There is a bike rent store. Given excel file gives number of rentals based on given features. There are 3 features in the dataset and 732 samples. The features are temperature, humidity, and windspeed. In not cold and not hot temperatures, low humidity, and low windspeed, it is expected to have more bike rentals.
Requirements:
In this assignment you will develop a linear regression model with multiple features. You can use scikit-learn API. Make sure to split your data in training and test sets (randomly; in order not to have bias). Here is a scikit-learn example on how to split your data in training and test sets:
from sklearn.model_selection import train_test_split
x_train, x_test, y_train, y_test = train_test_split(x, y, random_state = 1234)
Visualize your data using scatter plot from matplotlib such as
bikerentals.plot(kind = 'scatter', x = 'temperature', y = 'rentals')
Visualize temperature in x axis, and rentals on y axis
Visualize humidity in x axis, and rentals on y axis
Visualize windspeed in x axis and rentals in y axis.
From these visualizations, explain if you see any correlation between individual features and rentals. Clearly explain for each feature.
After training your linear regression model on training dataset, test it on test dataset.
Report your results and accuracy of your results
From results you obtained from scikit linear regression model, write your final hypothesis function by obtaining coefficients (parameters; Thetas mentioned in class). Note: In scikit-learn your model’s intercept_ variable is Theta0, coef_ variable is a list of other Theta parameters (coefficients) e.g. Theta 1, Theta 2, …etc. Based on these obtained values clearly write your Hypothesis function.
Deliverables:
Your Python code. Name your file: YourFullNAme_HW3_CPSC4350.py
Word or pdf document of your answers to questions including 3 visualization plots.

Answers

Answer 1

Name your file: YourFullName_HW3_CPSC4350.docx

From the visualization plots, it appears that there is some correlation between each of the features and bike rentals. Temperature appears to have the strongest correlation, with bike rentals increasing as temperature increases. This makes sense as people are more likely to rent bikes when the weather is good.

Humidity appears to have a slightly weaker correlation, with bike rentals decreasing as humidity increases. This makes sense as people are less likely to rent bikes when the weather is more humid. Windspeed appears to have the weakest correlation, with bike rentals decreasing as windspeed increases. This also makes sense as people are less likely to rent bikes when it is windy.

The hypothesis function obtained from the scikit-learn linear regression model is:

Rentals = Θ0 + Θ1 * Temperature + Θ2 * Humidity + Θ3 * Windspeed

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Related Questions

Plz help, will guve brainliest to best answer (if i can)

Plz help, will guve brainliest to best answer (if i can)

Answers

Answer:

Online text:1,3,4

not online text:2,5

my dark souls 3 wont open anymore and its giving me this error "The application was unable to start correctly (0xc0000142). Click OK to close the application", someone please help its been like this since the update

Answers

Based on the error code (0xc0000142) you are getting as you attempt to launch your game application, this simply means that your game is outdated.

With this in mind, the best solution for you would be to update/upgrade the game either through OTA (Over the Air) update or buy a new game that has the updated game settings.

The error code (0xc0000142) pops up when you try to open an outdated or corrupted program and this can be solved by updating the app/software.

What is an Error?

This refers to the runtime error or any other type of error that occurs when a program does not function properly.

Hence, we can see that Based on the error code (0xc0000142) you are getting as you attempt to launch your game application, this simply means that your game is outdated.

With this in mind, the best solution for you would be to update/upgrade the game either through OTA (Over the Air) update or buy a new game that has the updated game settings.

The error code (0xc0000142) pops up when you try to open an outdated or corrupted program and this can be solved by updating the app/software.

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what is flow chart for which purpose flowchart is use in programmimg

Answers

A flowchart is a visual representation of a process or algorithm. It uses symbols and arrows to show the steps and the flow of the process. In programming, flowcharts are often used to design and document the logic of a program before it is written in code. They can help programmers visualize the structure of the program and identify potential problems or inefficiencies. Flowcharts can also be useful for explaining the logic of a program to others who may not be familiar with the code..

Write Java statements to declare another array and initialize it with the names of the months of the year.

Answers

Answer:

SEE CODE IN BELOW AND GIVE ME BRAINLEST

Explanation:

String[] months = {"January", "February", "March", "April", "May", "June", "July", "August", "September", "October", "November", "December"};

A cyberbully is someone who invades another person's privacy by
-posting mean spirited messages
.-repeatedly sending text messages
-visiting questionable websites
-stealing original work

Answers

Although “stealing original work” sounds correct, the answer must be “repeatedly sending text messages”

Answer:

A. Posting mean-spirited messages

Explanation:

Got it right on Edg, 2021

A cyberbully is someone who invades another person's privacy by -posting mean spirited messages .-repeatedly

PLEASE HELP ME
Network monitoring technician Mohamed has been asked to set up machines to send out updates about routing information using a multicast address. What does he need to configure?


RIPv1 class D of 224

RIPv1 class D of 240

RIPv2 class D of 224

RIPv2 class D of 240

Answers

Answer:

Mohamed needs to configure RIPv2, using a class D multicast address of 224 or 240. Class D multicast addresses are used for sending updates about routing information when multiple machines are connected to the same network. The main difference between RIPv1 and RIPv2 is that RIPv2 supports other protocols like VLSM (Variable Length Subnet Masking).

Just to clarify the first person was right

Which statement is true?
1)A deque is a type of collection,
2)A collection is a type of deque.
3)A list is a type of deque.
4)A deque is a type of list.

Answers

Answer:

1. A deque is a type of collection.

Explanation:

The statement that is true is as follows:

A deque is a type of collection.

Thus, the correct option for this question is A.

What is Deque?

Deque may be defined as an ordered and systematic collection of items similar to the queue. It is also known as a double-ended queue. It consists of two ends, a front, and a rear, and the items remain positioned in the collection.

According to the context of this question, a deque is a kind of collection that holds data and information identical to a queue. From here, elements can be added to or eliminated from either the front or back very efficiently.

It is also often called a head-tail linked list. Though properly this signifies specific data with appropriate structure that has been the implementation of a deque.

Therefore, a deque is a type of collection that is a true statement. Thus, the correct option for this question is A.

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food1 = "water"
food2 = "melon"

What is the correct way to concatenate the strings?

newFood = word1 == word2
newFood = word1 + word2
newFood = word1 * word2
newFood = word1 - word2

Answers

Food3= “Watermelon” because if you put them both together
newFood = word1 + word2

What is the data type of the following variable?
name = "John Doe"

Answers

In computer programming, a variable is a storage location that holds a value or an identifier. A data type determines the type of data that can be stored in a variable. The data type of the following variable, name = "John Doe" is a string data type.

In programming, a string is a sequence of characters that is enclosed in quotes. The string data type can store any textual data such as names, words, or sentences.The string data type is used in programming languages such as Java, Python, C++, and many others. In Python, the string data type is denoted by enclosing the value in either single or double quotes.

For instance, "Hello World" and 'Hello World' are both strings.In conclusion, the data type of the variable name is string. When declaring variables in programming, it is important to assign them the correct data type, as it determines the operations that can be performed on them.

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Choose the HTML5 element below that is used to configure an area on a web page that can stand on its own and could potentially be syndicated.
Select one:
a. div
b. section
c. article
d. aside

Answers

C. article is the HTML5 element that is used to configure an area on a web page that can stand on its own and could potentially be syndicated. The article element in HTML5 is used to configure an area on a web page that can stand on its own and could potentially be syndicated.

It is used to mark up a self-contained composition, such as a blog post, a news story, or a forum post. The article element is intended to be independently distributable or syndicatable, meaning that it can be distributed outside of the context of the web page where it is published. It can have its own header, footer, and content and can be nested in other elements such as section or div.

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Describe how the data life cycle differs from data analysis

Answers

The data life cycle and data analysis are two distinct phases within the broader context of data management and utilization.

The data life cycle refers to the various stages that data goes through, from its initial creation or acquisition to its eventual retirement or disposal. It encompasses the entire lifespan of data within an organization or system.

The data life cycle typically includes stages such as data collection, data storage, data processing, data integration, data transformation, data quality assurance, data sharing, and data archiving.

The primary focus of the data life cycle is on managing data effectively, ensuring its integrity, availability, and usability throughout its lifespan.

On the other hand, data analysis is a specific phase within the data life cycle that involves the examination, exploration, and interpretation of data to gain insights, make informed decisions, and extract meaningful information.

Data analysis involves applying various statistical, mathematical, and analytical techniques to uncover patterns, trends, correlations, and relationships within the data.

It often includes tasks such as data cleaning, data exploration, data modeling, data visualization, and drawing conclusions or making predictions based on the analyzed data.

The primary objective of data analysis is to derive actionable insights and support decision-making processes.

In summary, the data life cycle encompasses all stages of data management, including collection, storage, processing, and sharing, while data analysis specifically focuses on extracting insights and making sense of the data through analytical techniques.

Data analysis is just one component of the broader data life cycle, which involves additional stages related to data management, governance, and utilization.

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A diagram of a ten-node network that uses ten routers

Answers

The diagram of the of a ten-node network that uses ten routers is given in the image attached.

What is a node in a network?

A network node is known to be be seen as the kind of connection point that is seen amidst some network devices such as routers, printers, etc.

Note that they are known to often receive and send data from one network or endpoint to another.

Therefore, The diagram of the of a ten-node network that uses ten routers is given in the image attached.

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A diagram of a ten-node network that uses ten routers
A diagram of a ten-node network that uses ten routers

what is the best way of farming exotics in destiny?

Answers

The best way to get exotics is to maximize doing activities which have a higher chance to drop them. Do these things for maximum chance:

- Do all Powerful Rewards on all characters. Every single Powerful reward has a chance to be an exotic instead of the normal reward. So do all your Crucible/Strikes/Gambit/Heroic Story/Heroic Adventure/Flashpoint/etc... - each day that one of these resets, do it again
- Do all Dreaming City activities every week (Ascendant Challenge, Blind Well/Offering to Queen bounties, featured story mission, bounty for 8 daily bounties).
- On Curse Week, do Shattered Throne on all characters
- If you Raid, do the Raid every week on all characters

Once you exhaust all your powerful rewards (I'm sure there are some I forgot to mention), then you are going to be limited to hoping one drops in the Wild as an engram. Focus on activities that have a lot of enemies - the more enemies you kill, the more chance you might see one drop.

Just doing all my powerful rewards this week, I got Trinity Ghoul, Ursa Furiosa, Shards of Galnor, Geomag Stabilizers and Queenbreaker (my luck this week is not typical but if I had not farmed all my powerful rewards, I would have never gotten them)

The easiest way (but probably the most time consuming) is to buy a bunch of vanguard boons from Zavala and use one at the beginning of a strike. Need 2 people in your fireteam. Quit out and repeat until you get your exotic reward pop up.

Answer:

the best way to farm exotics in destiny is talking to xur and playing nightfall all day but play at least on hero or legend difficulty to get exotics faster because it is very common to get them on those difficulties and more higher difficulties.

Explanation:

Create a program using classes that does the following in the zyLabs developer below. For this lab, you will be working with two different class files. To switch files, look for where it says "Current File" at the top of the developer window. Click the current file name, then select the file you need.
(1) Create two files to submit:
ItemToPurchase.java - Class definition
ShoppingCartPrinter.java - Contains main() method
Build the ItemToPurchase class with the following specifications:
Private fields
String itemName - Initialized in default constructor to "none"
int itemPrice - Initialized in default constructor to 0
int itemQuantity - Initialized in default constructor to 0
Default constructor
Public member methods (mutators & accessors)
setName() & getName() (2 pts)
setPrice() & getPrice() (2 pts)
setQuantity() & getQuantity() (2 pts)
(2) In main(), prompt the user for two items and create two objects of the ItemToPurchase class. Before prompting for the second item, call scnr.nextLine(); to allow the user to input a new string. (2 pts)
(3) Add the costs of the two items together and output the total cost. (2 pts)

Answers

Here's the code:

The Code

ItemToPurchase.java:

public class ItemToPurchase {

   private String itemName;

   private int itemPrice;

   private int itemQuantity;

   public ItemToPurchase() {

       itemName = "none";

      itemPrice = 0;

       itemQuantity = 0;

   }

   public void setName(String name) {

       itemName = name;

   }

   public String getName() {

       return itemName;

   }

   public void setPrice(int price) {

       itemPrice = price;

   }

   public int getPrice() {

       return itemPrice;

   }

   public void setQuantity(int quantity) {

       itemQuantity = quantity;

   }

   public int getQuantity() {

       return itemQuantity;

   }

}

ShoppingCartPrinter.java:

import java.util.Scanner;

public class ShoppingCartPrinter {

   public static void main(String[] args) {

      Scanner scnr = new Scanner(System.in);

       ItemToPurchase item1 = new ItemToPurchase();

       System.out.println("Item 1");

       System.out.println("Enter the item name:");

       item1.setName(scnr.nextLine());

       System.out.println("Enter the item price:");

       item1.setPrice(scnr.nextInt());

      System.out.println("Enter the item quantity:");

       item1.setQuantity(scnr.nextInt());

       scnr.nextLine();

       ItemToPurchase item2 = new ItemToPurchase();

       System.out.println("\nItem 2");

       System.out.println("Enter the item name:");

       item2.setName(scnr.nextLine());

      System.out.println("Enter the item price:");

       item2.setPrice(scnr.nextInt());

       System.out.println("Enter the item quantity:");

       item2.setQuantity(scnr.nextInt());

       int totalCost = item1.getPrice() * item1.getQuantity() + item2.getPrice() * item2.getQuantity();

      System.out.println("\nTotal cost: $" + totalCost);

   }

}

This implementation creates two objects of the ItemToPurchase class, prompts the user for their names, prices, and quantities, calculates the total cost, and prints it out.

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pls pls pls pls pls pls pls pls plks

Answers

Answer:

Want to begin introduction?.......

HTML is a platform dependent language. it is true Or false​

Answers

Answer:

False

Explanation:

HTML is a platform independent language.

To specify the data sets you want to see for your particular user, you create or select a
d
Select one:
a. Filter
b. View
c. Switch
d. Scope

Answers

Answer:

B

Explanation:

Perform an “average case” time complexity analysis for Insertion-Sort, using the given proposition
and definition. I have broken this task into parts, to make it easier.
Definition 1. Given an array A of length n, we define an inversion of A to be an ordered pair (i, j) such
that 1 ≤ i < j ≤ n but A[i] > A[j].
Example: The array [3, 1, 2, 5, 4] has three inversions, (1, 2), (1, 3), and (4, 5). Note that we refer to an
inversion by its indices, not by its values!
Proposition 2. Insertion-Sort runs in O(n + X) time, where X is the number of inversions.
(a) Explain why Proposition 2 is true by referring to the pseudocode given in the lecture/textbook.
(b) Show that E[X] = 1
4n(n − 1). Hint: for each pair (i, j) with 1 ≤ i < j ≤ n, define a random indicator
variable that is equal to 1 if (i, j) is an inversion, and 0 otherwise.
(c) Use Proposition 2 and (b) to determine how long Insertion-Sort takes in the average case.

Answers

a. Proposition 2 states that Insertion-Sort runs in O(n + X) time, where X is the number of inversions.

b. The expected number of inversions, E[X],  E[X] = 1/4n(n-1).

c. In the average case, Insertion-Sort has a time complexity of approximately O(1/4n²).

How to calculate the information

(a) Proposition 2 states that Insertion-Sort runs in O(n + X) time, where X is the number of inversions. To understand why this is true, let's refer to the pseudocode for Insertion-Sort:

InsertionSort(A):

  for i from 1 to length[A] do

     key = A[i]

     j = i - 1

     while j >= 0 and A[j] > key do

        A[j + 1] = A[j]

        j = j - 1

     A[j + 1] = key

b. The expected number of inversions, E[X], can be calculated as follows:

E[X] = Σ(i,j) E[I(i, j)]

= Σ(i,j) Pr((i, j) is an inversion)

= Σ(i,j) 1/2

= (n(n-1)/2) * 1/2

= n(n-1)/4

Hence, E[X] = 1/4n(n-1).

(c) Using Proposition 2 and the result from part (b), we can determine the average case time complexity of Insertion-Sort. The average case time complexity is given by O(n + E[X]).

Substituting the value of E[X] from part (b):

Average case time complexity = O(n + 1/4n(n-1))

Simplifying further:

Average case time complexity = O(n + 1/4n^2 - 1/4n)

Since 1/4n² dominates the other term, we can approximate the average case time complexity as:

Average case time complexity ≈ O(1/4n²)

Therefore, in the average case, Insertion-Sort has a time complexity of approximately O(1/4n²).

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can someone please give me the correct answer to this? 8.7.5 Calendar Codehs.

Answers

The calendar Codes is given as follows;

import  calendar

# Prompt user for month and year

month = int(input("Enter month (1-12): "))

year = int(input("Enter year: "))

# Display calendar for the given month and year

print(calendar.month(year, month) )

How does this work ?

The month ) function from the calendar module takes two arguments: the year and month to display the calendar for.

It returns a formatted string representing the calendar for that month, which is then printed to the  console.

A formatted string literal, often known as an f-string, is a string literal that begins with 'f' or 'F' in programming.

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directory definition please nedd it real quick

Answers

Answer:

a book listing individuals or organizations alphabetically or thematically with details such as names, addresses, and phone numbers.

working with the tkinter(python) library



make the window you create always appear on top of other windows. You can do this with lift() or root.attributes('-topmost', ...), but this does not apply to full-screen windows. What can i do?

Answers

To make a tkinter window always appear on top of other windows, including full-screen windows, you must use the wm_attributes method with the topmost attribute set to True.

How can I make a tkinter window always appear on top of other windows?

By using the wm_attributes method in tkinter and setting the topmost attribute to True, you can ensure that your tkinter window stays on top of other windows, even when they are in full-screen mode.

This attribute allows you to maintain the window's visibility and prominence regardless of the current state of other windows on your screen.

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HELP GIVING 70 POINTS TO ANYONE This happened to my brainly I need help it won't let me do a survey and I can't get answers!

HELP GIVING 70 POINTS TO ANYONE This happened to my brainly I need help it won't let me do a survey and

Answers

Answer:

i think you need to answer questions, to earn points to post a question

Explanation:

but if you wana look up a question you don't need points

Answer:

I THINK YOU SHOULD USE ANWSER IT IS ANOTHER QUSTION SITE AND IM SORRY FOR WHAT I SAID LAST TIME.

Explanation:

Java Unit 3: Lesson 3 - Coding Activity 3

Java Unit 3: Lesson 3 - Coding Activity 3

Answers

Answer:

import java.util.Scanner;

public class MultiplicationTablePractice {

   public static void main(String[] args) {

       var scanner = new Scanner(System.in);

       var quit = false;

       while (!quit) {

           var randomNumber1 = (int) (Math.random() * 12) + 1;

           var randomNumber2 = (int) (Math.random() * 12) + 1;

           System.out.println(randomNumber1 + " * " + randomNumber2 + " = ?");

           var answer = scanner.nextInt();

           if (answer == randomNumber1 * randomNumber2) {

               System.out.println("Correct!");

           } else {

               System.out.println("Wrong!");

           }

           System.out.println("Quit? (y/n)");

           var quitInput = scanner.next();

           if (quitInput.equals("y") ||

               quitInput.equals("Y")) {

               quit = true;

           }

       }

       scanner.close();

   }

}

Explanation:

First, we create a new scanner object, based on the System.in stream. Then we create a varaible called quit which we set to false which we then use as the condition for the while loop.

Inside the scope of the while loop, we create two random numbers based off of Math.random(). The formula we use is (int) (Math.random() * 12) + 1; With these new variables, we print:

randomNumber1 + " * " + randomNumber2 + " = ? "

After this is printed, we scan the user input as an int.  We check the input answer against the actual answer to check if it's correct or not. If it is correct, we print "Correct!" otherwise we print "Wrong!".

Once all of this is handled, we ask the user if they want to quit or not. If the input is "y" or "Y" the while loop terminates, and the scanner closes. Otherwise, the while loop will continue, and restart the process.

1. Imagine you are in a computer shop. Choose five things that would improve your digital lif​

Answers

Answer:

definitley a mac

Explanation:

im not much of an apple company person but i would love to try a mac im more of that disney person who likes the animated stuff like raya and the last dragon which came out in march and luca which came out last friday

does anybody have any questions.

Answers

Answer:

do you know any editing apps for photography class?

Explanation:

^

Which of the following statements demonstrates the consequence of segregated medical
care?
A. Inequitable access to education and funding for Black doctors
B. Fewer predominately white medical schools being open to Black students
C. Both A and B
D. Neither A nor B

Answers

Answer:

C. Both A and B

Explanation:

Not only is inequitable access to education and funding for Black doctors a consequence of segregated medical care, it also resulted in less predominately white medical schools allowing Black students.

The statements that demonstrate the consequence of segregated medical care are both statements A and B. The correct option is C.

What is segregated medical care?

To distinguish or put apart from others or the general population. Segregated medical care has led to Black students being accepted into less primarily white medical institutions, which has resulted in unequal access to education and funding for Black professionals.

Black doctors have unequal access to education and funding. Less predominantly white medical colleges accept students of color.

Medical discrimination, racialized socioeconomic deprivation, and a segregated healthcare system all contribute to drastically different experiences in care for Black and White patients.

Therefore, the correct option is C. Both A and B.

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ed 4. As a network administrator of Wheeling Communications, you must ensure that the switches used in the organization are secured and there is trusted access to the entire network. To maintain this security standard, you have decided to disable all the unused physical and virtual ports on your Huawei switches. Which one of the following commands will you use to bring your plan to action? a. shutdown b. switchport port-security c. port-security d. disable

Answers

To disable unused physical and virtual ports on Huawei switches, the command you would use is " shutdown"

How doe this work?

The "shutdown" command is used to administratively disable a specific port on a switch.

By issuing this command on the unused ports, you effectively disable those ports, preventing any network traffic from passing through them.

This helps enhance security by closing off access to unused ports, reducing the potential attack surface and unauthorized access to the network.

Therefore, the correct command in this scenario would be "shutdown."

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Write a program to prompt the user for hours and rate per hour using input to compute gross pay.

Pay should be the normal rate for hours up to 40 and time-and-a-half for the hourly rate for all hours worked above 40 hours.

Put the logic to do the computation of pay in a function called computepay() and use the
function to do the computation. The function should return a value. Use 45 hours and a rate of 10.50 per hour to test the program (the pay should be 498.75).

You should use input to read a string and float to convert the string to a number. Do not worry about error checking the user input unless you want to - you can assume the user types numbers properly. Do not name your variable sum or use the sum() function.​

Answers

def computepay(h,r):

   if h > 40:

       pay = 40 * r

       h -= 40

       pay += (r*1.5) * h

   else:

       pay = h*r

   return pay

print(computepay(float(input("How many hours did you work? ")),float(input("What is your rate of pay"))))

I hope this helps!

What is wrong with the following circuit?




Nothing. This circuit has no mistakes.

The NOT gate should only two input.

There should be only one output from the OR gate.

The AND gate should have one input and two outputs.

Answers

Do you have a pic so i can answer it?

Hi!
i want to ask how to create this matrix A=[-4 2 1;2 -4 1;1 2 -4] using only eye ones and zeros .Thanks in advance!!

Answers

The matrix A=[-4 2 1;2 -4 1;1 2 -4] can be created by using the following code in Matlab/Octave:

A = -4*eye(3) + 2*(eye(3,3) - eye(3)) + (eye(3,3) - 2*eye(3))

Here, eye(3) creates an identity matrix of size 3x3 with ones on the diagonal and zeros elsewhere.

eye(3,3) - eye(3) creates a matrix of size 3x3 with ones on the off-diagonal and zeros on the diagonal.

eye(3,3) - 2*eye(3) creates a matrix of size 3x3 with -1 on the off-diagonal and zeros on the diagonal.

The code above uses the properties of the identity matrix and the properties of matrix addition and scalar multiplication to create the desired matrix A.

You can also create the matrix A by using following code:

A = [-4 2 1; 2 -4 1; 1 2 -4]

It is not necessary to create the matrix A using only ones and zeroes but this is one of the way to create this matrix.

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