mandy collected 80 stamps last year, and collected 140 stamps this year. what was the percentage increase in her stamp collection

Answers

Answer 1

Answer:

75%

Step-by-step explanation:

We Know

Mandy collected 80 stamps last year.

Collected 140 stamps this year.
What was the percentage increase in her stamp collection?

We Take

(140 ÷ 80) x 100 = 175%

Then We Take

175 - 100 = 75%

So, the stamp collection increase by 75%


Related Questions

according to current fiscal policy theory, which of the following decisions would best help end a recession in the united states?

Answers

According to current fiscal policy theory, the best decision to help end a recession in the United States would be to increase government spending. This is based on the Keynesian theory that during a recession, there is a lack of aggregate demand in the economy, and government spending can help stimulate demand and encourage economic growth.

By increasing government spending on infrastructure, education, and other public services, it can create jobs, increase consumer spending, and boost economic activity. Additionally, the government can also implement tax cuts, which can give consumers more disposable income to spend and also stimulate demand.

However, it's important to note that the effectiveness of fiscal policy in ending a recession can be influenced by various factors such as the magnitude of the recession, the timing of the policy implementation, and the government's ability to finance the policy measures. Therefore, policymakers need to carefully consider all of these factors and adjust their decisions accordingly.
According to current fiscal policy theory, the best decision to help end a recession in the United States would involve implementing expansionary fiscal measures. This typically includes increasing government spending, cutting taxes, or a combination of both, which in turn stimulates economic activity and growth.

Expansionary fiscal policy works by injecting more money into the economy, which increases aggregate demand. This leads to higher levels of output and employment, eventually helping to alleviate the negative effects of a recession. Increased government spending can come in various forms, such as investments in infrastructure, public services, or direct financial assistance to individuals and businesses. Tax cuts provide more disposable income for consumers and lower costs for businesses, promoting spending and investment.

To implement these decisions, policymakers need to consider various factors, such as the severity of the recession, the level of public debt, and the effectiveness of specific fiscal measures in achieving the desired outcomes. It is essential to strike the right balance to avoid causing inflation or exacerbating long-term fiscal imbalances.

In conclusion, current fiscal policy theory suggests that the best decision to help end a recession in the United States involves implementing expansionary fiscal measures, such as increasing government spending and cutting taxes. These actions stimulate economic growth and alleviate the negative impacts of a recession, ultimately contributing to economic recovery.

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Mary earned the following test scores (out of 100 points) on the first four tests in her algebra class: 88 , 94 , 95 , and 92 . Her mean test score is 92.25 What score would Mary need to earn on the fifth test in order to raise her mean test score to 93 ?

Answers

Mary needs to score 96 on the fifth test to raise her average test score from 92.25 to 93.

Let's use the formula for the mean

mean = (sum of all scores) / (number of scores)

We can rearrange this formula to solve for the sum of all scores

sum of all scores = mean x number of scores

We know that Mary's mean test score is currently 92.25 and she has taken four tests, so

sum of all scores = 92.25 x 4 = 369

To raise her mean test score to 93, Mary needs the sum of all five test scores to be

sum of all scores = 93 x 5 = 465

To find out what score Mary needs to earn on the fifth test, we can subtract the sum of her first four test scores from the required sum of all five test scores

score on fifth test = sum of all five tests - sum of first four tests

score on fifth test = 465 - 369

score on fifth test = 96

Therefore, Mary needs to earn a score of 96 on the fifth test in order to raise her mean test score to 93.

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If the speed of an airplane is 350 mi/h with a tail wind of 40 mi/h, what is the speed of the plane in still air?

Answers

The speed of the airplane in still air is 310 miles per hour.

Let's denote the speed of the airplane in still air as "x" (in miles per hour).

When the airplane is flying with a tailwind, its speed relative to the ground increases. We can use the formula:

speed with tailwind = speed in still air + speed of tailwind

To set up an equation:

350 mi/h = x mi/h + 40 mi/h

To simplify, we have:

x mi/h = 350 mi/h - 40 mi/h

x mi/h = 310 mi/h

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Express cos L as a fraction in simplest terms.

Answers

The fraction of Cos L is 23/25

First, let's understand what a fraction is. A fraction represents a part of a whole. It has two parts: the numerator and the denominator. The numerator represents the part we are interested in, and the denominator represents the whole.

Now, let's look at our problem. We have a right triangle with sides KL and JL, and we need to find cos L. Cosine is defined as the ratio of the adjacent side to the hypotenuse in a right triangle. So, to find cos L, we need to identify the adjacent and hypotenuse sides.

From the given information, we know that KL is adjacent to angle L, and JL is the hypotenuse. So, we can write:

cos L = KL/JL

Now, we need to simplify this fraction. To simplify a fraction, we need to divide both the numerator and the denominator by their greatest common factor (GCF). The GCF of 23 and 25 is 1, so we cannot simplify the fraction any further.

Therefore, the final answer is:

cos L = KL/JL = 23/25

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Binomial Probability
Timothy creates a game in which the player rolls 4 dice.
What is the probability in this game of having exactly
two dice land on six? (PDF)

Answers

Answer:

4!/(2!2!) = 6

There are 6 possible ways that 2 of the 4 dice will land on six.

6(1/6)(1/6)(5/6)(5/6) = 25/216 = .116

B is correct.

what expression is equivalent to 9^-4

Answers

Answer:

1/6561

Step-by-Step Explanation:

you get 1/6561 when you simplify 9^-4

Is the number one question surface area right?

Answers

Yes it should be surface area

5. (30 points) y-function (or y-factor) is commonly used to evaluate the quality of pressure-volume data from constant mass expansion (cme) of oil and gas. Y-function is applied to data in the two-phase region in cme. When y-function is plotted as a function of pressure for the two- phase region, it should be linear or close to being linear. Two sets of cme data are provided in tables 1 and 2. One of them is of low quality because the data were taken with insufficient equilibration time. Apply y-function to the two sets of cme data, and show a plot for each data set. Which one is the low-quality cme data based on your plots?

Answers

To apply the y-function to the provided cme data, we need to first calculate the specific volume (v) for each data point using the ideal gas law: v = (RT)/P

where R is the gas constant, T is the temperature in Kelvin, and P is the pressure. We will assume that the gas is ideal and use R = 8.314 J/mol K.

Next, we need to calculate the y-values for each data point using the equation:

[tex]Y = (v - v_l) /(v_g - v_l)[/tex]

where [tex]v_l[/tex] and [tex]v_g[/tex] are the specific volumes of the liquid and gas phases, respectively, at the given pressure and temperature. We will use the following values for [tex]v_l[/tex] and [tex]v_g[/tex]:

[tex]v_l = 0.001 (m^3/kg)\\\\v\\_g = 5.0 (m^3/kg)[/tex]

Using the specific volume values and the equation for y, we can calculate the y-values for each data point:

| Pressure (MPa) | Temperature (K) | Specific Volume

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How many black cherry trees have a height of at least 80 feet?

A.) 10
B.) 5
C.) 2
D.) 7

Answers

Answer:

D.) 7

Step-by-step explanation:

5 trees have a height of from 80 ft to 85 ft.

2 trees have a height of from 85 ft to 90 ft.

Answer: D.) 7

Answer:

D) 7 black cherry trees

Step-by-step explanation:

In the bar graph, we can see that starting at 80 feet, there are 5 trees that range from 80-85 feet.

We can also see that there are only 2 trees that range from 85-90 feet.  The question asks for how many trees that have a height of at least 80 feet, so we add 5+2 to get 7 trees.

Hope this helps! :)

Find the exact solutions of the given system equations graphically y= x -3 y=_4x2

Answers

The value of exact solutions of the given system equations graphically is,

⇒ x = (1 ± √ 47i) / 8

We have to given that;

Equations are,

y = x - 3

y = 4x²

Now, Substitute the value of y in (ii);

x - 3 = 4x²

4x² - x + 3 = 0

x = - (- 1) ± √(- 1)² - 4×4×3/8

x = (1 ± √1 - 48) / 8

x = (1 ± √- 47) / 8

Thus, The value of exact solutions of the given system equations graphically is,

⇒ x = (1 ± √ 47i) / 8

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The function x(t) = cos(2π100t + π/3) is sampled at the minimum sampling rate to avoid aliasing for 10 seconds. How many points are generated?

Answers

If the function x(t) = cos(2π100t + π/3) is sampled at the minimum sampling rate to avoid aliasing for 10 seconds, 2000 points are generated.

The function x(t) = cos(2π100t + π/3) is sampled at the minimum sampling rate to avoid aliasing for 10 seconds.

To avoid aliasing, we need to use the Nyquist-Shannon Sampling Theorem, which states that the minimum sampling rate should be twice the highest frequency in the signal. In this case, the highest frequency is 100 Hz.

Step 1: Calculate the minimum sampling rate.
Minimum sampling rate = 2 * highest frequency = 2 * 100 Hz = 200 Hz.

Step 2: Calculate the total number of points generated in 10 seconds.
A number of points = sampling rate * time duration = 200 Hz * 10 s = 2000 points.

So, 2000 points are generated when the function x(t) = cos(2π100t + π/3) is sampled at the minimum sampling rate to avoid aliasing for 10 seconds.

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(1 point) Use the ratio test to determine whether ? + 2 converges or diverges (a) Find the ratio of successive terms. Write your answer as a fully simplified fraction. For n 2 11. +! lim = lim 00 00 (b) Evaluate the limit in the previous part. Enter co as infinity and -20 as -infinity. If the limit does not exist, enter DNE. Lim a. (c) By the ratio test, does the series converge, diverge, or is the test Inconclusive? Choose 00 (1 point) For the following alternating series, Σα, = 0. 45 - (0. 45) (0. 45) (0. 45) 31 +. 5! 7! how many terms do you have to compute in order for your approximation your partial sum) to be within 0. 0000001 from the convergent value of that series?

Answers

To ensure that the error is less than 0.0000001, we need to compute at least the first 6 terms of the series. This will give us a partial sum that is within 0.0000001 of the actual sum.

(a) The ratio of successive terms of the series is:

[tex]|a[n+1]/a[n]| = |(-1)^(n+1)*(n+2)/(n+1)(1/2)|[/tex]

Simplifying this expression, we get:

[tex]|a[n+1]/a[n]| = (n+2)/(2(n+1))[/tex]

(b) To evaluate the limit of this expression as n approaches infinity, we can divide the numerator and denominator by n:

[tex]|a[n+1]/a[n]| = [(n/n)(1+2/n)] / [(2/n)(1+1/n)][/tex]

Taking the limit as n approaches infinity, we get:

[tex]lim n- > ∞ |a[n+1]/a[n]| = lim n- > ∞ [(n/n)(1+2/n)] / [(2/n)(1+1/n)[/tex]]

= 1/2

Therefore, the limit of the ratio of successive terms is 1/2.

(c) Since the limit of the ratio of successive terms is less than 1, by the ratio test, the series ? + 2 converges.

To approximate the alternating series Σα, = 0. 45 - (0. 45) (0. 45) (0. 45) 31 +. 5! 7! within 0.0000001 of the convergent value, we need to determine how many terms of the series we need to compute. We can use the alternating series error bound theorem to estimate the error:

|Rn| <= |an+1|

where Rn is the error term (the difference between the nth partial sum and the actual sum), and an+1 is the first neglected term in the series.

To find the first neglected term, we can look at the pattern of the series:

a0 = 0.45

a1 = -0.2025

a2 = 0.025641

a3 = -0.0007716

a4 = 0.00003857

a5 = -0.00000298

The absolute value of the terms is decreasing, so the error is bounded by the absolute value of the first neglected term. In this case, the first neglected term is a6 = 0.00000025.

Therefore, to ensure that the error is less than 0.0000001, we need to compute at least the first 6 terms of the series. This will give us a partial sum that is within 0.0000001 of the actual sum.

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Kaelyn was one of four hundred eighty people who waited in line for a chance to appear on a reality television show. If 30 people were selected at random, what is the probability that Kaelyn was selected?

Answers

Answer:

To calculate the probability that Kaelyn was selected out of 30 people chosen at random from a group of 480 people, we can use the concept of probability.

Given:

Total number of people in the group (N) = 480

Number of people chosen (n) = 30

We want to find the probability of Kaelyn being selected, which is the probability of selecting 1 person out of 480 people, or 1/480.

So, the probability that Kaelyn was selected is:

P(Kaelyn) = 1/480

This is the final answer, as it represents the probability of Kaelyn being selected out of 30 people chosen at random from a group of 480 people.

Step-by-step explanation:

Answer:

To calculate the probability that Kaelyn was selected out of 30 people chosen

Step-by-step explanation:

pick a random number between 0 and 1, next number is at most the previous number, expected number of rolls until below 1/2

Answers

The expected number of rolls needed to generate a number below 1/2 is 1.5, which is rounded to 2.

If we pick a random number between 0 and 1 and generate the next number to be at most the previous number, then the expected number of rolls until the generated number is below 1/2 is 2.

To see why, consider the following strategy:

Roll the die once to generate the first number, X1.

If X1 < 1/2, stop.

Otherwise, continue rolling the die until the generated number is below X1.

Once the generated number is below X1, stop.

Let Y be the number of rolls needed to complete this strategy. If X1 < 1/2, then Y = 1, since we stop immediately. Otherwise, we know that X2 < X1, X3 < X2, and so on until we reach a number Xn < Xn-1 < ... < X2 < X1 that is below 1/2. Thus, we need at least n - 1 additional rolls to complete the strategy.

To find the expected value of Y, we can use the law of total probability:

E(Y) = P(X1 < 1/2) × E(Y | X1 < 1/2) + P(X1 ≥ 1/2) × E(Y | X1 ≥ 1/2)

Since the first roll is uniformly distributed between 0 and 1, we have P(X1 < 1/2) = 1/2 and P(X1 ≥ 1/2) = 1/2.

If X1 < 1/2, then Y = 1, so E(Y | X1 < 1/2) = 1.

If X1 ≥ 1/2, then we need to roll the die until we get a number below X1. Since X1 is uniformly distributed between 1/2 and 1, the expected value of X1 is 3/4. Thus, by the memoryless property of the geometric distribution, the expected number of rolls needed to generate a number below X1 is 2. Therefore, E(Y | X1 ≥ 1/2) = 2.

Substituting these values into the formula for E(Y), we get:

E(Y) = (1/2) × 1 + (1/2) × 2 = 1.5

Therefore, the expected number of rolls needed to generate a number below 1/2 is 1.5, which is rounded to 2.

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aki ola In the figure below AB=24cm,BD=17cm,AD=13cm and ACD=90Degrees. find CD

Answers

The Length of CD is 27.875 cm.

We have,

AB=24 cm, BD= 17 cm, AD = 13 cm

and, ACD=90Degrees

Using Pythagoras theorem

AD² = AC² + CD²

13² = AC² + (x-17)²

169 = AC² + x² + 289 - 34x

- x² + 34x - 120 = AC²

AC² = (x-4)(x-30)

Again,

AB² = AC² + CB²

24² = (x-4)(x-30) + x²

576 =  - x² + 34x - 120 + x²

34x = 696

x= 10.875

Thus, the length of CD is

= 10.875 + 17

= 37.875 cm

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Assume that the time, T, between earthquakes on a fault has a lognormal distribution with a mean of 75 years and a coefficient of variation of 0.4. Answer the following questions: a) [10 pts] If an earthquake just occurred on the fault, what is the probability that an earthquake will occur in the next 50 years? b) [10 pts] If the last earthquake on the fault occurred 75 years ago, what is the probability that an earthquake will occur in the next 50 years? c) [5 pts] Due to inaccurate historical records, you are unsure whether the last earthquake occurred 50 or 75 years ago. What is the probability of occurrence of an earthquake in the next 50 years, if you believe that either of the dates for the previous earthquake occurrence is equally likely i.e., probability of these two cases is 0.5?

Answers

P(T < 50) = 0.3202 * 0.5 + 0.102 * 0.5 = 0.2111

Finally, substituting all these values into Bayes' theorem, we get:

P(T < 50 | T = 50 or 75) = 0

a) To solve this problem, we need to use the properties of the lognormal distribution. Specifically, we know that if T is a lognormal distribution with mean μ and coefficient of variation σ, then ln(T) has a normal distribution with mean ln(μ) and standard deviation σ.

Using this, we can standardize the distribution of ln(T) as follows:

z = (ln(50) - ln(75)) / (0.4 * ln(10))

where ln(10) is the natural logarithm of 10.

We can then use a standard normal distribution table (or a calculator) to find the probability that z is less than or equal to this value.

P(T < 50) = P(ln(T) < ln(50)) = P(z < -0.468) = 0.3202

Therefore, the probability of an earthquake occurring in the next 50 years is approximately 0.3202.

b) Similarly, to find the probability of an earthquake occurring in the next 50 years given that the last earthquake occurred 75 years ago, we standardize the distribution of ln(T) using:

z = (ln(50) - ln(75)) / (0.4 * ln(10))

But this time, we need to adjust the mean by subtracting ln(75) and adding ln(75+75) = ln(150) to account for the time since the last earthquake.

z = (ln(50) - ln(75+75)) / (0.4 * ln(10)) = -1.272

Again, using a standard normal distribution table (or calculator), we find that:

P(T < 50 | T = 75) = P(ln(T) < ln(50) | ln(T) = ln(75)) = P(z < -1.272) = 0.102

Therefore, the probability of an earthquake occurring in the next 50 years given that the last earthquake occurred 75 years ago is approximately 0.102.

c) To find the probability of an earthquake occurring in the next 50 years, given that the last earthquake occurred either 50 or 75 years ago with equal probability, we need to use Bayes' theorem:

P(T < 50 | T = 50 or 75) = P(T = 50 or 75 | T < 50) * P(T < 50) / P(T = 50 or 75)

where P(T = 50 or 75) = 0.5 (since the two cases are equally likely).

To find P(T = 50 or 75 | T < 50), we can use the law of total probability:

P(T < 50) = P(T < 50 | T = 50) * P(T = 50) + P(T < 50 | T = 75) * P(T = 75)

where P(T = 50) = P(T = 75) = 0.5 (since the two cases are equally likely).

From parts a) and b), we know that:

P(T < 50 | T = 50) = 0.3202

P(T < 50 | T = 75) = 0.102

Substituting these values, we get

P(T < 50) = 0.3202 * 0.5 + 0.102 * 0.5 = 0.2111

Finally, substituting all these values into Bayes' theorem, we get:

P(T < 50 | T = 50 or 75) = 0

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A student club is designing a trebuchet for launching a pumpkin into projectile motion. Based on an analysis of their design, they predict that the trajectory of the launched pumpkin will be parabolic and described by the equation y(x)=ax^2+bx where a=−8.0×10^−3 m^−1, b=1.0(unitless), x is the horizontal position along the pumpkin trajectory and y is the vertical position along the trajectory. The students decide to continue their analysis to predict at what position the pumpkin will reach its maximum height and the value of the maximum height. What is the derivative of the vertical position of the pumpkin trajectory with respect to its horizontal position?
a. dy/dx = ax
b. dy/dx = 2ax
c. dy/dx = 2ax+b
d. dy/dx = 0

Answers

The derivative of the vertical position of the pumpkin trajectory with respect to its horizontal position is 2ax, as given by option b.

To find the position of maximum height of the pumpkin, the students need to find the point where the derivative of the vertical position with respect to the horizontal position is equal to zero. Setting 2ax equal to zero and solving for x, we get x=0. This means that the pumpkin reaches its maximum height at x=0, or in other words, at the point where it is launched from the trebuchet.

To find the value of the maximum height, we can substitute x=0 into the original equation for the pumpkin's trajectory. This gives us y(0) = b, which means that the maximum height of the pumpkin is b units.

The derivative of the vertical position of the pumpkin trajectory with respect to its horizontal position is 2ax because the derivative of ax^2 with respect to x is 2ax. This means that the rate of change of the pumpkin's height with respect to its horizontal position is proportional to 2ax. When x is zero, the derivative is also zero, which indicates that the pumpkin has reached its maximum height at that point.

This is because at the maximum height, the rate of change of height with respect to horizontal distance is zero. Finally, we find the value of the maximum height by substituting x=0 into the equation for the pumpkin's trajectory.

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i want to cry T-T helllp meeee

Answers

Answer: Another simple way to help get the tears flowing is by yawning. “Try yawning a few times in a row to wake up the tear ducts. This may be helpful ...

Step-by-step explanation:

Question 11 (1 point) ✓ Saved When using a dependent samples t-test, what is true of the sample? the standard deviation is dependent there is only one mean it consists of one group it consists of tw

Answers

The standard deviation may or may not be dependent, as it depends on the nature of the data being analyzed.

When using a dependent samples t-test, the sample consists of two related groups that are being compared to each other.

Therefore, it is not true that there is only one mean or that the sample consists of only one group.

Additionally, the standard deviation may or may not be dependent, as it depends on the nature of the data being analyzed.

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Statistics from the Port Authority of New York and New Jersey show that 83% of the vehicles using the Lincoln Tunnel that connects New York City and New Jersey use E-ZPass to pay the toll rather than stopping at a toll booth. Twelve cars are randomly selected.
Click here for the Excel Data File
a. How many of the 12 vehicles would you expect to use E-ZPass? (Round your answer to 4 decimal places.)
b. What is the mode of the distribution (the mode is the value with the highest probability)? What is the probability associated with the mode? (Round your answer to 4 decimal places.)
c. What is the probability eight or more of the sampled vehicles use E-ZPass? (Round your answer to 4 decimal places.)

Answers

Rounding to 4 decimal places, we expect 9.9600 of the 12 vehicles to use E-ZPass.

Rounding to 4 decimal places, the mode is 10 and the probability associated with the mode is 0.2822.

Rounding to 4 decimal places, the probability of eight or more of the sampled vehicles using E-ZPass is 0.9975.

a. We can use the binomial distribution to model the number of vehicles out of 12 that use E-ZPass. The probability of a vehicle using E-ZPass is 0.83, so the expected number of vehicles out of 12 that use E-ZPass is:

E(X) = np = 12 x 0.83 = 9.96

Rounding to 4 decimal places, we expect 9.9600 of the 12 vehicles to use E-ZPass.

b. The mode of the binomial distribution is the value of X that maximizes the probability mass function (PMF). In this case, the PMF is given by:

P(X = x) = (12 choose x) * 0.83^x * 0.17^(12-x)

We can find the mode by calculating the PMF for each possible value of X and identifying the value(s) with the highest probability. Alternatively, we can use the formula for the mode of the binomial distribution, which is:

mode = floor((n+1)p)

where n is the number of trials and p is the probability of success.

In this case, the mode is:

mode = floor((12+1) x 0.83) = floor(10.08) = 10

The probability associated with the mode is:

P(X = 10) = (12 choose 10) * 0.83^10 * 0.17^2 = 0.2822

Rounding to 4 decimal places, the mode is 10 and the probability associated with the mode is 0.2822.

c. The probability of eight or more of the sampled vehicles using E-ZPass can be found using the binomial distribution:

P(X >= 8) = 1 - P(X < 8) = 1 - P(X <= 7)

Using a binomial calculator or a cumulative binomial table, we can find:

P(X <= 7) = 0.0025

Therefore:

P(X >= 8) = 1 - 0.0025 = 0.9975

Rounding to 4 decimal places, the probability of eight or more of the sampled vehicles using E-ZPass is 0.9975.

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Closing Costs
Credit report
Loan origination fee
Attorney and notary
Documentation
stamp
Processing fee
A. $255,485
C. $225,515
$300.00
1%
$500.00
0.50%
$400.00
What is the total
mortgage for a
$260,000 purchase,
a 15% down
payment, and the
closing costs
shown in the table?
B. $221,000
D. $225,650

Answers

The total mortgage for the $260,000 purchase is $226,100.00. The Option D is closest.

What is the total mortgage?

The down payment of the mortgage arrangement will be:

= 15% of $260,000

= 15% * $260,000

= $39,000

Closing costs:

Credit report: $300.00

Loan origination fee= 1% of $260,000 = $2,600.00

Attorney and notary: $500.00

Documentation stamp:

= 0.50% of $260,000

= $1,300.00

Processing fee: $400.00

Total closing costs will be:

= $300.00 + $2,600.00 + $500.00 + $1,300.00 + $400.00

= $5,100.00

The total mortgage for the $260,000 purchase will equals to:

= Purchase price - Down payment + Closing costs

= $260,000 - $39,000 + $5,100.00

= $226,100.

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What number should be written instead of X in the figure if in each circle of the first 4 lines the numbers are obtained by adding the two that are immediately below it?

Answers

Answer: 82

Step-by-step explanation:

               82

            35   47

       15     20     27

   7      8        12    15

2     5      3        9        6

puzzle two numbers add up to one above

2 numbers under a number add up to make that number

2+5=7

5+3=8 etc

DON'T COPY CHEGG OR I WILL GIVE YOU DISLIKE GIVE NEWANSWER5 independent 3-variate observations from N(mu, Sigma): (-1,2,4), (-2,0,7), (**,10), (-2,4,8), (0,-1,5) Estimate mu and Sigma by E-M algorithm. Clearly write down the algorithmic steps and implement in R

Answers

The E-M algorithm is used to estimate the parameters mu and Sigma. The implementation in R involves defining the likelihood function, initializing the estimates, and using the E-M steps to update the estimates.

The E-M algorithm for estimating the mean and covariance matrix of a multivariate normal distribution from a set of observations can be performed in the following steps

Initialization: Choose initial values for the mean vector and covariance matrix.

Expectation step: Calculate the posterior probabilities of each observation belonging to each component of the mixture model using Bayes' theorem and the current parameter estimates.

Maximization step: Use the posterior probabilities to update the estimates of the mean vector and covariance matrix for each component of the mixture model.

Repeat steps 2 and 3 until convergence (i.e., until the change in the parameter estimates falls below a specified tolerance level).

In this case, we have a single multivariate normal distribution with unknown mean vector and covariance matrix. Therefore, we can perform the E-M algorithm to estimate these parameters directly.

Here is the R code for implementing the E-M algorithm

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A square with sides measuring 5 millimeters each is drawn within the figure shown. A point within the figure is randomly selected.
What is the approximate probability that the randomly selected point will lie inside the square?

5.3%

8.4%

13.3%

18.1%

Answers

Answer:

Step-by-step explanation:

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A square with sides measuring 5 millimeters each is drawn within the figure shown. A point within the figure is randomly selected.

What is the approximate probability that the randomly selected point will lie inside the square?

5.3%

8.4%

13.3%

18.1%

uestion

A square with sides measuring 5 millimeters each is drawn within the figure shown. A point within the figure is randomly selected.

What is the approximate probability that the randomly selected point will lie inside the square?

5.3%

8.4%

13.3%

18.1%

uestion

A square with sides measuring 5 millimeters each is drawn within the figure shown. A point within the figure is randomly selected.

What is the approximate probability that the randomly selected point will lie inside the square?

5.3%

8.4%

13.3%

18.1%

uestion

A square with sides measuring 5 millimeters each is drawn within the figure shown. A point within the figure is randomly selected.

What is the approximate probability that the randomly selected point will lie inside the square?

5.3%

8.4%

13.3%

18.1%

uestion

A square with sides measuring 5 millimeters each is drawn within the figure shown. A point within the figure is randomly selected.

What is the approximate probability that the randomly selected point will lie inside the square?

5.3%

8.4%

13.3%

18.1%

uestion

A square with sides measuring 5 millimeters each is drawn within the figure shown. A point within the figure is randomly selected.

What is the approximate probability that the randomly selected point will lie inside the square?

5.3%

8.4%

13.3%

18.1%

uestion

A square with sides measuring 5 millimeters each is drawn within the figure shown. A point within the figure is randomly selected.

What is the approximate probability that the randomly selected point will lie inside the square?

5.3%

8.4%

13.3%

18.1%

13.3% is the correct answer

Suppose that x is a binomial random variable with n= 5, p = .12, and q = .88. (b) For each value of x, calculate p(x). (Round final answers to 4 decimal places.) 0.3598, p(2) = 0.0981,p(3) = 0.0134 p(0) = p(4) = 0.5277, p(1) = 0.0009, p(5) = 0.0000 (h) Use the probabilities you computed in part b to calculate the mean Hy, the variance, o, and the standard deviation, Ox, of this binomial distribution. Show that the formulas for Mx, o, and Ox given in this section give the same results. (Do not round intermediate calculations. Round final answers to My in to 2 decimal places, o ?x and Ox in to 4 decimal places.) Грх 0.60 ox^2 0.53 0.7266 OX (1) Calculate the interval (Mx + 20x]. Use the probabilities of part b to find the probability that will be in this interval. Hint. When calculating probability, round up the lower interval to next whole number and round down the upper interval to previous whole number. (Round your answers to 4 decimal places. A negative sign should be used instead of parentheses.) 1.32661 The interval is [ Pl (0.1266) SXS ) =

Answers

The probability that x is in the interval (Mx + 20x) is 0.0000.

To calculate the mean (Hy), variance (o^2), and standard deviation (Ox) of the binomial distribution, we use the following formulas:

Hy = np = 5 * 0.12 = 0.6

o^2 = npq = 5 * 0.12 * 0.88 = 0.528

Ox = sqrt(o^2) = sqrt(0.528) = 0.72

These formulas give the same results as the ones given in the section

To calculate the interval (Mx + 20x), we first need to find the values of Mx and Ox:

Mx = Hy + 20 * Ox = 0.6 + 20 * 0.727 = 15.14

Ox = sqrt(o^2) = 0.727

The interval is therefore [15.14 - 0.727, 15.14 + 0.727] = [14.413, 15.867]

To find the probability that x is in this interval, we need to sum the probabilities of the values of x that fall within the interval:

P(14 ≤ x ≤ 15) = p(0) + p(1) + p(2) + p(3) + p(4) = 0.3598 + 0.0009 + 0.0981 + 0.0134 + 0.5277 = 1.0000

Rounding up 14.413 to 15 and rounding down 15.867 to 15, we get the same interval [15, 15] and the probability that x is in this interval is P(15) = p(5) = 0.0000.

Therefore, the probability that x is in the interval (Mx + 20x) is 0.0000.

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Jax came to your bank to borrow 8,500 to start a new business. Your bank offers him a 30-month loan with an annual simple interest rate of 4.35%

Answers

The simple interest after 30 months is $924. 375

How to determine the simple interest

To determine the simple interest value, we need to know the formula for calculating it

The formula for simple interest is represented as;

S.I =PRT/100

The parameters of the equation are;

SI is the simple interest.P is the principal amount.R is the interest rate.T is the time taken

From the information given, we have;

Substitute the values

Simple interest = 8500 × 2.5 × 4.35/100

Multiply the values

Simple interest = 92437.5/100

Divide the values

Simple interest = $924. 375

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Question 1: Prove that each of the following sets is compact by showing that they are closed and bounded. (a) A finite set {(1,..., an} CR. (b) The set {arctan(n): n E N} U{T/2}.

Answers

Both sets (a) and (b) are compact because they are closed and bounded.

To prove that each of the following sets is compact, we will show that they are both closed and bounded.

For set (a), which is a finite set {(a1, ..., an)} ⊂ R:

1. Closed: A finite set is closed because it contains all its limit points. In a finite set, every point is isolated, meaning that no point is a limit point. Therefore, the set is closed.
2. Bounded: Since the set is finite, we can find a minimum and a maximum value among its elements. By defining an interval [min, max], we can show that the set is bounded.

For set (b), which is the set {arctan(n): n ∈ N} ∪ {π/2}:

1. Closed: The set of arctan(n) has a limit point at π/2 as n approaches infinity. However, π/2 is included in the set, so it contains all its limit points and is closed.
2. Bounded: The arctan function has a horizontal asymptote at π/2 as n approaches infinity, and the minimum value of the set is arctan(1). Therefore, the set is bounded by the interval [arctan(1), π/2].

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Part B
Using squares 1, 2, and 3, and eight coples of the original triangle, you can create squares 4 and 5 . Keep the square 4 and
square 5 window open. You will need them to complete the rest of the tasks in this section.
What are the side lengths of square 4 and square 5 in terms of a and b? Do the two squares have the same area?

Answers

Based on the information, the side length of square 4 = a + b and the side length of square 5 = a + b

How to explain the side length

The 4 sides of a square are usually the same ;

Hence, each side is called the side length ; from the diagram attached :

Side length of square 4 = a + b

Side length of square 5 = a + b

If the side lengths are equal ; that is (a + b) ; the the area which is the square of the side length will also be the same.

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Create a matrix for this linear system:

{
x
+
3

y
+
2

z
=
26
x

3

y
+
4

z
=
2
2

x
+
y
+
z
=
8

What is the solution of the system?

Answers

Answer:

To create a matrix for this linear system, we can arrange the coefficients of the variables and the constants into a matrix as follows:

| 1 3 2 | | x | | 26 |

| 1 -3 4 | x | y | = | 2 |

| 2 1 1 | | z | | 8 |

To solve the system using row reduction, we can perform elementary row operations to transform the matrix into row echelon form or reduced row echelon form. I will use the latter approach for simplicity:

| 1 0 0 | | x | | 6 |

| 0 1 0 | x | y | = | 5 |

| 0 0 1 | | z | | -1 |

Therefore, the solution to the system is x = 6, y = 5, and z = -1.

find the mean of the following data set 42,45,58,63

Answers

Answer:

mean = 52

Step-by-step explanation:

In mathematics, the mean is a measure of central tendency that represents the average of a set of numbers. It is also commonly known as the arithmetic mean.

To calculate the mean, you add up all the numbers in a set and then divide by the total number of values in the set.

So in tho case we would add all the values then divide by the amount of values there are.

1) rewrite values:

42  45  58  63

2) add:

42 + 45 + 58 + 63
= 208

3) divide:


Since there arev4 values we will divide by 4.


208 / 4 = 52

Therefore, the mean is 52

Answer:

[tex]\huge\boxed{\sf Mean = 52}[/tex]

Step-by-step explanation:

Given data:

42, 45, 58, 63

Mean:The sum of data divided by the number of data is known as mean of the data.Finding mean:

[tex]\displaystyle Mean = \frac{Sum \ of \ data}{No. \ of \ data} \\\\Mean = \frac{42+45+58+63}{4} \\\\Mean = \frac{208}{4} \\\\Mean = 52\\\\\rule[225]{225}{2}[/tex]

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