(d) what are the major differences among the three methods for the evaluation of the accuracy of a classifier : (1) hold-out method, (2) cross-validation, and (3) bootstrap?

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Answer 1

The major difference among three methods  for the evaluation of the accuracy of a classifier are, the hold-out method is simple and efficient, but may result in high variance. Cross-validation can reduce variance and is widely used in practice. Bootstrap can also reduce variance, but requires more computational resources.

The three methods for evaluating the accuracy of a classifier are the hold-out method, cross-validation, and bootstrap.

Here are the major differences among these methods:

Hold-out Method: This method involves splitting the original dataset into two subsets: a training set and a testing set. The training set is used to train the classifier, while the testing set is used to evaluate its accuracy.

The hold-out method is simple and efficient, but it may result in high variance because the testing set may not be representative of the population.

Cross-Validation: This method involves dividing the dataset into k equally-sized folds, where k is usually set to 5 or 10. The classifier is trained on k-1 folds, and the remaining fold is used to evaluate its accuracy.

This process is repeated k times, with each fold serving as the testing set exactly once. The results are averaged to obtain a more accurate estimate of the classifier's performance.

Cross-validation can reduce the variance associated with the hold-out method and is widely used in practice.

Bootstrap: This method involves randomly sampling the dataset with replacement to create a new dataset of the same size. The classifier is trained on the bootstrap sample, and the remaining data are used to evaluate its accuracy.

This process is repeated many times, and the results are averaged to obtain a more accurate estimate of the classifier's performance.

The bootstrap method can also reduce the variance associated with the hold-out method, but it requires more computational resources because the resampling is repeated many times.

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Related Questions

create 2 random 4x3 arrays and calculate the sum of their crrosponding elements. use vectorization for sum calculation.

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To create two random 4x3 arrays and calculate the sum of their corresponding elements using vectorization, you can follow these steps: 1. Generate two 4x3 arrays with random elements using a library like NumPy. 2. Use vectorized addition to sum the corresponding elements of the arrays.

Sure, I can help you with that! To create 2 random 4x3 arrays, you can use the numpy library in Python. Here's the code:
import numpy as np
array1 = np.random.rand(4, 3)
array2 = np.random.rand(4, 3)
The "rand" function generates random numbers between 0 and 1 for each element in the array. Now, to calculate the sum of their corresponding elements using vectorization, you can simply add the two arrays together:
sum_array = array1 + array2
This will create a new array that contains the sum of each corresponding element from the two arrays. If you want to verify that the calculation is correct, you can print out the arrays and the sum_array using the following code:
print("Array 1:")
print(array1)
print("Array 2:")
print(array2)
print("Sum of arrays:")
print(sum_array)
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suppose the random variable x has moment-generating function mx(t) = e µt 1−(σt) 2 for |t| < 1 σ . find the mean and variance of x

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Thus, the mean of X is µ and the variance of X is 2σ^2.

The moment-generating function of a random variable X is defined as mx(t) = E(e^tx), where E denotes the expected value.

In this case, the moment-generating function of X is given by mx(t) = e^(µt) / (1 - (σt)^2), for |t| < 1/σ.

To find the mean and variance of X, we need to differentiate the moment-generating function twice and evaluate it at t=0.

First, we differentiate mx(t) once with respect to t:

mx'(t) = µe^(µt) / (1 - (σt)^2)^2 + 2σ^2te^(µt) / (1 - (σt)^2)^2

Next, we differentiate mx(t) twice with respect to t:

mx''(t) = µ^2 e^(µt) / (1 - (σt)^2)^2 + 2σ^2 e^(µt) / (1 - (σt)^2)^2 + 4σ^4 t^2 e^(µt) / (1 - (σt)^2)^3 - 4σ^2 t e^(µt) / (1 - (σt)^2)^3

Evaluating these derivatives at t=0, we get:

mx'(0) = µ

mx''(0) = µ^2 + 2σ^2

Therefore, the mean of X is given by E(X) = mx'(0) = µ, and the variance of X is given by Var(X) = mx''(0) - (mx'(0))^2 = µ^2 + 2σ^2 - µ^2 = 2σ^2.

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Consider each function to be in the form y = k·X^p, and identify kor p as requested. Answer with the last choice if the function is not a power function. If y = 1/phi x, give p. a. -1 b. 1/phi c. 1 d. -phi e. Not a power function

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The given function y = 1/phi x can be rewritten as [tex]y = (1/phi)x^1,[/tex]  which means that p = 1.

In general, a power function is in the form [tex]y = k*X^p[/tex], where k and p are constants. The exponent p determines the shape of the curve and whether it is increasing or decreasing.

If the function does not have a constant exponent, it is not a power function. In this case, we have identified the exponent p as 1, which indicates a linear relationship between y and x.

It is important to understand the nature of a function and its form to accurately interpret the relationship between variables and make predictions.

Therefore, option b [tex]y = (1/phi)x^1,[/tex] is the correct answer.

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evaluate the line integral, where c is the given curve. xyeyz dy, c: x = 3t, y = 2t2, z = 3t3, 0 ≤ t ≤ 1 c

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The line integral simplifies to: ∫(c) xyeyz dy = 18t^6e^(3t^3)

To evaluate the line integral, we need to compute the following expression:

∫(c) xyeyz dy

where c is the curve parameterized by x = 3t, y = 2t^2, z = 3t^3, and t ranges from 0 to 1.

First, we express y and z in terms of t:

y = 2t^2

z = 3t^3

Next, we substitute these expressions into the integrand:

xyeyz = (3t)(2t^2)(e^(3t^3))(3t^3)

Simplifying this expression, we have:

xyeyz = 18t^6e^(3t^3)

Now, we can compute the line integral:

∫(c) xyeyz dy = ∫[0,1] 18t^6e^(3t^3) dy

To solve this integral, we integrate with respect to y, keeping t as a constant:

∫[0,1] 18t^6e^(3t^3) dy = 18t^6e^(3t^3) ∫[0,1] dy

Since the limits of integration are from 0 to 1, the integral of dy simply evaluates to 1:

∫[0,1] dy = 1

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Which solid figure has the following net?


A square pyramid


B cone


C triangular pyramid


D triangular prism

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The solid figure with the given net is a square pyramid.

A net is a two-dimensional representation of a three-dimensional solid figure that, when folded, forms the desired shape. In this case, the net corresponds to a square pyramid.

A square pyramid consists of a square base and four triangular faces that meet at a single point called the apex or vertex. The net for a square pyramid will have a square as the base and four congruent triangles as the lateral faces, with each triangle sharing one side with the square base.

When the net is folded along the appropriate edges and glued together, it forms a square pyramid. The other options, a cone, triangular pyramid, and triangular prism, do not match the given net, which clearly represents a square pyramid.

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Imagine your firm has the short run total cost function: C = q^(3) – 3q^(2) + 10q + 250. At what level of output (quantity of production) is your average variable cost (AVC) minimized?

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Thus, the level of output where the average variable cost is minimized is q = 1. At this level of output, the AVC is equal to $7, which is the minimum value of the AVC function.

In order to find the level of output where the average variable cost (AVC) is minimized, we need to first calculate the AVC function. AVC is simply the variable costs (VC) divided by the quantity of output (q).

To find the VC function, we can take the derivative of the total cost function with respect to q. This will give us the marginal cost (MC) function, which is the additional cost of producing one more unit of output. MC is equal to the change in total cost divided by the change in quantity, or dC/dq.

Taking the derivative of the total cost function gives us: MC = 3q^2 - 6q + 10.

To find the AVC function, we divide the VC by q: AVC = VC/q.
Since VC is equal to MC times q, we can substitute MC into the equation for VC:
VC = MC * q = (3q^2 - 6q + 10) * q = 3q^3 - 6q^2 + 10q

Dividing by q gives us the AVC function: AVC = (3q^3 - 6q^2 + 10q)/q = 3q^2 - 6q + 10

Now that we have the AVC function, we can find the level of output where it is minimized by taking the derivative of AVC with respect to q and setting it equal to zero. This will give us the value of q that minimizes AVC.

Taking the derivative of AVC gives us: dAVC/dq = 6q - 6
Setting this equal to zero and solving for q, we get: 6q - 6 = 0
Solving for q gives us q = 1.

Therefore, the level of output where the average variable cost is minimized is q = 1.

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One of the legs of a right triangle measures 11 cm and its hypotenuse measures 17 cm. Find the measure of the other leg

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The measure of the other leg of the right triangle is [tex]$4\sqrt{21}$[/tex] cm.

Given that one of the legs of a right triangle measures 11 cm and its hypotenuse measures 17 cm.

To find the measure of the other leg of the right triangle, we can use the Pythagorean theorem which states that in a right-angled triangle, the square of the hypotenuse is equal to the sum of the squares of the other two sides.

It is represented by the formula:

[tex]$a^2+b^2=c^2$[/tex],

where a and b are the two legs of the right triangle and c is the hypotenuse.

We can substitute the given values in the Pythagorean theorem as follows:

[tex]$11^2+b^2=17^2$[/tex]

Simplifying this equation, we get:

[tex]$121+b^2=289$[/tex]

Now, we can solve for b by isolating it on one side:

[tex]$b^2=289-121$ $b^2=168$[/tex]

Taking the square root of both sides, we get:

[tex]$b= 4\sqrt{21}$[/tex]

Therefore, the measure of the other leg of the right triangle is  [tex]$4\sqrt{21}$[/tex] cm.

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For the following statement, explain the effect on the margin of error and hence the effect on the accuracy of estimating a population mean by a sample mean. Increasing the sample size while keeping the same confidence levelIncreasing the sample size while keeping the same confidence level __________ the margin of error and, hence, ________ the accuracy of estimating a population mean by a sample mean.

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Increasing the sample size while keeping the same confidence level decreases the margin of error and, hence, increases the accuracy of estimating a population mean by a sample mean.

This is because a larger sample size reduces the variability in the data, resulting in a smaller standard error of the mean and a narrower confidence interval.

As a result, the estimate of the population mean based on the sample mean becomes more precise and closer to the true value of the population mean.

Sample size refers to the number of individuals or items selected from a population to be included in a statistical sample.

The margin of error (MOE) is the amount of random sampling error that is expected in a statistical survey's results.

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Ram's salary decreased by 4 percent and reached rs. 7200 per month. how much was his salary before?
a. rs. 7600
b. rs7500
c. rs 7800

Answers

B.7500 this can be proven by multiplying 7500 by 4% which equals 300 and subtracting that from 7500 which equals 7200
Final answer:

Ram's original salary was rs. 7500 per month before it decreased by 4 percent to rs. 7200 per month.

Explanation:

The given question is based on the concept of percentage decrease. Here, Ram's salary has decreased by 4 percent and reached rs. 7200 per month. So, we have to find the original salary before the decrease. We can set this up as a simple equation, solving it as follows:

Let's denote Ram's original salary as 'x'.

According to the question, Ram's salary decreased by 4 percent, which means that Ram is now getting 96 percent of his original salary (as 100% - 4% = 96%).

This is formulated as 96/100 * x = 7200.

We can then simply solve for x, to find Ram's original salary. Thus, x = 7200 * 100 / 96 = rs. 7500.

So, Ram's original salary was rs. 7500 per month before the 4 percent decrease.

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The Cauchy stress tensor components at a point P in the deformed body with respect to the coordinate system {x_1, x_2, x_3) are given by [sigma] = [2 5 3 5 1 4 3 4 3] Mpa. Determine the Cauchy stress vector t^(n) at the point P on a plane passing through the point whose normal is n = 3e_1 + e_2 - 2e_3. Find the length of t^(n) and the angle between t^(n) and the vector normal to the plane. Find the normal and shear components of t on t he plane.

Answers

The Cauchy stress vector [tex]t^n[/tex] on the plane passing through point P with a normal vector [tex]n = 3e_1 + e_2 - 2e_3 \: is \: t^n = [3; 12; 1] \: MPa.[/tex]

The angle between [tex]t^n[/tex] and the vector normal to the plane is approximately 1.147 radians or 65.72 degrees.

The normal component of [tex]t^n[/tex] on the plane is approximately 5.08 MPa, and the shear component is [-2.08; 6.92; 1] MPa.

To determine the Cauchy stress vector, denoted as [tex]t^n[/tex], on the plane passing through point P with a normal vector

[tex]n = 3e_1 + e_2 - 2e_3[/tex], we can use the formula:

[tex]t^n = [ \sigma] · n[/tex] where σ is the Cauchy stress tensor and · denotes tensor contraction. Let's calculate [tex]t^n[/tex]

[tex][2 5 3; 5 1 4; 3 4 3] · [3; 1; -2] = [23 + 51 + 3*(-2); 53 + 11 + 4*(-2); 33 + 41 + 3*(-2)] = [3; 12; 1][/tex]

Therefore, the Cauchy stress vector [tex]t^n[/tex] on the plane passing through point P with a normal vector [tex]n = 3e_1 + e_2 - 2e_3 \: is \: t^n = [3; 12; 1] \: MPa.[/tex]

To find the length of [tex]t^n[/tex], we can calculate the magnitude of the stress vector:

[tex]|t^n| = \sqrt((3^2) + (12^2) + (1^2)) = \sqrt(9 + 144 + 1) = \sqrt(154) ≈ 12.42 \: MPa.[/tex]

The length of [tex]t^n[/tex] is approximately 12.42 MPa.

To find the angle between [tex]t^n[/tex] and the vector normal to the plane, we can use the dot product formula:

[tex]cos( \theta) = (t^n · n) / (|t^n| * |n|)[/tex]

The vector normal to the plane is [tex]n = 3e_1 + e_2 - 2e_3[/tex]

So its magnitude is [tex]|n| = \sqrt((3^2) + (1^2) + (-2^2)) = \sqrt (9 + 1 + 4) = \sqrt(14) ≈ 3.74.[/tex]

[tex]cos( \theta) = ([3; 12; 1] · [3; 1; -2]) / (12.42 * 3.74) = (33 + 121 + 1*(-2)) / (12.42 * 3.74) = (9 + 12 - 2) / (12.42 * 3.74) = 19 / (12.42 * 3.74) ≈ 0.404

[/tex]

[tex] \theta = acos(0.404) ≈ 1.147 \: radians \: or ≈ 65.72 \: degrees[/tex]

The angle between [tex]t^n[/tex] and the vector normal to the plane is approximately 1.147 radians or 65.72 degrees.

To find the normal and shear components of t on the plane, we can decompose [tex]t^n[/tex] into its normal and shear components using the following formulas:

[tex]t^n_{normal} = (t^n · n) / |n| = ([3; 12; 1] · [3; 1; -2]) / 3.74 ≈ 19 / 3.74 ≈ 5.08 \: MPa \\ t^n_{shear} = t^n - t^n_{normal} = [3; 12; 1] - [5.08; 5.08; 0] = [-2.08; 6.92; 1] \: MPa[/tex]

The normal component of [tex]t^n[/tex] on the plane is approximately 5.08 MPa, and the shear component is [-2.08; 6.92; 1] MPa.

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Use Part 1 of the Fundamental Theorem of Calculus to find the derivative of the function.h(x) = integral^ex_1 3 ln(t) dt h'(x) =

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The derivative of the function h(x) is h'(x) = 3 x ln(x) - 3 x.

The function h(x) is defined as h(x) = ∫1^x 3 ln(t) dt. To find its derivative, we can use the Part 1 of the Fundamental Theorem of Calculus, which states that if f(x) is continuous on [a,b] and F(x) is an antiderivative of f(x), then the derivative of the integral ∫a^x f(t) dt is simply f(x).

In our case, we have f(t) = 3 ln(t), which is continuous on [1, e]. We can find an antiderivative of f(t) by integrating it with respect to t:

∫ 3 ln(t) dt = 3 t ln(t) - 3 t + C

where C is the constant of integration.

Using this antiderivative, we can apply the Fundamental Theorem of Calculus to find the derivative of h(x):

h'(x) = d/dx [∫1^x 3 ln(t) dt]

h'(x) = 3 x ln(x) - 3 x

Therefore, the derivative of the function h(x) is h'(x) = 3 x ln(x) - 3 x.

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a. Find the dB gain for the given sound. (Round your answer to the nearest one decimal place.)noise in a dormitory increasing from 3.2 × 10^−13 watts/cm2 to 2.3 × 10^−11 watts/cm2b. Find the dB gain for the given sound. (Round your answer to the one decimal place.)a motorcycle increasing from 6.1 × 10^−8 watts/cm2 to 3.2 × 10^−6 watts/cm2

Answers

We found the dB gain to be 18.1 dB and 17.1 dB, respectively.

To find the dB gain for a sound, we can use the following formula:

dB gain = 10 log (final power/initial power)

For the first scenario, the initial power is 3.2 × 10^−13 watts/cm2 and the final power is 2.3 × 10^−11 watts/cm2. Plugging these values into the formula, we get:

dB gain = 10 log (2.3 × 10^−11/3.2 × 10^−13)
dB gain = 10 log (71.875)
dB gain = 18.1 dB (rounded to one decimal place)

Therefore, the dB gain for the noise in the dormitory increasing from 3.2 × 10^−13 watts/cm2 to 2.3 × 10^−11 watts/cm2 is 18.1 dB.

For the second scenario, the initial power is 6.1 × 10^−8 watts/cm2 and the final power is 3.2 × 10^−6 watts/cm2. Plugging these values into the formula, we get:

dB gain = 10 log (3.2 × 10^−6/6.1 × 10^−8)
dB gain = 10 log (52.459)
dB gain = 17.1 dB (rounded to one decimal place)

Therefore, the dB gain for the motorcycle increasing from 6.1 × 10^−8 watts/cm2 to 3.2 × 10^−6 watts/cm2 is 17.1 dB.

In summary, we can calculate the dB gain for a sound by using the formula: dB gain = 10 log (final power/initial power). The answer is expressed in decibels (dB) and represents the increase in power of the sound. For the given sounds, we found the dB gain to be 18.1 dB and 17.1 dB, respectively.

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the value of the sum of squares due to regression, ssr, can never be larger than the value of the sum of squares total, sst. True or false?

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True. The sum of squares due to regression (ssr) represents the amount of variation in the dependent variable that is explained by the independent variable(s) in a regression model. On the other hand, the sum of squares total (sst) represents the total variation in the dependent variable.


In fact, the coefficient of determination (R-squared) in a regression model is defined as the ratio of ssr to sst. It represents the proportion of the total variation in the dependent variable that is explained by the independent variable(s) in the model. Therefore, R-squared values range from 0 to 1, where 0 indicates that the model explains none of the variations and 1 indicates that the model explains all of the variations.

Understanding the relationship between SSR and sst is important in evaluating the performance of a regression model and determining how well it fits the data. If SSR is small relative to sst, it may indicate that the model is not a good fit for the data and that there are other variables or factors that should be included in the model. On the other hand, if ssr is large relative to sst, it suggests that the model is a good fit and that the independent variable(s) have a strong influence on the dependent variable.

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If a and b are 3 × 3 matrices, then det(a − b) = det(a) − det(b) then:_________

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Answer:

Step-by-step explanation:

The statement "If a and b are 3 × 3 matrices, then det(a − b) = det(a) − det(b)" is false in general.

We can see this by considering a simple example. Let

a = [1 0 0; 0 1 0; 0 0 1]

and

b = [1 0 0; 0 1 0; 0 0 2].

Then det(a) = 1 and det(b) = 2, but

det(a - b) = det([0 0 0; 0 0 0; 0 0 -1]) = 0 ≠ det(a) - det(b).

Therefore, the given statement is not true in general.

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A 4-column table with 3 rows. The first column has no label with entries before 10 p m, after 10 p m, total. The second column is labeled 16 years old with entries 0. 9, a, 1. 0. The third column is labeled 17 years old with entries b, 0. 15, 1. 0. The fourth column is labeled total with entries 0. 88, 0. 12, 1. 0 Determine the values of the letters to complete the conditional relative frequency table by column. A = b =.

Answers

To complete the conditional relative frequency table, we need to determine the values of the letters A and B in the table.  In this case, A = 0.88 and B = 0

To determine the values of A and B in the conditional relative frequency table, we need to analyze the totals in each column.

Looking at the "total" column, we see that the sum of the entries is 1.0. This means that the entries in each row must add up to 1.0 as well.

In the first row, the entry before 10 p.m. is missing, so we can solve for A by subtracting the other two entries from 1.0:

A = 1.0 - (0.9 + a)

In the second row, the entry for 17 years old is missing, so we can solve for B:

B = 1.0 - (0.15 + 0.12)

From the fourth column, we know that the total of the 17 years old entries is 0.12, so we substitute this value in the equation for B:

B = 1.0 - (0.15 + 0.12) = 0.73

Now, we substitute the value of B into the equation for A:A = 1.0 - (0.9 + a) = 0.88

Simplifying the equation for A:

0.9 + a = 0.12

a = 0.12 - 0.9

a = -0.78

Since it doesn't make sense for a probability to be negative, we assume there was an error in the data or calculations. Therefore, the value of A is 0.88, and B is 0.12.

Thus, A = 0.88 and B = 0.12 to complete the conditional relative frequency table.

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evaluate the line integral over the curve c: x=e−tcos(t), y=e−tsin(t), 0≤t≤π/2 ∫c(x2 y2)ds

Answers

The value of the line integral over the curve c is 1/3 (1 - e^(-3π/2)).

The given line integral is:

∫c(x^2 + y^2)ds

where c is the curve given by x = e^(-t)cos(t), y = e^(-t)sin(t), 0 ≤ t ≤ π/2.

To evaluate this integral, we first need to find the parameterization of the curve c. We can parameterize c as follows:

r(t) = e^(-t)cos(t)i + e^(-t)sin(t)j, 0 ≤ t ≤ π/2

Then, the length of the curve c is given by:

s = ∫c ds = ∫0^(π/2) ||r'(t)|| dt

where ||r'(t)|| is the magnitude of the derivative of r(t):

||r'(t)|| = ||-e^(-t)sin(t)i + e^(-t)cos(t)j|| = e^(-t)

Therefore, the length of the curve c is:

s = ∫c ds = ∫0^(π/2) e^(-t) dt = 1 - e^(-π/2)

Now, we can evaluate the line integral:

∫c(x^2 + y^2)ds = ∫0^(π/2) (e^(-2t)cos^2(t) + e^(-2t)sin^2(t))e^(-t) dt

= ∫0^(π/2) e^(-3t) dt

= [-1/3 e^(-3t)]_0^(π/2)

= 1/3 (1 - e^(-3π/2))

Therefore, the value of the line integral over the curve c is 1/3 (1 - e^(-3π/2)).

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the δh value for the reaction o2 (g) hg (l) hgo (s) is -90.8 kj. how much heat is released when 97.5 g hg is reacted with oxygen?

Answers

When 97.5 g of Hg reacts with oxygen, approximately 22.0 kJ of heat is released.

To calculate the heat released when 97.5 g of Hg reacts with oxygen, you'll first need to find the moles of Hg reacted. The molar mass of Hg is 200.59 g/mol.

moles of Hg = mass (g) / molar mass (g/mol)
moles of Hg = 97.5 g / 200.59 g/mol = 0.486 mol

The balanced equation for the reaction is:
2 Hg (l) + O2 (g) → 2 HgO (s)

From the balanced equation, 2 moles of Hg react with 1 mole of O2 to produce 2 moles of HgO. The given ΔH for this reaction is -90.8 kJ.

Now, we need to find the heat released per mole of Hg reacted:

ΔH (per mole of Hg) = ΔH (reaction) / moles of Hg (in balanced equation)
ΔH (per mole of Hg) = -90.8 kJ / 2 = -45.4 kJ/mol

Finally, calculate the heat released for 0.486 mol of Hg:

Heat released = ΔH (per mole of Hg) × moles of Hg
Heat released = -45.4 kJ/mol × 0.486 mol = -22.0 kJ

When 97.5 g of Hg reacts with oxygen, approximately 22.0 kJ of heat is released.

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Recursively computing the set of all binary strings of a fixed length, cont. aUse induction to prove that your algorithm to compute the set of all binary strings of length n returns the correct set for every input n, where n is a non-negative integer. Feedback?

Answers

To compute the set of all binary strings of a fixed length, we can use a recursive algorithm that generates all possible strings by appending a "0" or "1" to each string of length n-1. Using mathematical induction, we can prove that this algorithm correctly returns the set of all binary strings of length n for every non-negative integer n.

How can we prove that the algorithm for computing the set of all binary strings of length n using recursion is correct for any non-negative integer n?

To understand why the recursive algorithm for generating binary strings works, we can think about how we might generate all binary strings of length n-1. We start with the base case of length 1, which only has the strings "0" and "1". For length n-1, we can generate all possible strings by appending a "0" or "1" to each string of length n-2. We can continue this process recursively until we reach length n, at which point we have generated all possible binary strings of length n.

To prove that this algorithm is correct, we can use mathematical induction. We start with the base case of n=1, which returns the set {0, 1}, the correct set of all binary strings of length 1.

Then we assume that the algorithm correctly returns the set of all binary strings of length k for some positive integer k. We can use this assumption to show that the algorithm also correctly returns the set of all binary strings of length k+1.

To generate all binary strings of length k+1, we first generate all binary strings of length k using our algorithm. Then, we append a "0" to each of these strings to generate all possible binary strings that start with "0", and we append a "1" to each of these strings to generate all possible strings that start with "1".

This generates all possible binary strings of length k+1, and we can prove that there are no duplicates in this set using the fact that the set of all binary strings of length k contains no duplicates.

In conclusion, by using mathematical induction, we can prove that the recursive algorithm for generating all binary strings of a fixed length is correct for every non-negative integer n.

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The total number of seats in an auditorium is modeled by f(x) = 2x2 - 24x where x represents the number of seats in each row. How many seats are there in each row of the auditorium if it has a total of 1280 seats?

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If an auditorium has a total of 1280 seats, there are 40 seats in each row.

The total number of seats in the auditorium is modeled by the function f(x) = [tex]2x^{2} -24x[/tex], where x represents the number of seats in each row. We need to find the value of x when f(x) equals 1280.

Setting the equation equal to 1280, we have:

[tex]2x^{2} -24x[/tex] = 1280

Rearranging the equation, we get:

[tex]2x^{2} -24x[/tex] - 1280 = 0

To solve this quadratic equation, we can either factor it or use the quadratic formula. Factoring is not straightforward in this case, so we'll use the quadratic formula

x = (-b ± √(b^2 - 4ac)) / (2a)

For our equation, a = 2, b = -24, and c = -1280. Plugging in these values, we have:

x = (-(-24) ± √((-24)^2 - 4(2)(-1280))) / (2(2))

Simplifying further, we get:

x = (24 ± √(576 + 10240)) / 4

x = (24 ± √10816) / 4

x = (24 ± 104) / 4

This gives us two possible solutions: x = (24 + 104) / 4 = 128/4 = 32 or x = (24 - 104) / 4 = -80/4 = -20.

Since the number of seats cannot be negative, the valid solution is x = 32. Therefore, there are 32 seats in each row of the auditorium.

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What is the explicit formula for the sequence?о an = 1-en-1 nten0, 1-e¹ 1-e² 1-e³ 1-e¹ 2+e², 2+e³, 2+e4,2+e5, •*•.О an 1-en-1 n+en+1О an = 1-en-1 2+enо an || 1-en 2+en

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The explicit formula for the sequence an = 1-en-1 nten is an = 1 - e^(n-1) * (n-1) * e.

Alternatively, if we consider the sequence an = 1-en-1 2+en, the explicit formula would be an = 1 - e^(n-1) * (n-1) * e + e^(n-1) * (n+1) * e. Lastly, if we consider the sequence an = 1-en 2+en, the explicit formula would be an = 1 - e^n * n * e + e^(n-1) * (n+2) * e.

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Cans have a mass of 250g, to the nearest 10g.what are the maximum and minimum masses of ten of these cans?

Answers

The maximum and minimum masses of ten of these cans are 2504 grams  and 2495 grams

How to determine the maximum and minimum masses of ten of these cans?

From the question, we have the following parameters that can be used in our computation:

Approximated mass = 250 grams

When it is not approximated, we have

Minimum = 249.5 grams

Maximum = 250.4 grams

For 10 of these, we have

Minimum = 249.5 grams * 10

Maximum = 250.4 grams * 10

Evaluate

Minimum = 2495 grams

Maximum = 2504 grams

Hence, the maximum and minimum masses of ten of these cans are 2504 grams  and 2495 grams

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The weight of a randomly chosen Maine black bear has expected value E[W] = 650 pounds and standard deviation sigma_W = 100 pounds. Use the Chebyshev inequality to determine an upper bound for the probability that the weight of a randomly chosen bear is at least 200 pounds heavier than the average weight of 650 pounds.

Answers

The upper bound for the probability that the weight of a randomly chosen Maine black bear is at least 200 pounds heavier than the average weight of 650 pounds is 1/4 or 0.25.

To answer the question, we will use the Chebyshev inequality to determine an upper bound for the probability that the weight of a randomly chosen Maine black bear is at least 200 pounds heavier than the average weight of 650 pounds.

The Chebyshev inequality states that for any random variable W with expected value E[W] and standard deviation σ_W, the probability that W deviates from E[W] by at least k standard deviations is no more than 1/k^2.

In this case, E[W] = 650 pounds and σ_W = 100 pounds. We want to find the probability that the weight of a bear is at least 200 pounds heavier than the average weight, which means W ≥ 850 pounds.

First, let's calculate the value of k:
850 - 650 = 200
200 / σ_W = 200 / 100 = 2

So k = 2.

Now, we can use the Chebyshev inequality to find the upper bound for the probability:

P(|W - E[W]| ≥ k * σ_W) ≤ 1/k^2

Plugging in our values:

P(|W - 650| ≥ 2 * 100) ≤ 1/2^2
P(|W - 650| ≥ 200) ≤ 1/4

Therefore, the upper bound for the probability that the weight of a randomly chosen Maine black bear is at least 200 pounds heavier than the average weight of 650 pounds is 1/4 or 0.25.

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determine the standard matrix a for the linear tranformation which first roates points thorugh pi/4 clockwise and then reflects points through vertical x2 axis

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The standard matrix A for the given linear transformation is:

[tex]A = [\sqrt{ (2)/2 } cos(pi/4) sin(pi/4)]\\ [-\sqrt{(2)/2 } -sin(pi/4) cos(pi/4)][/tex]

To determine the standard matrix A for the given linear transformation, we need to find out how the transformation changes the standard basis vectors.

Let's start by considering the standard basis vectors in R2:

e1 = (1, 0)

e2 = (0, 1)

Rotation by pi/4 clockwise:

To rotate a vector by pi/4 clockwise, we need to multiply the vector by the matrix:

R = [cos(-pi/4)  -sin(-pi/4)]

   [sin(-pi/4)   cos(-pi/4)]

which simplifies to:

R = [cos(pi/4)  sin(pi/4)]

   [-sin(pi/4) cos(pi/4)]

Applying this to e1 and e2 gives:

[tex]Re1 = [cos(pi/4) sin(pi/4)] \times [1] = [\sqrt{(2)/2} ]\\ [-sin(pi/4) cos(pi/4)] [0] [\sqrt{(2)/2}]\\Re2 = [cos(pi/4) sin(pi/4)] \times [0] = [-\sqrt{(2)/2}]\\ [-sin(pi/4) cos(pi/4)] [1] [\sqrt{(2)/2}][/tex]

Reflection through the x2-axis:

To reflect a vector through the x2-axis, we simply negate its second component. Therefore, the matrix that represents this transformation is:

F = [1 0]

   [0 -1]

Applying this to Re1 and Re2 gives:

[tex]Fe1 = [1 0] \times [\sqrt{(2)/2} ] = [\sqrt{(2)/2}]\\ [0 -1] [\sqrt{(2)/2}] [-\sqrt{(2)/2}]\\Fe2 = [1 0] \times [-\sqrt{(2)/2}] = [-\sqrt{(2)/2}]\\ [0 -1] [\sqrt{(2)/2}] [-\sqrt{(2)/2}][/tex]

Now we can combine the two transformations by multiplying the matrices R and F:

[tex]A = FR = [1 0] \times [cos(pi/4) sin(pi/4)] = [sqrt(2)/2] [cos(pi/4) sin(pi/4)] [0 -1] [-sin(pi/4) cos(pi/4)] [-\sqrt{(2)/2} ][-sin(pi/4) cos(pi/4)][/tex]

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consider the series ∑n=1[infinity](−1)n−1(nn2 2). to use the alternating series test to determine whether the infinite series is convergent or divergent, we need to try to show thatLim n [infinity] n/(n^2+2) = 0And that O ≤ 1/(n+2) ≤ n/n²+2 for 1≤nSelect the true statements (there may be more than one correct answer): A. This series converges by the Alternating Series Test. B. This series falls to converge by the AST, but diverges by the divergence test. C. This series failsily converge by the AST, and the divergence test is inconclusive as well.

Answers

The given series converges by the alternating series test, and the correct answer is A, "This series converges by the Alternating Series Test."

To use the alternating series test, we need to check two conditions:

The sequence [tex](1/n^2)[/tex] is decreasing and approaches zero as n approaches infinity.

The terms of the series alternate in sign and decrease in absolute value.

Let's check the first condition:

lim (n→∞) n/[tex](n^2+2)[/tex] = 0

To see this, note that as n becomes very large, [tex]n^2+2[/tex] grows much faster than n, so [tex]n/(n^2+2)[/tex] approaches zero as n approaches infinity. Therefore, the first condition is satisfied.

Next, let's check the second condition:

0 ≤ 1/(n+2) ≤ [tex]n/(n^2+2)[/tex]  for n ≥ 1

To see this, note that for n ≥ 1, we have:

1/(n+2) ≤ [tex]n/(n^2+2)n/(n^2+2)[/tex]

Multiplying both sides by [tex](-1)^{(n-1)[/tex] and summing over all n, we get:

[tex]\sum n=1 \infty^{(n-1)} (1/(n+2)) $\leq$ \sum n=1infinity^{(n-1)}(n/(n^2+2))[/tex]

Since the series on the right-hand side is the given series, and the series on the left-hand side is the alternating harmonic series, which is known to converge, the second condition is also satisfied.

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To determine whether the given series is convergent or divergent, we need to use the alternating series test. For this, we need to show that the terms of the series are decreasing in absolute value and that the limit of the terms as n approaches infinity is zero.

In this case, we need to show that Lim n [infinity] n/(n^2+2) = 0 and that O ≤ 1/(n+2) ≤ n/n²+2 for 1≤n. After verifying these conditions, we can conclude that the given series converges by the Alternating Series Test. Therefore, option A is the correct answer. The divergence test is not applicable here, as the series alternates between positive and negative terms. Thus, option B is incorrect. The convergence test is conclusive in this case, and option C is also incorrect.
We are given the series ∑n=1 to infinity (−1)^(n−1)(n/(n^2+2)). To apply the Alternating Series Test (AST), we need to check two conditions:

1. Lim n→infinity (n/(n^2+2)) = 0
2. The sequence n/(n^2+2) is non-increasing and positive for n≥1

1. To find the limit, divide both numerator and denominator by n^2:
Lim n→infinity (n/(n^2+2)) = Lim n→infinity (1/(1+(2/n^2))) = 1/1 = 0

2. The inequality 0 ≤ 1/(n+2) ≤ n/(n^2+2) can be rewritten as 0 ≤ 1/(n+2) ≤ 1/(1+2/n), which is true for n≥1.

Since both conditions are satisfied, the series converges by the Alternating Series Test (AST). Therefore, the correct answer is A.

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What is the domain of the function Y = 3 In x graphed below?

Answers

The given function is

[tex]\sf y=3ln(x)[/tex]

Which is a logarithm function. An important characteristic of logarithms is that their domain cannot be negative, because the logarithm of a negative number is undefined, the same happens for x = 0.

Therefore, the domain of this function is all real numbers more than zero.

The image attached shows the graph of this function, there you can notice its domain restriction.

So, the right answer is the first choice: x greater than 0

Brenda has money invested in Esti Transport. She owns two par value $1,000 bonds issued by Esti Transport, which currently sells bonds at a market rate of 101. 345. She also owns 116 shares of Esti Transport stock, currently selling for $15. 22 per share. If, when Brenda made her initial investments, Esti Transport bonds had a market rate of 96. 562 and Esti Transport stock had a share price of $13. 40, which side of Brenda’s investment has gained a greater percent return, and how much greater is it?.

Answers

The stock side of Brenda’s investment has gained a greater percent return.

Here, we have

Given:

Brenda invested her money in Esti Transport in the form of two par value $1,000 bonds and 116 shares of stock.

When Brenda initially invested her money, the market rate for Esti Transport bonds was 96.562, and the stock had a share price of $13.40. Currently, the market rate for Esti Transport bonds is 101.345, and the stock has a share price of $15.22.

Brenda needs to calculate which side of her investment has gained a higher percentage of return, and the difference between the returns.

To find out which side of her investment gained a higher percentage of return, Brenda needs to calculate the percentage of change for each side.

The percentage of change is calculated using the formula:

Percentage of change = (New Value - Old Value) / Old Value * 100

The percentage of change for Brenda’s two bonds can be calculated as follows:

Market value of one bond = $1,000 * 101.345 / 100 = $1,013.45

Value of two bonds = $1,013.45 * 2 = $2,026.90

The percentage of change for the two bonds = (2,026.90 - 1,931.24) / 1,931.24 * 100 = 4.96%

The percentage of change for Brenda’s 116 shares of stock can be calculated as follows:

The market value of one share of stock = $15.22

Value of 116 shares = $15.22 * 116 = $1,764.52

The percentage of change for the stock = (1,764.52 - 1,548.40) / 1,548.40 * 100 = 13.95%

Therefore, the stock side of Brenda’s investment has gained a greater percent return.

The percentage of return for Brenda’s stock side is 13.95%, and the percentage of return for her bond side is 4.96%.

The difference between the percentage of return for the stock and bond sides is:

13.95% - 4.96% = 8.99%

Hence, the percentage of return for the stock side is 8.99% greater than the percentage of return for the bond side.

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Find the missing probability.

P(B)=1/4P(AandB)=3/25P(A|B)=?

Answers

Note that the missing probability P(A | B) =  12/25. this was solved using Bayes Theorem.

What is Baye's Theorem?

By adding new knowledge, you may revise the expected odds of an occurrence using Bayes' Theorem. Bayes' Theorem was called after the 18th-century mathematician Thomas Bayes. It is frequently used in finance to calculate or update risk evaluation.

Bayes Theorem is given as

P(A |B ) = P( A and B) / P(B)

We are given that

P(B) = 1/4 and P(A and B) = 3/25,

so substituting, we have

P(A |B ) = (3/25) / (1/4)

To divide by a fraction, we can multiply by its reciprocal we can say

P(A|B) = (3/25) x (4/1)

 = 12/25

Therefore, P(A | B) = 12/25.

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let l be the line in r3 that consists of all scalar multiples of the vector w=[22−1] . find the reflection of the vector v=[293] in the line l .

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The reflection of vector v=[293] in the line l that consists of all scalar multiples of the vector w=[22−1] is [-17, 192, 73].

The reflection of vector v=[293] in the line l that consists of all scalar multiples of the vector w=[22−1] is [-17, 192, 73].

To find the reflection of vector v in the line l, we need to decompose vector v into two components: one component parallel to the line l and the other component perpendicular to the line l. The component parallel to the line l is obtained by projecting v onto w, which gives us:

proj_w(v) = ((v dot w)/||w||^2) * w = (68/5) * [22,-1] = [149.6, -6.8]

The component perpendicular to the line l is obtained by subtracting the parallel component from v, which gives us:

perp_w(v) = v - proj_w(v) = [293,0,0] - [149.6, -6.8, 0] = [143.4, 6.8, 0]

The reflection of v in the line l is obtained by reversing the direction of the perpendicular component and adding it to the parallel component, which gives us:

refl_l(v) = proj_w(v) - perp_w(v) = [149.6, -6.8, 0] - [-143.4, -6.8, 0] = [-17, 192, 73]

Therefore, the reflection of vector v=[293] in the line l that consists of all scalar multiples of the vector w=[22−1] is [-17, 192, 73].

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The five points A, B, C, D, and E lie on a plane. How many different quadrilaterals can be drawn using only the given points?

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There are 5 different quadrilaterals that can be drawn using the given points A, B, C, D, and E.

To determine the number of different quadrilaterals that can be drawn using the given points A, B, C, D, and E, we need to consider the combinations of these points.

A quadrilateral consists of four vertices, and we can select these vertices from the five given points.

The number of ways to choose four vertices out of five is given by the binomial coefficient "5 choose 4," which is denoted as C(5, 4) or 5C4.

The formula for the binomial coefficient is:

C(n, r) = n! / (r!(n-r)!)

Where "n!" denotes the factorial of n.

Applying the formula to our case, we have:

C(5, 4) = 5! / (4!(5-4)!)

= 5! / (4!1!)

= (5 * 4 * 3 * 2 * 1) / ((4 * 3 * 2 * 1) * 1)

= 5

Therefore, there are 5 different quadrilaterals that can be drawn using the given points A, B, C, D, and E.

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True or false? The ratio test can be used to determine whether 1 / n3 converges. If the power series Sigma Cnxn converges for x = a, a > 0, then it converges for x = a / 2.

Answers

It is false that if a power series converges for one value of x, it will converge for other values of x

What is the  ratio test can be used to determine whether 1 / n^3 converges?

The ratio test can be used to determine whether 1 / n^3 converges.

True. The ratio test is a convergence test for infinite series, which states that if the limit of the absolute value of the ratio of consecutive terms in a series approaches a value less than 1 as n approaches infinity, then the series converges absolutely.

For the series 1/n^3, we can apply the ratio test as follows:

|a_{n+1}/a_n| = (n/n+1)^3

Taking the limit as n approaches infinity, we have:

lim (n/n+1)^3 = lim (1+1/n)^(-3) = 1

Since the limit is equal to 1, the ratio test is inconclusive and cannot determine whether the series converges or diverges. However, we can use other tests to show that the series converges.

True or False?

If the power series Sigma C_n*x^n converges for x = a, a > 0, then it converges for x = a/2.

False. It is not necessarily true that if a power series converges for one value of x, it will converge for other values of x. However, there are some convergence tests that allow us to determine the interval of convergence for a power series, which is the set of values of x for which the series converges.

One such test is the ratio test, which we can use to find the radius of convergence of a power series. The ratio test states that if the limit of the absolute value of the ratio of consecutive terms in a power series approaches a value L as n approaches infinity, then the radius of convergence is given by:

R = 1/L

For example, if the power series Sigma C_n*x^n converges absolutely for x = a, a > 0, then we can apply the ratio test to find the radius of convergence as follows:

|C_{n+1}x^{n+1}/C_nx^n| = |C_{n+1}/C_n|*|x|

Taking the limit as n approaches infinity, we have:

lim |C_{n+1}/C_n||x| = L|x|

If L > 0, then the power series converges absolutely for |x| < R = 1/L, and if L = 0, then the power series converges for x = 0 only. If L = infinity, then the power series diverges for all non-zero values of x.

Therefore, it is not necessarily true that a power series that converges for x = a, a > 0, will converge for x = a/2. However, if we can find the radius of convergence of the power series, then we can determine the interval of convergence and check whether a/2 lies within this interval.

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