Machine learning PCA question:
Kernel Principal Component Analysis is a method for (Choose the best single answer from multiple choices):
Please explain why they are true or false
(A) Classification
(B) Reduction of the dimensionality
(C) Probability estimation
(D) Regression

Answers

Answer 1

(B) Reduction of the dimensionality.

Kernel Principal Component Analysis (PCA) is a dimensionality reduction technique used in machine learning. It aims to transform a high-dimensional dataset into a lower-dimensional space while preserving as much of the original variables as possible.

The technique is often used in image and speech recognition, as well as in data mining and exploratory data analysis. In Kernel PCA, data is mapped to a high-dimensional feature space using a kernel function, and then PCA is applied to the resulting feature space. This allows for nonlinear dimensionality reduction, where linear methods like traditional PCA are not effective. Therefore, option (B) is the correct answer.

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Related Questions

If it is an animal then it is an organism convert it in first order logic

Answers

Answer:

This is not an engineering question.

Explanation:

How many 1/4" screws must be used to secure a connection of 8 inch duct?

3

5

4

6

Answers

Answer:

3

Explanation:

you multiply 1/4 x a = 8

a= 3

8th grade science using an engineering design process, create mechanisms to improve community resilience, which safeguard against natural hazards

Answers

To improve community resilience against natural hazards, mechanisms can be created using an engineering design process.

How can the engineering design process be utilized to create mechanisms that enhance community resilience against natural hazards?

The engineering design process provides a systematic approach to problem-solving and innovation. When applied to the task of improving community resilience, it enables the creation of effective mechanisms that can safeguard against natural hazards.

The first step in the engineering design process is to define the problem. In this case, the problem is enhancing community resilience against natural hazards. This involves identifying the specific hazards prevalent in the community, such as earthquakes, floods, or hurricanes, and understanding their potential impacts.

The next step is to conduct research and gather information about existing solutions and best practices. This includes studying successful case studies and analyzing the effectiveness of different mechanisms used in other communities facing similar hazards.

Based on the research, the design phase begins. Engineers brainstorm and develop concepts for mechanisms that can mitigate the effects of natural hazards. These mechanisms could include early warning systems, reinforced infrastructure, improved evacuation routes, or resilient building materials.

Once the design concepts are developed, engineers create prototypes and models to test their functionality and effectiveness. These prototypes can be simulated or built on a smaller scale to evaluate their performance.

After testing and refining the prototypes, the final step is implementation. The mechanisms designed to improve community resilience are put into action, taking into account factors like cost, feasibility, and community engagement.

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Responding to the campaign of 4 classes, 7A, 7B, 7C, 7D contributed the amount of support proportional to the numbers 8,6;7;5 knowing the total amount of the two classes 7A, 7B is more than 7D 810 thousand VND sso the money each class has contributed

Answers

Writing life on my fantasy planet

How many grams is one molecule of calcium oxide?

Answers

Answer:

Molar mass -56.0774 g/mol

There is a way to calculate this

atomic number for calcium is 20

atomic number for oxygen is 8

The molar mass for calcium is 40

The molar mass for oxygen is 16

CALCIUM OXIDE

40. +. 16

=56g/mol

1 molecule = 1×56=56g/mol

2 molecules=2×56 =112g/mol

19.11 The atmosphere is stable with a lapse rate of –0.2 °C/100 m. The surface air temperature is 15 °C. A parcel of air is released at the ground with a temperature of 25 °C. Calculate the maximum mixing height, in m.

Answers

Answer:

The maximum mixing height in meters is 5,000 m

Explanation:

In this question, we are expected to calculate the maximum mixing height in meters.

We identify the following parameters;

Lapse rate(L) = 0.2 °C/100 m = 0.002 °C/m (divide 0.2 by 100 to get this)

Mathematically;

Lapse rate(L) = Temperature difference/altitude (h)

Where the temperature difference is (25 °C -15 °C) = 10°C

Substituting this in the formula, we have;

0.002 = 10/h

h * 0.002 = 10

h = 10/0.002

Altitude(h) = 5,000 m

work involved. This model is one that many of us use to calculate and record exam gradee. Instructions: 1) Calculate a percentage grade for each student based on 90 total points. 2) Use ViOOKUP to assign a ketter grade to each student based on the percentape grade. 3) Complete the grade distribution table using the COUNTIF function.

Answers

The instructions given provide an effective guide on how to calculate and record exam grades using the model. First, one must calculate a percentage grade for each student based on 90 total points.

Second, the VLOOKUP function is to be used to assign a letter grade to each student based on the percentage grade. Finally, the COUNTIF function can be used to complete the grade distribution table. In more than 100 words, this is how to go about each step.

Calculate Percentage Grade for Each Student based on 90 Total PointsTo calculate a percentage grade for each student, the following formula can be used:Percentage grade = (Points earned/Total points) x 100Therefore, to calculate a percentage grade for each student based on 90 total points, one will divide the points earned by each student by 90 and multiply the result by 100.

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Which type of sprinkler head is particularly difficult to shut off?
A)Recessed
B)Deluge
C)Sidewall
D)Pre-action

Answers

Correct answer is B) Deluge, Deluge sprinkler heads are particularly difficult to shut off because they constantly release water once activated,

Deluge sprinkler heads are particularly difficult to shut off due to their unique design and function. Unlike other types of sprinkler heads, deluge sprinklers are open and constantly release water once they are activated. They are commonly used in high-risk areas where a rapid and widespread water discharge is necessary to suppress fires quickly.

Deluge sprinkler systems are designed to deliver large volumes of water over a wide area in a short amount of time. When a fire is detected, a deluge valve opens, allowing water to flow through all the sprinkler heads simultaneously. This ensures that the entire protected area is flooded with water, effectively controlling and extinguishing the fire.

The challenge in shutting off deluge sprinkler heads lies in their continuous flow of water. Once the deluge valve is opened, water flows through the open sprinkler heads and does not stop until the valve is closed. This is in contrast to other types of sprinkler heads, such as recessed, sidewall, or pre-action, which can be individually controlled and shut off.

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A 75-hp, 850 r/min, 500-V series motor has an efficiency of 90.2 percent
when operating at rated conditions. The series field has 30 turns/pole, and
the motor parameters are:

Armature
0.1414 ohms

IP + CW
0.0412 ohms

Series
0.0189 ohms

Resistance,

The motor has a maximum safe speed of 1700 r/min. Is it safe to operate the
motor with a 10-hp shaft load? Use the magnetization curve in Figure
11.16, and show all work. Neglect changes in windage and friction

A 75-hp, 850 r/min, 500-V series motor has an efficiency of 90.2 percentwhen operating at rated conditions.

Answers

It is not safe to operate the motor with a 10-hp shaft load.

Explanation :
Solution-
First, determine the rated speed and current of the motor:
Rated speed = 850 r/min
Rated current = 500 V / (0.1414 ohms + 0.0412 ohms + 0.0189 ohms) = 30.22 A
Next, determine the speed and current for a 10-hp shaft load:
Speed = 1700 r/min
Current = 10 hp / (75 hp * 0.902) = 0.1343 A
Finally, determine whether it is safe to operate the motor with the 10-hp shaft load using the magnetization curve. we can see that the current at 1700 r/min is 0.1264 A, which is less than the current for the 10-hp shaft load (0.1343 A).

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Water is pumped from a lake to a storage tank 18 m above at a rate of 70 L/s while consuming 20.4 kW of electric power. Disregard any frictional losses in the pipes and any changes in kinetic energy, determine (a) the overall efficiency of the pump-motor unit (5-point), and (b) the pressure difference between the inlet and the exit of the pump (5-point).

Answers

Search up A gardener can increase the number of dahlia plants in an annual garden by either buying new bulbs each year or dividing the existing bulbs to create new plants . The table below shows the expected number of bulbs for each method

Part A
For each method,a function to model the expected number of plants for each year

Part B
Use the Functions to Find the expected number of plants in 10 years for each method.

Part C

The weight of your car will aslo affect its

Answers

Answer:

speed and acceleration

Write a statement that assignsall elements in the arrayatomicWeights the value 1.003,independent of the size of thearray.atomicWeights(:) = 1.0032

Answers

A statement that assigns all elements in the array atomic Weights the value 1.003,independent of the size of the array is atomicWeights(:) = 1.0032.

An array is a grouping of identically typed components that are stored in adjacent memory locations and can each be individually referred to using an index to a special identifier. There is no need to declare five distinct variables when declaring an array of five int values (each with its own identifier). are by default not set. This indicates that none of the components in the array have any specific values assigned to them; rather, their contents are unknown at the time the array is declared.

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1. When measuring a cylinder for wear, the most wear will be found at the

Answers

Answer:

Most cylinder wear occurs at the top of ring travel.

If current flowing through a conductor is 10 mA. how many electrons travel through it in 10 s?​

Answers

6.25×10⁻¹⁸ electrons will flow through a copper wire.

What are electrons?

Electrons can be defined as the sum of atomic particles that is the career of negative charge, they are responsible for the chemical property of an element, the electrons are present in the shell.

Use formula ( I = ne/t )

Here,

number of electron

electron =1.6 x 10¯¹9 C

We have a relation between charge and current as

Charge = Current×time i.e

Q = i×t.

Now we have current = 10 amp & time = 10sec from given data.

Therefore charge Q = 10×1 = 100 coulombs.

Again we have a relation between charge and no of electrons

I.e no of electrons= total charge / 1.6×10⁻¹⁹

So, no of electrons = ( 100C/1.6×10⁻¹⁸ )

= 6.25×10⁻¹⁸ electrons.

Therefore, 6.25×10⁻¹⁸ electrons will flow through a copper wire carrying 10 amps current for 10 sec

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Select the correct answer.
Clara is preparing a construction plan. Where can she provide details regarding the location and sizes of windows in the building?
OA title block
OB
schedule
Ос.
bill of materials
OD. mechanical

Answers

It should be C because it has all the info

What type of casting mechanism should be used if you want to cast an integer value to a double value? O static cast O constant cast o dynamic cast O reinterpret cast

Answers

In C++, casting refers to the process of converting the data type of an object into another type. The type of casting mechanism that should be used if you want to cast an integer value to a double value is `static_cast`.

What is casting in C++?Casting refers to the conversion of one data type to another in C++. The most common casting operators are the following:Static castReinterpret castDynamic castConst castAnswer:When the user wants to convert an integer to a double, the static_cast type casting operator should be used. The static_cast method is a safer form of casting as it performs compile-time checks to make sure that the conversion is valid. The static_cast type casting operator can be used with all scalar types, as well as with pointer types, to perform the following operations:

Upcasting - Converting a derived class pointer to a base class pointer. Downcasting - Converting a base class pointer to a derived class pointer. Converting one pointer type to another pointer type, such as from char* to int*. The static_cast can be used to cast a value from one arithmetic type to another arithmetic type. This method ensures that the conversion is valid at compile time, which avoids any runtime error that might have occurred with other cast types.

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2.1 Define what is meant by a Programming Paradigm. Explain the main characteristics of Procedural, Object
oriented and Event-driven paradigms and the relationships among them (Report).
2.2 Write code examples for the above three programming paradigms using a Java programming language
(Program).
2.3 Compare and contrast the procedural, object orientated and event driven paradigms used in the above source
code (Report).
2.4 Critically evaluate the code samples that you have above in relation to their structure and the unique
characteristics (Report).

Answers

2.1 Definition of Programming ParadigmProgramming Paradigm can be defined as an approach that programmers follow to solve problems in programming. This approach provides a certain perspective on how to design and structure the program to solve a particular problem.

Programming paradigms can be divided into different categories, and the most important of these are procedural, object-oriented, and event-driven programming paradigms.Characteristics of Procedural, Object-oriented, and Event-driven ParadigmsProcedural Programming ParadigmA procedural programming paradigm is a programming paradigm that separates code into smaller modules.

This paradigm relies on procedures, subroutines, and functions to structure the program.Object-oriented Programming ParadigmIn object-oriented programming (OOP), objects are used to represent real-world objects. It includes class definitions that determine object properties, methods that represent behavior, and objects that represent the class instances.Event-driven Programming ParadigmAn event-driven programming paradigm is used to create responsive programs. Event-driven programming involves event handlers, which are functions that are triggered by specific events. This paradigm is useful in creating user interfaces.

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In a certain company the cost of software depends on the license type which could be Individual or Enterprise. Write a program that reads  License Type wanted (just the first character of each type: I, i, E, e).  Number of Users to use the software. Type Price/User Minimum number of users Individual 500$ 1 Enterprise 300$ 5 Your program should:  Check if the number of users is greater than or equal than Minimum Number of Users allowed Compute the cost: (for example cost = Cost per user x Number of Users)

Answers

Solution :

import \($\text{java}.$\)util.*;

public \($class$\) currency{

  public static \($\text{void}$\) main(String\($[]$\) args) {

      Scanner input \($=$\) new Scanner(System\($\text{.in}$\));

      System\($\text{.out.}$\)print("Enter \($\text{number of}$\) quarters:");

      int quarters = input.nextInt();

      System.out.print("Enter number of dimes:");

      int \($\text{dimes =}$\) input.nextInt();

      System\($\text{.out.}$\)print("Enter number of nickels:");

      int nickels = input.nextInt();

      System\($\text{.out.}$\)print("Enter number of pennies:");

      int \($\text{pennies = }$\) input.nextInt();

      // computing dollors

      double dollars = (double) ((quarters*0.25)+(dimes*0.10)+(nickels*0.05)+(pennies*0.01));

      System\($\text{.out.}$\)format("You have : $%.2f",dollars);

  }

}

A part has been tested to have Sut = 530 MPa, f = 0.9, and a fully corrected Se = 210 MPa. The design requirements call for the part to be loaded at three different fully-reversed loads and cycled at each one for a set number of cycles. First, it will be loaded at ±350 MPa for 5,000 cycles. Then, it will be loaded at ±260 MPa for 50,000 cycles. Finally, it will be loaded at ±225 MPa until it fails. How many cycles do we expect the part to last at the final loading? Use Miner's method. :g

Answers

Answer:

126984 cycles

Explanation:

Given data :

Sut = 530 MPa

f = 0.9

fully corrected Se = 210 MPa

using Miner's method attached below is the detailed solution of the given problem

when loaded with ± 225 MPa the number of cycles before it fails will be

≈  126984

A part has been tested to have Sut = 530 MPa, f = 0.9, and a fully corrected Se = 210 MPa. The design

a pressure cooker is a pan that cooks food much faster than ordinary pans by maintaining a higher pressure and temperature during cooking. the pressure inside the pan is controlled by a pressure regulator (the petcock) which keeps the pressure at a constant level by periodically allowing some steam to escape, thus preventing any excess pressure buildup. a certain pressure cooker has a volume of 6 l and an operating pressure of 75 kpa gage. initially, it contains 1 kg of water. heat is supplied to the pressure cooker at a rate of 500 w for 30 min after the operating pressure is reached. assuming an atmospheric pressure of 100 kpa, determine: a) the temperature at which cooking takes place. b) the amount of water left in the pressure cooker at the end of the process. assume some liquid water is still in the pan.

Answers

More cooking is done before the water actually begins to boil thanks to the raised pressure inside the cooker, which raises the boiling point of water above 1000C. In the end, food cooks more quickly.

Slow-cooked meals can be quickly prepared with pressure cookers. They are efficient in terms of electricity consumption and are excellent for tenderizing less expensive portions of meat. They are a healthy cooking method since they effectively retain nutrients and can cut cooking times by up to 50%. Water boils at 121°C (250°F) at that pressure. As a result, food may cook at considerably greater temperatures than it could under atmospheric pressure. Additionally, because cooking reactions quicken at higher temperatures, food cooks more quickly it is a good technology.

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1.
Explain why an n-type semiconductor material is
electrically neutral and not negatively charged.

Answers

Answer:

It is important because the donor introduces a free electron to the conduction band while leaving behind a fixed positively charged ion, thus maintaining the overall charge neutrality.

real life problems solved in statistics using software engineering

Answers

Answer:

Explanation:

Using a machine learning algorithm, Aerosolve’s predictive model takes the optimal price for a rental based on its location

You have been working as a network engineer for Flaming Systems and Solutions. An existing client of your organization has requested you to set up a network for a new joint wherein a user will have to agree to a certain set of terms and conditions before gaining access to the network. Which of the following options will you use in such a scenario?

Answers

In a scenario where you have been working as a network engineer for Flaming Systems and Solutions. An existing client of your organization has requested you to set up a network for a new joint wherein a user will have to agree to a certain set of terms and conditions before gaining access to the network, technology you should use in such a scenario is: Captive portal.

What is captive portal?

A captive portal is a web page that is viewed via a web browser and presented to newly joined Wi-Fi or wired network users before they are permitted broader access to network resources.

Captive portals are the welcome pages that appear when you join to a Wi-Fi hotspot in a public location such as an airport or your favorite fast-food restaurant.

The basic line is that when a person is utilizing a captive gateway, it doesn't take long for a hacker to obtain access to their device. Once attackers have access to that device, it can serve as a back door to the actual prize, which is your business network, as well as the networks of your partners and/or supplies chain.

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What types of information are provided in the invitation to bid?

Answers

Answer:

A comprehensive Invitation for Bid (IFB) solicitation will describe the planned project in detail, lay out submission requirements including deadlines, project scope and duration, minimum qualifications, mandatory service standards, and required warranties.

the bellman-ford shortest path algorithm works ____O on graphs with negative edge weights, but not negative edge weight cycles O only on graphs without cycles O on any graph O only on graphs with non-negative edge weights

Answers

The bellman-ford shortest path algorithm works on graphs with negative edge weights, but not negative edge weight cycles.

Define an algorithm.

A finite sequence of exact instructions is known as an algorithm in mathematics and computer science. Algorithms are frequently used to solve a class of particular problems or to carry out computations. For carrying out calculations and data processing, algorithms are used as specifications.

A method used to solve a problem or carry out a command is known as an algorithm. Algorithms are precise lists of instructions that, in either software or hardware-based routines, carry out predetermined actions step by step.

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If the number of turns in the coil is increased, the induced electromotive force in the coil will A. Increase B. Decrease C. Remains same D. None of the above

Answers

If the number of turns in the coil is increased, the induced electromotive force in the coil will A. Increase.

According to Faraday's law of electromagnetic induction, the magnitude of the induced electromotive force (EMF) in a coil is directly proportional to the rate of change of magnetic flux passing through the coil. The magnetic flux is influenced by factors such as the strength of the magnetic field and the number of turns in the coil.

When the number of turns in the coil is increased, more individual loops are present, resulting in a larger surface area for magnetic flux to pass through. As a result, a greater amount of magnetic flux is linked with the coil, leading to a higher rate of change of flux and an increased induced EMF.

Therefore, increasing the number of turns in the coil enhances the effectiveness of electromagnetic induction, resulting in a greater induced electromotive force.

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quy trình sản xuất bao bì plastic dạng túi

Answers

Q.1: A composite Materials has a longitudinal modulus of elasticity of 18.2 GPa. Containing unidirectional glass fiber in an epoxy matrix. Determine
a) Volume Fraction of glass fiber and epoxy matrix
b) The density of the composite
c) The ratio of the load carried by the fiber to that carried by
the matrix.
Note
The density of epoxy =1.3 gm/cm3
The density of glass =2.2 gm/cm3 E of epoxy = 2.75 GPa Eofglass =380GPa

A picture showing the actual parts of a circuit and their connection is called_______ diagram

Answers

Answer:

a picture showing the actual parts of a circuit and their connection is call a Circuit diagram

Which of the following questions would be relevant to conducting a building's life-cycle assessment? (Select
all that apply.)

A. What is the cost of the building?
B. Will the building be operated by a foreign-owned corporation?
C. Will the building generate any pollution?
D. How long is the building expected to last?

Answers

The questions that would be relevant to conducting a building's life-cycle assessment? (Select all that apply.)

C. Will the building generate any pollution?

D. How long is the building expected to last?

Building's life-cycle assessment is a comprehensive evaluation of the environmental impacts of a building throughout its entire life cycle, including raw material extraction, transportation, construction, operation, maintenance, renovation, and demolition.

It aims to identify ways to reduce the building's environmental impact and promote sustainability. Relevant factors to consider in a building's life-cycle assessment may include energy efficiency, water usage, waste generation, greenhouse gas emissions, and the use of sustainable materials and practices. Additionally, the expected lifespan of the building is also a crucial factor to consider in the life-cycle assessment as it determines the overall environmental impact of the building over time.

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The Document is automatically shared with support when a ticket is created.

Answers

The following statement of the document is false.

What do you mean by document?

A document is a written, drawn, presented, or documented statement of ideas that frequently includes both non-fictional and fictitious content. The term comes from the Latin Documentum, which means "teaching" or "lesson": the verb doce means "to teach." Historically, the term was used to refer to written proof that may be used as evidence of a truth or reality. "Document" in the computer age usually refers to a mostly textual computer file, including its structure and format, such as fonts, colours, and graphics. Given the existence of electronic documents, the term "document" is no longer defined by its transmission medium, such as paper.

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Hi Guys ^^[tex] [/tex][tex] [/tex][tex] [/tex][tex] [/tex][tex] [/tex][tex] [/tex][tex] [/tex][tex] [/tex][tex] [/tex][tex] [/tex][tex] [/tex][tex] [/tex] Julia Alvarez, Amy Tan, and Sharine Taylor are all immigrants who have written about their experiencescoming to the United States, examining their identities, and celebrating their cultures and ethnicities.For this assignment, you will read three short stories, all of which have these related themes. Please use this graphic organizer to take notes on each of these texts. You will need to identify specific citations related to each theme and interpret/analyze these citations. Find the value of x. Round your answer to the nearest tenth Polaris is another name for which navigational star?. How many solutions are there to the equation below?6x + 35 + 9x = 15(x + 4) - 25A. OB. Infinitely manyC. 1 What is the interval notation for {x: 4 x < 9}? you have an older dot matrix printer that uses a cloth reusable printer ribbon that is fed by two spools. which of the following is an advantage of upgrading to a dox matrix printer that uses a ribbon cartridge? answer the printer would use 48 pins for higher resolution. the ribbon cartridge lasts longer. the printer would include a tractor feed component. the cartridge is easily replaceable. Part 2: Choose eight events from the lesson. Complete the chart below. Your answers MUST be paraphrased in your own words. Do not copy and paste from the lesson- 2 must be political events-2 economic events -two social events-two events of your choice One event has been completed for you. Choose seven more events to include in the chart SOMETHING I DONT UNDERSTAND! My sis told me she was on her perio d but then I told her there was this thing called subject and predicate and how she isnt supposed to have a period at the end of her statement because it wouldnt make any sense... and ya, it didnt go well cause' she put on a tantrum. But the weird thing is that Google said this "Tantrums are most common between the ages of one and four, then decrease when children start school." SO HOW COME I DIDN"T HABE A TANTRUM!! life makes no sense How to Convert Roman Numerals to Numbers? In the context of the story, what are the effects of social status? what does being poor mean to yollie and her mother? cite evidence from this text, your own experience, and other literature, art, or history in your answer, Your racquetball opponent has poor reaction time and agility. A good offensive strategy would be to serve: (2 points) Group of answer choices Before he is ready so he won't expect the ball Near him to start a rally and keep the ball in play To the same place each time to have a good match To various court locations to keep him surprised The mole fraction of helium in a saturated solution at 0C is 1.2 x 106. Find the pressure of helium above the solution. Henry's law constant is 6.8 x 106 atm1 Please help it's urgent A circle is centered at the point (-7, -1) and passes through the point (8, 7).The radius of the circle is____ units. The point (-15,___ ) lies on this circle..I will give Brainliest Identify the continent on which the Tang and Song Dynasties existed What is the relative humidity of an air sample if the vapor pressure is 15 millibars and the saturation vapor pressure at the sample's air temperature of 25C is 31.7 millibars? 47% 60% 79% pts O 100 Exercise 1 Add commas where necessary. Cross out commas used incorrectly using the delete symbol. Some sentences may be correct.Patterns in crystals repeat themselves over and over, and crystals with flawless repetition are said to be perfect. Ann did an experiment on the solubility of substances. She realized that oil molecules can mix freely with gasoline but they cannot mix with water.How can the solubility of oil in gasoline be explained? List the six characteristicscthat should be on every main entrance