 25-65 pounds for the second shelter, respectively.


A box plot is a visual representation of a set of data that shows the median, quartiles, and outliers of the data. The box represents the middle 50% of the data, with the bottom and top edges of the box representing the first and third quartiles, respectively. The line inside the box represents the median, or the middle value of the data set. The "whiskers" extend from the edges of the box to the minimum and maximum values of the data set, but outliers beyond the whiskers are represented as individual points.

Now, let's look at the two box plots showing the weights of dogs in two different animal shelters. One-half of the dogs in each shelter are between the first and third quartiles, which are represented by the edges of the box in each plot.

If we take the first box plot, we can see that the first quartile is approximately 20 pounds and the third quartile is approximately 55 pounds. Therefore, one-half of the dogs in this shelter weigh between 20 and 55 pounds.

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7. The Majestic company increased the cost of an Astros jersey from $80 to $110. By what percentage was the price of
the Astros jersey increased?

Answers

Answer:

50%

Step-by-step explanation:

The cost = $80

Increased cost = $120

% Increase = (120-80) / 80 * 100

% Increase = 40/80 * 100

% Increase = 0.5 * 100

% Increase = 50%

So, the price of the Astros jersey increased by 50%

Shape of the base:
Prism or Pyramid:
How do you know:
Name of the 3D Shape:

Shape of the base: Prism or Pyramid: How do you know:Name of the 3D Shape:

Answers

Squares have 4 sides
A prism has the same base as the top so if it was a prism it should be a square on the top and bottom
It’s a pyramid because it points at the top

adding and subtracting functions g(x) = 2x f (x) = −2x^3 + 2x Find g(x) + f (x)​

Answers

Answer:

-2x³+4x

Step-by-step explanation:

g(x) + f(x)

(2x) + (-2x³+2x)

-2x³+4x

PLEASE HELP ASAP

Graph ΔLMN with L(3, -7), M(8, -4) N(1, -2), and its image after a counterclockwise rotation of 270° about the origin. What are the coordinates of L'M'N'?

Answer choices:
L'(-3, 7), M'(8, 4), N'(-1, 2)


L'(7, -3), M'(8, -4), N'(2, -1)


L'(7, 3), M'(4, 8), N'(2, 1)


L'(-7, -3), M'(-4, -8), N'(-2, -1)


L'(-7, -3), M'(-8, -4), N'(2, -1)

Answers

The coordinates of triangle L'M'N' include the following: C. L'(-7, -3), M'(-4, -8), N'(-2, -1).

What is a rotation?

In Geometry, rotating a point 270° about the origin in a counterclockwise (anticlockwise) direction would produce a geometric figure that has the coordinates (y, -x).

By applying a rotation of 270° about the origin in a counterclockwise (anticlockwise) direction to the given triangle, the coordinates of L'M'N' are given by:

(x, y)                                   →         (y, -x)

Ordered pair L (3, -7)        →    Ordered pair L' (-7 -(3)) =  (-7, -3).

Ordered pair M (8, -4)      →    Ordered pair M' (-4, -(8)) = (-4, -8).

Ordered pair N (1, -2)     →     Ordered pair N' (-2, -(1) = (-2, -1).

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what is 2.98989 as a fraction

Answers

Answer:

2.98989/1

Step-by-step explanation:

A circle is the set of all points that are the same distance from one given point. Find an example that contradicts this definition

Answers

A circle is a curve that is made by a moving point in a plane. The perimeter of a circle is equal to the length of the circle's defining line and is commonly referred to as the circle's circumference.

What is a circle?

A circle can be thought of as a curve drawn out by a point traveling in a plane so that its distance from a particular point remains constant.It can also be thought of as the shape made by all of the points in a plane that are at a specific distance from the center.The claim that the provided point needs to be in the center of the circle contradicts this interpretation of the circle.The perimeter of a circle serves as an example of such an ambiguous term. Often referred to as the circumference of a circle, it is defined as the length of the line encircling it.

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What is the best name for the figure with vertices at the following coordinates?
(0,0), (-1, 1), (6, 1), and (2, 0)
A.
rectangle
B.
square
C.
trapezoid
D.
rhombus

What is the best name for the figure with vertices at the following coordinates?(0,0), (-1, 1), (6, 1),

Answers

Answer:  C) Trapezoid

Refer to the figure below. Note how sides BC and AD are parallel. We have exactly one pair of parallel sides, so that's why we have a trapezoid.

What is the best name for the figure with vertices at the following coordinates?(0,0), (-1, 1), (6, 1),

The figure with the vertices (0,0), (-1, 1), (6, 1), and (2, 0) is a trapezoid

What is a trapezoid?

The Trapezoid is a 4 sided polygon. Two sides of the shape are parallel to each other and they are termed as the bases of the trapezoid. The non-parallel sides are known as the legs or lateral sides of a trapezoid.

There are three types of trapezoids , and those are given below:

a) Isosceles Trapezoid

b) Scalene Trapezoid

c) Right Trapezoid

The area of the Trapezoid is given by

Area of Trapezoid = ( ( a + b ) h ) / 2

where , a = shorter base of trapezium

b = longer base of trapezium

h = height of trapezium

Given data ,

Let the coordinates of the figure be represented as ABCD

Now , the vertices of the figure is

A ( 0 , 0 ) , B ( -1 , 1 ) , C ( 6 , 1 ) and D ( 2 , 0 )

On plotting the coordinates in the graph , we get a trapezoid with

The longer base = BC

The shorter base = AD

So , the figure is a trapezoid

Hence , the vertices represents a trapezoid

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Gail has $7,500 that she wants to put in a new savings account. She is
considering two banks that are very similar. One difference she notices
are the interest rates:
Neighborhood Bank - 1.5% interest, compounded annually
Beautiful Day Bank - 1.5% interest, compounded daily
.
Based on interest, which bank would you suggest Gail pick if she plans to
have her money in the account for 20 years and why?

Answers

Easy answer, Neighborhood Bank. But to see how:

$7,500 * 0.015 (1.5%) = $112.50

$112.50 a day times 360 days = $40,500

$40,500 times 20 = $810,000.

$810k times 20 = $16,200,000. (16.2mil)

$112.50 times 20 = $2,250.

So..

I REALLY NEED HELP

find the area of the composite figure

Pleassssessee help me

 I REALLY NEED HELP find the area of the composite figure Pleassssessee help me

Answers

Answer:

The area of the triangle is 70.805 ft squared

Step-by-step explanation:

-6(a+8)

simplify the expression with distributive property

Answers

-6(a+8) simplified using distributive property would equal -6a+-120

Answer:

-6(a+8) simplified using distributive property would equal -6a+-120

Step-by-step explanation:

What is the slope of the line on the graph?

What is the slope of the line on the graph?

Answers

Answer:

Slope = 1

Step-by-step explanation:

Rise over Run= 1/1

-I hope this helps have a great night

What is the slope of the line that passes through the points (-2,8) and (10,1)

Answers

Answer: The answer should be m = -0.58333.

Someone help me please

Someone help me please

Answers

Step-by-step explanation:

Step 1:  Convert degrees into radians

\(\frac{degrees}{1}*\frac{\pi }{180}\)

\(\frac{52}{1}*\frac{\pi}{180}\)

\(\frac{52\pi}{180}\)

\(\frac{13\pi}{45}\)

Step 2:  Find the arc length

\(S = r\theta\)

\(S=(3)(\frac{13\pi}{45})\)

\(S = \frac{39\pi}{45}\)

\(S=\frac{13\pi}{15}\)

Answer: Option B

Please Help :))))!!!!!!!!!!!!!!

Please Help :))))!!!!!!!!!!!!!!

Answers

Answer:

Step-by-step explanation:

Hi

Answer: 4x+32 and 4(x+8)

Step-by-step explanation:

a square has four equal sides right so if one side is x+8 then it means all the rest of the sides equals the same. And it also means that if we want to find the perimeter we need to times this expression by 4

you could show this by literally timing the expression by 4 4x+32 or you can show 4 of this expression equals the perimeter  times 4 and you can do this using brackets 4(x+8).

hope this helped :)

Katie has a cat named
Fluffy. Fluffy eats a whole
bag of cat food in two
weeks. Katie feeds Fluffy
twice a day. The cat food
comes in a 7 cup bag.
How many
cups of food
does Fluffy
each serving?

Please show step by step

Answers

Answer:

1/2 a cup or 0.5 cups per serving

Step-by-step explanation:

If you were to divide 7 by 14 you would get 0.5. The reason as to why you would divide 7 by 14 is because if she eats twice a day that would be 7 more times then if she were to be fed once a day. So if you  were to feed her twice a day that would be 14 times a week.

Don't think this helped at all but I tried my hardest, sorry if you get your problem wrong. Hope you have a good day :D

How does the Algebraic Expressions Calculator work?

Answers

The calculator helps to slove an expression. By putting all elements one by one of the expression to get result.

What is a calculator?

A calculator is a device that performs numerical arithmetic operations. Basic calculators can only perform addition, subtraction, multiplication, and division calculations.

To perform basic operations, use the basic operation symbols. Addition (+), subtraction (-), multiplication (), and division () are examples of these operations.

Don't be concerned about the order of operations. A scientific calculator will perform calculations in the correct order.

Using the parentheses keys, you can change the order of operations. The calculator's order of operations will be overridden.

Correct your errors. If you accidentally press the wrong key, press the DEL key. This will remove the last button you pressed, but it will not remove any calculations you've made.

Make a clean sweep of your work. To clear the line, press the CLEAR button. You can probably scroll up to see previous calculations. You can delete these by pressing delete after each line.

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HELP I REALLY NEED HELPPPPP

HELP I REALLY NEED HELPPPPP

Answers

\(\bold{ANSWER:}\)
HELP I REALLY NEED HELPPPPP

Answer:

100 degrees

Step-by-step explanation:

HELP I REALLY NEED HELPPPPP

An after-school club collected food bank items for 20 days. A total of 2,720 items were collected. The same number of items were collected each day. How many items were collected per day

Answers

The after-school club collected 136 items per day for the food bank.

We'll need to use division to solve this problem.
Identify the total number of items collected (2,720) and the number of days items were collected (20).
Divide the total number of items (2,720) by the number of days (20) to find the number of items collected per day.
2,720 items ÷ 20 days = 136 items
To determine how many items were collected per day, we can divide the total number of items collected (2,720) by the number of days (20):

2,720 ÷ 20 = 136

Therefore, the after-school club collected an average of 136 items per day for 20 days.

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A confectionery company mixes three types of toffees to form one kilogram " toffee packs. the pack is sold at rs. 17. the three types of toffees cost rs.20, rs. 10, rs. 5 per kg. resp. the mixture must contain atleast 300 gms of first type. also weight of first two types must be at least be equal to weight of third type. find the optimal mix for maximum profit.answer

Answers

The maximum profit is 6 and it is obtained when we mix 0.6 kg of type A, 0 kg of type B, and 0.4 kg of type C.

The optimal mix for the maximum profit can be found as follows:

The company mixes three types of toffees, A, B, and C. Let the weights of type A, B, and C be a, b, and c kg, respectively. Let us assume that we are making 1kg of toffee pack. Therefore, the weight of type C should be 1 - (a + b) kg. Also, the mixture must contain at least 300 gms of type A i.e a >= 0.3 kg

Also, the weight of the first two types (A and B) must be at least equal to the weight of type C, i.e a + b >= c. This condition can also be written as a + b - c >= 0

Let us now calculate the total cost of making 1kg of toffee pack.

Cost = 20a + 10b + 5c

If the pack is sold at Rs. 17, then the profit per 1kg of toffee pack is by

Profit = Selling Price - Cost = 17 - (20a + 10b + 5c)

Now we have the following linear programming problem:

Maximize P = 17 - (20a + 10b + 5c)

Subject to constraints: a + b + c = 1 (since we are making 1kg of toffee pack)

a >= 0.3a + b - c >= 0a, b, c >= 0

We can use the simplex method to solve this linear programming problem. However, to save time, we can solve it graphically. The feasible region is as follows:

We can see that the corner points of the feasible region are: (0.3, 0, 0.7), (0.6, 0, 0.4), (0, 0.5, 0.5), and (0, 1, 0).

Let us calculate the profit at each of these corner points. For example, at the point (0.3, 0, 0.7), we have a = 0.3, b = 0, and c = 0.7. Therefore, the profit is

P = 17 - (20(0.3) + 10(0) + 5(0.7)) = 3.5

Similarly, we can calculate the profit at the other corner points as well. The corner point (0.3, 0, 0.7) gives a profit of 3.5

Corner point (0.6, 0, 0.4) result in a profit of 6

Corner point (0, 0.5, 0.5) results in a profit of 5

Corner point (0, 1, 0) gives a profit of 3

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Find the 23rd term of the arithmetic sequence 17, 19, 21, 23, ...

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Answer:

260 ok

Step-by-step explanation:

a mathematical procedure for taking any complex waveform and determining the simpler waveforms that make up that complex pattern is known as

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The mathematical procedure for decomposing a complex waveform into simpler waveforms is known as Fourier analysis. It allows for the identification of the individual frequency components that contribute to the overall pattern.

Fourier analysis, named after the French mathematician Jean-Baptiste Joseph Fourier, is a fundamental technique used in many fields, including signal processing, physics, and engineering. It is based on the concept that any complex waveform can be represented as a combination of simpler sinusoidal waveforms. These simpler waveforms are characterized by their frequency, amplitude, and phase.

The procedure involves decomposing a complex waveform into its constituent frequencies by applying the Fourier transform. The Fourier transform converts the waveform from the time domain to the frequency domain, revealing the underlying frequency components. By analyzing the resulting spectrum, which shows the amplitude and phase of each frequency component, one can determine the simpler waveforms that make up the original complex pattern.

Fourier analysis has numerous applications, such as analyzing sound waves, image processing, and data compression. It enables us to better understand and manipulate complex signals by breaking them down into their fundamental building blocks.

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