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.

The goal of this project is to create a C program that acts as a shell interface and runs each command in its own process after accepting it from the user.

The goal of this project is to create a C program that acts as a shell interface and runs each command in its own process after accepting it from the user. Input and output redirection will be supported by your implementation, and pipes as an IPC method between two commands will also be supported. This project can be finished on a Linux machine and requires the use of the UNIX fork(), exec(), wait(), dup2(), and pipe() system functions.

The user is presented with a prompt through a shell interface, and then the following command is typed. The following example demonstrates the osh> prompt and the user's subsequent command: cat program c (This command uses the UNIX cat command to display the file prog.c on the terminal.)

Having a shell interface is one method of implementing a shell interface.

Know more about program here:

https://brainly.com/question/14368396

#SPJ4

Answer:

The results will include both terms.

IPSec provides security services at the IP layer by enabling a system to select required security protocols to determine algorithms to use for services and put in place cryptographic keys required to provide the requested services.

When sensitive data is transported across the network, such as financial transactions, medical records, and business conversations, IPsec is used to protect it. Additionally, IPsec tunneling, which encrypts all data exchanged between two endpoints, is employed to safeguard virtual private networks (VPNs).

Additionally, IPsec can secure routers providing routing information over the open internet and encrypt data at the application layer. Additionally, IPsec can be used to offer authentication without encryption, for instance, to confirm that data came from a known sender.

Data can be securely transmitted without utilizing IPsec by applying encryption at the application or transport layers of the Open Systems Interconnection (OSI) model. The encryption is carried out using HTTPS, which operates at the application layer. the Transport Layer Security protocol, which is at the transport layer (TLS)

To learn more about IPsec refer to:

https://brainly.com/question/24475479

#SPJ4

When the operands are different types, the compiler attempts to uniformly type them before executing the operation.

You may also need to add type conversion instructions in your program in certain cases. A type conversion creates the value of an expression in a new type, which may or may not be the type void. For example, a pointer to a structure might be converted into another kind of pointer. However, a structure value itself cannot be converted into another structure type. The compiler provides implicit type conversions when operands have different types or when you call a function with an argument whose type does not match that of the function's corresponding parameter.

 double dVar = 2.5;  

  dVar *= 3;        

  if ( dVar < 10L )    

    { /* ... */ }

To know more about operands click on the link below:

brainly.com/question/20817779

#SPJ4

Most likely, the security measure stopping her from saving the file is the Directory permissions.

Information technology (IT) security is the term used to describe the methods, tools, and personnel used to safeguard a company's digital assets. The goal of IT security is to prevent threat actors, or unauthorized users, from tampering with, stealing from, or exploiting these resources, tools, and services. These threats could come from the inside or the outside, and they could have malicious or accidental intentions.

In order to reduce vulnerabilities and address different cyber threats, an effective security plan uses a number of strategies. The identification, avoidance, and mitigation of security hazards involve the use of IT services, software, and security procedures.

Learn more about security here:

https://brainly.com/question/20408946

#SPJ4

Answer:

my_dict = {'a': 1, 'b': 2, 'c': 3}

L2TP, IPSec, PPTP are the protocols that establish a secure connection and encrypt data for a VPN.

The term "Virtual Private Network," or VPN, refers to the possibility of creating a secure network connection when utilizing public networks. VPNs mask your identity online while encrypting your internet traffic.

Some VPNs could slow down your connection. It's possible that you won't be able to access certain goods or websites, including Netflix. Some countries, like China, forbid or strictly regulate the usage of VPNs. It's hard to know how securely your data is protected when using a VPN.

To know more about VPN visit:

https://brainly.com/question/29432190

#SPJ1

Port scanner is the tool of choice for finding the services active on the server.

Port scanning is the process of looking for open ports on a network that could be receiving or sending data. It also requires sending packets to specific ports on a host and analysing the responses in order to detect vulnerabilities.

This scanning is not feasible in the absence of the initial compilation of a list of active hosts and the assignment of a unique IP address to each host. This procedure, referred to as host finding, begins with a network scan.

The purpose of port and network scanning is to recognize the arrangement of IP addresses, hosts, and ports so that open or vulnerable server locations may be accurately identified and security levels can be evaluated. Network and port scanning can both disclose the presence of security safeguards like a firewall between the server and client computers.

Know more about port scanning here:

https://brainly.com/question/10536867

#SPJ4

Sperms for two, noun, plural, sperms. spermatozoon, a cell of male reproduction.

The fallopian tube, which connects the egg with the uterus, guides it. In the event of fertilization, it clings to the uterine wall, signaling the start of pregnancy. The uterus is where an unfertilized egg begins to degrade. Through the cervix, which is the uterine base, it exits the uterus.

Zygote, cleavage, morula, blastocyst, embryo, and fetus are the proper list of those that was given. To put it succinctly, the act of fertilization begins when a sperm cell penetrates the egg. The oocyte has now transformed into a zygote as a result of the union of the egg and sperm cells.

The prefix spermato-, which means "seed" and "sperm," is a combining form. The reproductive cells in semen are known as sperm.

To learn more about logical order refer to :

https://brainly.com/question/1294562

#SPJ1

Following components are used to configure storage spaces on physical drives, such as SATA drives or external drives, for storage devices.

Physical disks (hard drives, SSDs, etc.) are added to a storage pool, virtualizing the storage so that you can construct virtual disks from open space in the pool, as seen above. Storage Spaces has three main objects. Each disk in the pool receives metadata related to the pool.

By allowing you to construct virtual disks with two storage tiers—an SSD tier for often accessible data and an HDD tier for less frequently accessed data—storage tiers combine the greatest features of SSDs and hard disk drives (HDDs).

To know more about storage visit:-

https://brainly.com/question/13041403

#SPJ4

The valid subnet addresses are (A): 128.35.185.0/25 and (B): 128.35.184.0/25.

Subnet addressing is a methods that allows an autonomous system made up of several networks to share the same Internet address. The Subnet addressing  makes it possible to divide a single network address into multiple logical networks known as subnet addreses. Subnets avoids the need to pass data traffic through unneccasray routers to recah destined place so as making networks traffic more efficient.

When a network that contains the IPv4 CIDR address as 128.35.185.125/24 is splitted into two equal-sized subnets, the resulting valid subnet addresses are 128.35.185.0/25 and 128.35.184.0/25.

"

Complete question:

If we need to split the network that contains the following IPv4 CIDR address into 2 equally sized subnets, which of the following are valid subnet addresses? (Check all that apply): 128.35.185.125/24

A: 128.35.185.0/25

B: 128.35.184.0/25

128.35.186.0/25

128.35.187.0/25

"

You can learn more about subnet addressing at

https://brainly.com/question/8907973

#SPJ4

Regression to the mean is sometimes interpreted naively to indicate that variables such as heights, baseball records, and other phenomena must inevitably become more "average."

Regression of earnings on height, with solid line representing fitted regression model and faint lines indicating uncertainty in fitted regression (earnings = 61000 + 1300 height). The x-scale is extended to zero in the plot on the right to show the intercept of the regression line.

We need a sense of the variation in height in the population to which we propose to apply the model in order to better comprehend these coefficients. One method is to take into account the data's 3.8-inch (or 97-millimeter, or 0.000061-mile) standard deviation for heights. The projected earnings difference for a 3.8-inch height difference is $13003.8 = $5197 = $810000000.000061 = $4900, which is a sizeable difference but far less than the residual standard deviation of $19000 left unaccounted for by the regression.

Know more about data here:

https://brainly.com/question/28285882

#SPJ4

Pop() removes a random item in the set. is true regarding the pop() method for sets.

What is sets?
Sets are collections of distinct objects, known as elements, that can be operated on by mathematical operations such as union, intersection and complement. Sets are typically denoted by capital letters (A, B, C, etc.) and the elements are enclosed in curly brackets. Sets are very useful in mathematics as they allow for the definition of operations such as union and intersection which can be used to produce new sets. In addition, sets can be used to represent relationships between objects. For example, a set of integers can be used to represent a linear equation and a set of points can be used to represent a curve. Sets can also be used to represent collections of data, such as a set of student scores or a set of employee salaries.

To learn more about sets
https://brainly.com/question/14366812
#SPJ1

Option A ; Head applications developers  IT professions has the task of modifying an existing system called a legacy system.

A legacy system is any out-of-date computing device, component, or piece of software that is still in operation. Hardware, programs, file formats, and programming languages used in legacy systems are computers. Not all legacy systems, nevertheless, use outdated technology. hardware in power plants, MS-DOS-controlled manufacturing equipment, or antiquated finance systems. However, many other businesses throughout the world still rely on outdated programs to power crucial business operations. Unexpectedly many businesses still rely on legacy software despite the numerous alarming instances of hazards posed by outdated technology. Because they are typically dependable and well-known to the majority of their users, legacy systems are still in use today.

Learn more about legacy system here:

https://brainly.com/question/29468465
#SPJ4

Information technology law is the legal framework that applies to the collection, storage, and distribution of digital information is true.

Information technology is defined as the creation, processing, storing, retrieving, and exchanging of data and information of all types using computers. Information technology contributes to the development and expansion of the business and commercial sector as well as to maximizing output.

The legal framework for gathering, preserving, and transmitting electronic information in the global economy is provided by information technology law. Lawyers who specialize in this area of the law represent both individuals and companies across all sectors of the economy.

Thus, information technology law is the legal framework that applies to the collection, storage, and distribution of digital information is true.

To learn more about information technology, refer to the link below:

https://brainly.com/question/14426682

#SPJ1

Technology in those cases is often called a disruptive innovation because businesses may suffer if they don't produce successful inventions of their own in response.

To learn more about disruptive innovation refer :

https://brainly.com/question/15703392

#SPJ4

Using the knowledge in computational language in python it is possible to write a code that pip is configured with locations that require tls/ssl, however the ssl module.

find /etc/ -name openssl.cnf -printf "%h\n"

/etc/ssl

curl -O

tar xzf openssl-VERSION

pushd openssl-VERSION

./config \

   --prefix=/usr/local/custom-openssl \

   --libdir=lib \

   --openssldir=/etc/ssl

make -j1 depend

make -j8

make install_sw

popd

pushd python-3.x.x

./configure -C \

   --with-openssl=/usr/local/custom-openssl \

   --with-openssl-rpath=auto \

   --prefix=/usr/local/python-3.x.x

make -j8

make altinstall

See more about python at brainly.com/question/18502436

#SPJ1

The given code relates to algorithm called Recursion: permutate() method calls itself in your code. Recursion technique solves computer problems creating functions that call themselves until program achieves desired result.

In computer science, recursion is a way of solving computational problems where the solution depends on the solutions of smaller instances of the same problem. Recursion solves such recursive problems by using functions that call themselves from their own code.

Recursive algorithm is important in programming. It helps break down bit problems into smaller problems. A recursive solution is often easier to read than an iterative one.

Type of recursion: 1) Direct recursion: Typical of this is a factorial implementation where the method calls itself. 2) Mutual recursion: This happens when a method, say method A, calls another method B, which in turn calls method A. 3) Multiple recursion: Some recursive calls are made within the method.

To learn more about recursive algorithms visit:

https://brainly.com/question/13104472

#SPJ4

A company's sources and uses of cash are tracked by a cash flow statement, whereas its financial performance is assessed by an income statement.

The cash flows from a company's investing, financing, and operating activities are listed on a cash flow statement. Users can view a company's sales, profits, costs, and losses over a certain time period by consulting an income statement.

The income statement, which shows a company's potential to make a profit, is likely to be the most crucial financial statement for the majority of users.

To know more about income visit:-

https://brainly.com/question/14732695

#SPJ4

After that, we build the main method, inside of which we create a string variable, set its value to "ABCD," and then call the function that prints the value of the string variable.

defining a public class for telephones.

{

void public static the method printNumber(String s) /define

{

Print the value using System.out.print(s).

}

defining the main method in public static void main(String[] args)

{

Define the variable s and give it a value with the string s="ABCD"

printing the number (s); calling the function

}

}

The class "Telephone" is defined in the Java program above. We define the function "printNumber" inside the class. The function accepts one string argument, "s," and since we use the return type void, it doesn't produce any results. This function prints the value of the pass variable.

Learn more about variable here-

https://brainly.com/question/13375207

#SPJ4

Drive-by downloads or phishing emails with infected attachments are common ways that ransomware is transmitted.

What does a ransomware program do?

Ransomware is a sort of software that prohibits you from accessing your device and the data stored on it, typically by encrypting your files. Then a criminal organization will demand a ransom in return for decryption.

What is referred to as ransomware?

Malware known as ransomware restricts or prevents users from accessing their systems, either by locking the system's screen or by encrypting the users' files, in exchange for a ransom.

To know more about Ransomware visit;

https://brainly.com/question/14455233

#SPJ4

The queries are given as follows:

a)

SELECT title

FROM Movies

WHERE year = 2017 AND genre = 'animation' AND studio = 'Marvel';

b)

SELECT producerName, COUNT(DISTINCT title) AS num_movies, COUNT(DISTINCT starName) AS num_stars

FROM Movies

INNER JOIN StarsIn ON Movies.title = StarsIn.title AND Movies.year = StarsIn.year

INNER JOIN MovieExec ON Movies.producerName = MovieExec.name

WHERE Movies.producerName = 'Stan Lee'

GROUP BY Movies.producerName;

c)

SELECT title

FROM Movies

INNER JOIN MovieExec ON Movies.producerName = MovieExec.name

WHERE Movies.totalIncome / MovieExec.netWorth > 0.25;

The queries are obtained with filters from the desired data-sets, as SQL works with databases.

For item a, all the movies are listed with their title, considering that the filters are:

For item b, all the movies produced by Stan Lee are ranked according to the total number of movie starts in those movies.

For item c, the ratio of the income of the movie and the income of the producer is calculated, as then the movies that contribute to more than 25% of the net income of the produced are listed.

More can be learned about SQL programming at https://brainly.com/question/13153664

#SPJ1

An internal software system's interactions with external entities are depicted in a context diagram. It is primarily employed to assist organizations in comprehending the extent of a system.

They can then determine the best way to build a new system and its specifications or how to enhance an existing system. The data flow diagram is the main tool for displaying a system's component activities and the data flow between them. Systems development is the umbrella term for all the processes involved in creating an information system to address a business issue or opportunity. Prior to making any plans, it is essential to have a complete understanding of the current setup and decide how to make the most effective use of computers.

Learn more about software here-

https://brainly.com/question/11973901

#SPJ4

To avoid mistyping because of the random cursor movement use the special function key to disable the touchpad when the laptop keyboard is used.

The built-in mouse pointer input device on a laptop is referred to as a touchpad. Touchpads are good for input from the mouse pointer and are entirely functional. The majority of individuals still prefer using a mouse over a touchpad to move their cursor, though.

However, you are unable to use your laptop's touchpad as an additional input device if a physical mouse is connected to it (there would simply be a clash between the two and the touchpad might also become a source of unintentional input). People frequently need to turn off their touchpads for this and a variety of other reasons.

When using a mouse, you can turn off your computer's touchpad only when necessary.

To learn more about touchpad click here:

brainly.com/question/14665614

#SPJ4

An effective approach for locating a particular item from a sorted list of elements is binary search. It works by continually dividing the section of the list that might contain the item in half, until there is only one possible position left.

Sorted arrays can be used for binary search. A middle-of-the-array element and the desired value are first compared in a binary search. The position of the element in the array is returned if the target value matches the element. The lower half of the array is searched if the target value is less than the element.

To arrive at this point, I comparisons are required, where n2i=1. We get i=logn when we solve for i. Depending on how many items are in the list, the maximum number of comparisons is logarithmic. As a result, the binary search returns O. (logn).A binary search algorithm is used to locate an element in an array that has already been sorted.

To learn more about binary refer to:

https://brainly.com/question/15190740

#SPJ4

No matter the sort of user viewing the website or the browser they are using, these websites will display the same content.

Hypertext markup languages like HTML and HTML5 are generally used to create web pages or applications. The most recent version of HTML, HTML5, supports brand-new markup language features including multimedia, brand-new tags and components, and brand-new APIs. Video and audio are also supported by HTML. A dynamic web page is one that changes what is displayed each time it is viewed. For instance, the page might alter according on the time of day, the visitor to the website, or the nature of their engagement. Dynamic web pages might be of two different types.

Learn more about website here-

https://brainly.com/question/19459381

#SPJ4

You may observe cells and their formulas in the Watch Window toolbar when they are hidden on a worksheet.

Large worksheets can be easily inspected, audited, or verified for formula results using the Watch Windows. You can navigate your worksheet without continuously scrolling or visiting different locations by using the Watch Window. Like other toolbars, this one can be docked or relocated. For instance, you may dock it at the window's base. The workbook, sheet, name, cell, value, and formula of a cell are all kept track of by the toolbar. On the Home tab, under the Editing group, click Find & Replace, click Go To Special, and then click Formulae to select every cell on a worksheet that contains formulas.

Learn more about windows here-

https://brainly.com/question/28525121

#SPJ4

The best choice is A. The ability to designate organizational uses, such as Internet telephony or video conferencing, is a benefit of a browser intranet.

The intranet's web server makes use of TCP/IP, HTTP, and other internet protocols. Through one or more gateway computers, an intranet often has access to the public internet and other services. Websites can also contain audio, video, animation, graphics, and hypertext in addition to basic text. Hypertext links allow users to navigate to other web pages by clicking on them. An intranet is a private network website that is utilized within an organization. TCP/IP, the same technology used by the web, is used by intranet websites.

Learn more about network here-

https://brainly.com/question/14276789

#SPJ4

all of the following are good questions that can help determine if an underage person is using a borrowed id except: Your response is untrue. What is the number to your home?

A minor is a person who is not a legal adult according to the law. This age is usually the so-called "age of majority." The majority age varies by jurisdiction and application but is typically 18 years old. The word "minor" can also be employed in situations that have nothing to do with the general age of majority. For instance, the legal drinking and smoking age in the United States is 21, and even though a person is at least 18, they may still be referred to as a juvenile under the terms of the tobacco and alcohol laws if they are under 21. Underage or minor can also refer to someone who is younger than other legal age restrictions, such as the age of consent, the marriageable age, the driving age, the voting age, etc. These age restrictions frequently differ from the age of majority. In most countries, the definition of a minor is ambiguous. The ages of criminal responsibility and consent, the end of mandatory school attendance, the beginning of legally enforceable contracts, and other milestones may differ from one another.

Learn more about underage person here

https://brainly.com/question/10789364

#SPJ4

Models have been shown to be useful in a number of software engineering activities, although model-driven development still faces a lot of opposition.

This essay examines a particular facet of the overall issue. It discusses the results of testing class clusters with state-dependent behavior using statecharts. It details a controlled experiment that looked into their effects on evaluating fault-detection efficiency. Statechart-based testing and code-based structural testing are contrasted, and their software is examined to see if they work better together. The effectiveness of the two test procedures in detecting faults is not significantly different, according to the results, but when combined, they are significantly more effective. This suggests that a cost-effective approach would specify statechart-based test cases in advance, run them once the source code is available, and then finish them with test cases based on code coverage analysis.

Know more about software here:

https://brainly.com/question/1022352

#SPJ4