Given a normal distribution with μ=50 and σ=4, and given you
select a sample of n=100, What is the probability that X-BAR is
between 49 and 50.5?
0.2090
0.1526
0.8881
0.6284

Answers

Answer 1

The probability that X is between 49 and 50.5 in the same normal distribution is approximately 0.8881.

Here, we have,

These probabilities are obtained by standardizing the values using the formula z = (x - μ) / σ, where x is the given value, μ is the mean, and σ is the standard deviation.

To find the probability that X is between 49 and 50.5, in a normal distribution with μ=50 and σ=4, we need to calculate the cumulative probability using the standard normal distribution table or a calculator.

Similarly, to find the probability that X is between 49 and 50.5, we calculate the difference between the cumulative probabilities of 50.5 and 49.

Thus find z score for 49 and 50.5

z score for 49 is -2.50

z socre for 50.5 is :

z={50.5-50 }/{4 /√{100}}

z={0.5}/{4 /10}

z={0.5 }/{0.4}

z=1.25

Thus we get :

P( 49<bar{x}<50.5)= P( -2.50 < Z < 1.25)

P( 49<bar{x}<50.5)= P( Z < 1.25) - P( Z < -2.50)

Look in z table for z = 1.2 and 0.05 and find area,

from part a) we got P( Z < -2.50) = 0.0062

From above table : P( Z < 1.25) = 0.8944

Thus we get :

P( 49<bar{x}<50.5)= P( Z < 1.25) - P( Z < -2.50)

P( 49<bar{x}<50.5)= 0.8944 - 0.0062

P( 49<bar{x}<50.5)=0.8882

Using the standard normal distribution table or a calculator, we find that the probability is approximately 0.8882

These probabilities are obtained by standardizing the values using the formula z = (x - μ) / σ, where x is the given value, μ is the mean, and σ is the standard deviation. By looking up the standardized values in the standard normal distribution table, we can determine the corresponding probabilities.

Learn more about probabilities here:

brainly.com/question/29381779

#SPJ4


Related Questions

Find an equation of the plane.
a)The plane that passes through the point (1, −1, 1) and contains the line with symmetric equations x = 2y = 4z
b)The plane that passes through the line of intersection of the planes x − z = 1 and y + 2z = 2 and is perpendicular to the plane x + y − 2z = 3

Answers

a) The equation of the plane passing through the point (1, −1, 1) and contains the line with symmetric equations x = 2y = 4zThe line passing through the point (1, −1, 1) with symmetric equations is given by;(x−1)2=(y+1)4=z−1where k is a constant number.

Therefore, we can choose the value of k as 1 and hence x−1=2(y+1)=4(z−1)  x−2y−4z=−3 is the equation of the line L1. Now, we can find two vectors parallel to the plane. Since the symmetric equation of line L1 is x−1=2(y+1)=4(z−1), we can substitute y=t and z=2t+1 to obtain the direction vector D1=<1, 2, 4> .  Therefore, the equation of the plane passing through the point (1, −1, 1) and contains the line with symmetric equations x = 2y = 4z is given by 2x−5y+2z=9.


b) The equation of the plane passing through the line of intersection of the planes x − z = 1 and y + 2z = 2 and is perpendicular to the plane x + y − 2z = 3Let us find the direction vector of the line of intersection of planes x−z=1 and y+2z=2. Therefore, the equation of the plane passing through the line of intersection of the planes x − z = 1 and y + 2z = 2 and is perpendicular to the plane x + y − 2z = 3 is given by  -5x + y + z = -1.

To know more about equation  visit:

https://brainly.com/question/29657983

#SPJ11

Differentiate implicitly to find dy/dx. Then find the slope of the curve at the given point.

x^2y - 2x^2 - 8 = 0 : (2, 4)

Answers

To find the derivative dy/dx of the equation [tex]x^2[/tex]y - 2[tex]x^2[/tex] - 8 = 0 implicitly, we differentiate both sides of the equation with respect to x.

Differentiating both sides of the equation [tex]x^2[/tex]y - 2[tex]x^2[/tex] - 8 = 0 implicitly with respect to x, we apply the product rule and chain rule as necessary. The derivative of [tex]x^2[/tex]y with respect to x is 2xy + [tex]x^2[/tex](dy/dx), and the derivative of -2[tex]x^2[/tex] with respect to x is -4x. The derivative of -8 with respect to x is 0, as it is a constant.

So, the derivative expression is: 2xy + [tex]x^2[/tex](dy/dx) - 4x = 0.

To find the value of dy/dx, we can rearrange the equation:

dy/dx = (4x - 2xy)/([tex]x^2[/tex]).

Now, substituting the given point (2, 4) into the derivative expression, we have:

dy/dx = (4(2) - 2(2)(4))/([tex]2^2[/tex]) = 0.

Therefore, the slope of the curve at the point (2, 4) is 0.

Learn more about derivative here:

https://brainly.com/question/29020856

#SPJ11

A researcher investigated the number of days patients spend at a hospital Patients were randomly selected from four regions and the number of days each patient spent at a hospital was recorded. The accompanying table shows the results. At -0.10, can the researcher reject the claim that the mean number of days patients spend in the hospital is the same for all four regions? Perform a one-way ANOVA by completing parts a through d. Assume that each sample is drawn from a normal population, that the samples are independent of each other, and that the populations have the same vrances Click the icon to view the counts for the number of days patients spent at a hospital Hospital Time Counts North East South West 9 6 6 4 3 6 8 7 763 244 6643 4 2 3 - X

Answers

The researcher can reject the claim that the mean number of days patients spend in the hospital is the same for all four regions at a significance level of 0.10. The explanation for this conclusion lies in the results of the one-way ANOVA analysis.

To perform a one-way ANOVA, the researcher compares the variation between the groups (regions) to the variation within the groups. If the variation between the groups is significantly larger than the variation within the groups, it suggests that there are significant differences in the means of the groups.

By conducting the one-way ANOVA analysis using the provided data, the researcher can calculate the F-statistic and compare it to the critical value at the chosen significance level. If the calculated F-statistic is larger than the critical value, the null hypothesis of equal means is rejected.

The detailed explanation would involve calculating the sums of squares, degrees of freedom, mean squares, and the F-statistic. By comparing the F-statistic to the critical value, the researcher can make a decision regarding the null hypothesis.

To know more about ANOVA refer here:

https://brainly.com/question/32576136#

#SPJ11

You have created a 95% confidence interval for μ with the result
10 ≤ μ ≤ 15. What decision will you make if you test H0: μ=12
versus H1: μ≠12 at α = 0.05?
Do not reject H0 in favour

Answers

in this scenario, we would not reject the null hypothesis H0: μ = 12. The null hypothesis does not imply that the null hypothesis is true; rather, it means that we do not have enough evidence to reject it based on the available data.

Based on the given 95% confidence interval for μ as 10 ≤ μ ≤ 15 and performing a hypothesis test at α = 0.05 with the null hypothesis H0: μ = 12 and the alternative hypothesis H1: μ ≠ 12, we can make a decision regarding the null hypothesis.

Since the confidence interval for μ (10 ≤ μ ≤ 15) includes the value specified in the null hypothesis (12), we fail to reject the null hypothesis in favor of the alternative hypothesis.

In hypothesis testing, if the null hypothesis value falls within the confidence interval, it suggests that the null hypothesis is plausible, and there is insufficient evidence to reject it. Therefore, in this scenario, we would not reject the null hypothesis H0: μ = 12.

This decision implies that, at a significance level of α = 0.05, we do not have enough evidence to conclude that the true population mean μ is different from 12. It is important to note that failing to reject the null hypothesis does not imply that the null hypothesis is true; rather, it means that we do not have enough evidence to reject it based on the available data.

Remember that hypothesis testing provides a framework for making statistical decisions, and the conclusion is based on the evidence and the chosen significance level.

Learn more about hypothesis here

https://brainly.com/question/606806

#SPJ11

Darboux's Theorem: Let f be a real valued function on the closed interval [a,b]. Suppose f is differentiable on [a,b]. Then f′ satisfies the intermediate value property.
What is the intermediate value property?
Give an example of a function defined on [a,b] that is not the derivative of any function on [a,b]
Give an example of a differentiable function f on [a,b] such that f′ is not continuous.
Present a proof of Darboux's theorem.

Answers

The answer to the question :

Darboux's Theorem: Let f be a real-valued function on the closed interval [a,b]. Suppose f is differentiable on [a,b]. Then f′ satisfies the intermediate value property.

What is the intermediate value property?

Give an example of a function defined on [a,b] that is not the derivative of any function on [a,b]

Give an example of a differentiable function f on [a,b] such that f′ is not continuous.

Present proof of Darboux's theorem. is given below:

Explanation:

The intermediate value property refers to the property that a continuous function takes all values between its maximum and minimum value in a closed interval. The intermediate value property states that if f is continuous on the closed interval [a,b], and L is any number between f(a) and f(b), then there exists a point c in (a, b) such that f(c) = L.

For an example of a function defined on [a,b] that is not derivative of any function on [a,b], consider f(x) = |x| on the interval [-1, 1]. This function is not differentiable at x = 0 since the left and right-hand derivatives do not match.

An example of a differentiable function f on [a,b] such that f′ is not continuous is f(x) = x^2 sin(1/x) for x not equal to 0 and f(0) = 0. The derivative f′(x) = 2x sin(1/x) − cos(1/x) for x not equal to 0 and f′(0) = 0. The function f′ is not continuous at x = 0 since f′ oscillates wildly as x approaches 0.


Darboux's Theorem: Let f be a real-valued function on the closed interval [a, b]. Suppose f is differentiable on [a,b]. Then f′ satisfies the intermediate value property.

Proof: Suppose, for the sake of contradiction, that f′ does not satisfy the intermediate value property. Then there exist numbers a < c < b such that f′(c) is strictly between f′(a) and f′(b). Without loss of generality, assume f′(c) is strictly between f′(a) and f′(b).

By the mean value theorem, there exists a number d in (a, c) such that

f′(d) = (f(c) − f(a))/(c − a).

Similarly, there exists a number e in (c, b) such that

f′(e) = (f(b) − f(c))/(b − c).

Now,

(f(c) − f(a))/(c − a) < f′(c) < (f(b) − f(c))/(b − c).

Rearranging terms, we have

(f(c) − f(a))/(c − a) − f′(c) < 0 and (f(b) − f(c))/(b − c) − f′(c) > 0.

Define a new function g on the interval [a, b] by

g(x) = (f(x) − f(a))/(x − a) for x ≠ a and g(a) = f′(a). Then g is continuous on [a, b] and differentiable on (a, b).

By the mean value theorem, there exists a number c in (a, b) such that

g′(c) = (g(b) − g(a))/(b − a) = (f(b) − f(a))/(b − a).

However,

g′(c) = f′′(c), so f′′(c) = (f(b) − f(a))/(b − a).

Since f′′(c) is strictly between (f(c) − f(a))/(c − a) and (f(b) − f(c))/(b − c), we have a contradiction. Therefore, f′ must satisfy the intermediate value property.

To know more about mean value theorem, visit:

https://brainly.com/question/30403137

#SPJ11

a bank pays 8 nnual interest, compounded at the end of each month. an account starts with $600, and no further withdrawals or deposits are made.

Answers

To calculate the balance in the account after a certain period of time, we can use the formula for compound interest:

[tex]A = P(1 + \frac{r}{n})^{nt}[/tex]

Where:

A = Final amount

P = Principal amount (initial deposit)

r = Annual interest rate (in decimal form)

n = Number of times the interest is compounded per year

t = Time in years

In this case, the principal amount (P) is $600, the annual interest rate (r) is 8% (or 0.08 in decimal form), and the interest is compounded monthly, so the number of times compounded per year (n) is 12.

Let's calculate the balance after one year:

[tex]A = 600(1 + \frac{0.08}{12})^{12 \cdot 1}\\\\= 600(1.00666666667)^{12}\\\\\approx 600(1.08328706767)\\\\\approx 649.97[/tex]

Therefore, after one year, the balance in the account would be approximately $649.97.

To know more about Formula visit-

brainly.com/question/31062578

#SPJ11

The lifespan of xenon metal halide arc-discharge bulbs for aircraft landing lights is normally distributed with a mean of 1,700 hours and a standard deviation of 560 hours.
(a) If a new ballast system shows a mean life of 2,279 hours in a test on a sample of 13 prototype new bulbs, would you conclude that the new lamp’s mean life exceeds the current mean life at α = 0.10?
multiple choice
No
Yes
(b) What is the p-value? (Round your answer to 4 decimal places.)

Answers

Answer:(a) Yes     (b) 0.0186 (approximately)

(a) If a new ballast system shows a mean life of 2,279 hours in a test on a sample of 13 prototype new bulbs, then we have to conclude that the new lamp’s mean life exceeds the current mean life at α = 0.10 because the calculated t-value is 2.305 which is greater than the critical value of 1.771. So, the null hypothesis will be rejected.It is to be remembered that the null hypothesis is that the mean of the lifespan of xenon metal halide arc-discharge bulbs is less than or equal to 1,700 hours. But the alternate hypothesis is that the mean is greater than 1,700 hours. If the null hypothesis is rejected, it can be concluded that the new lamp’s mean life exceeds the current mean life at α = 0.10.

(b) To find the p-value, we first have to find the value of t using the formula given below:t =  \[\frac{\bar{x}-\mu}{\frac{s}{\sqrt{n}}}\]Where, $\bar{x}$ = sample mean = 2,279, $\mu$ = population mean = 1,700, s = sample standard deviation = 560, and n = sample size = 13So, substituting the values in the above formula, we get:t =  \[\frac{2,279-1,700}{\frac{560}{\sqrt{13}}}\]= 2.305Now we have to find the p-value using the t-table. The degrees of freedom (df) = n - 1 = 13 - 1 = 12.The p-value for t = 2.305 and df = 12 is 0.0186 (approximately). Therefore, the p-value is 0.0186 (approximately).

To know more about xenon metal visit:

https://brainly.com/question/7013283

#SPJ11

-11T If 0 = 6 sec(0) equals csc (0) equals tan(0) equals cot (0) equals then find exact values for the following: K

Answers

Given that 0 = 6 [tex]sec(0) = csc(0) = tan(0) = cot(0)[/tex], we can find the exact values for the following trigonometric functions:1. sec(0): Since sec(0) is equal to 6, we know that cos(0) = 1 / sec(0) = 1 / 6.

2. csc(0): Similarly, csc(0) is equal to 6, which implies [tex]sin(0) = 1 / csc(0) = 1 / 6.3. tan(0)[/tex]: Since tan(0) is equal to 6, we can find the value of sin(0) and cos(0) using the Pythagorean identity: sin^2(0) + cos^2(0) = 1. Substituting the values we have so far:

[tex](1 / 6)^2 + cos^2(0) = 1,1 / 36 + cos^2(0) = 1,cos^2(0) = 1 - 1/36,cos^2(0) = 35/36,cos(0) = ±√(35/36)[/tex].Since the given information does not specify the sign of cos(0), both positive and negative values are valid solutions.

4. [tex]cot(0): cot(0)[/tex] is equal to the reciprocal of tan(0), which is[tex]1 / tan(0) = 1 /[/tex]

learn more about trigonometric here :

https://brainly.com/question/29156330

#SPJ11

Find the degrees of freedom when the sample size is n = 28. df = (whole number) 2. What is the level of significance α when the confidence level is 95% ? α = (2 decimal places) 3. Find the critical value corresponding to 95% confidence level and sample size n = 28. tα/2 = (3 decimal places) 4. Find the critical value corresponding to 99% confidence level and sample size n = 28. tα/2= (3 decimal places) 5. Find the critical value corresponding to 99% confidence level and sample size n = 35. tα/2 =

Answers

To find the degrees of freedom (df) when the sample size is n = 28, we subtract 1 from the sample size:

df = n - 1

df = 28 - 1

df = 27

Therefore, the degrees of freedom is 27.

To determine the level of significance (α) when the confidence level is 95%, we subtract the confidence level from 100%:

α = 1 - Confidence level

α = 1 - 0.95

α = 0.05

Therefore, the level of significance α is 0.05.

To find the critical value corresponding to a 95% confidence level and sample size n = 28, we can use the t-distribution table or calculator. Since the degrees of freedom (df) is 27, we need to find the value of tα/2 for a 95% confidence level and df = 27.

Using a t-distribution table or calculator, we find that the critical value for a 95% confidence level and df = 27 is approximately 2.048.

Therefore, the critical value (tα/2) corresponding to a 95% confidence level and sample size n = 28 is 2.048 (rounded to three decimal places).

To find the critical value corresponding to a 99% confidence level and sample size n = 28, we again use the t-distribution table or calculator. For df = 27, the critical value for a 99% confidence level is approximately 2.756.

Therefore, the critical value (tα/2) corresponding to a 99% confidence level and sample size n = 28 is 2.756 (rounded to three decimal places).

Lastly, to find the critical value corresponding to a 99% confidence level and sample size n = 35, we follow the same procedure. For df = 34 (35 - 1), the critical value for a 99% confidence level is approximately 2.728.

Therefore, the critical value (tα/2) corresponding to a 99% confidence level and sample size n = 35 is 2.728 (rounded to three decimal places).

To know more about value visit-

brainly.com/question/31986154

#SPJ11

Time Spent Online Americans spend an average of 5 hours per day online. If the standard deviation is 30 minutes, find the range in which at least 88.89% of the data will lie. Use Chebyshev's theorem.

Answers

Given that Americans spend an average of 5 hours per day online. The standard deviation is 30 minutes, and we need to find the range in which at least 88.89% of the data will lie. We will use Chebyshev's theorem for this purpose.

Mean ± 2.42 × standard deviation= 5 ± 2.42 × 0.5= 5 ± 1.21 is a statistical tool used to determine the proportion of any data set. This theorem only applies to data that is dispersed or spread out over a wide range of values. It can be used to find the percentage of values that fall within a certain range from the mean of a data set. To calculate the range within which at least 88.89% of the data will lie, we have to use Chebyshev's Theorem.

We know that for any data set, the percentage of values within k standard deviations of the mean is at least[tex]1 - 1/k²[/tex]. Let's apply this formula to the given problem. Since we want at least 88.89% of the data to lie within a certain range, we know that[tex]1 - 1/k² = 0.8889[/tex]. Solving for k, we get k = 2.42 (rounded to two decimal places).Therefore, at least 88.89% of the data will lie within 2.42 standard deviations of the mean. To find the range, we simply multiply the standard deviation by 2.42, and add/subtract it from the mean. So, the range in which at least 88.89% of the data will lie is:[tex]Mean ± 2.42 × standard deviation= 5 ± 2.42 × 0.5= 5 ± 1.21[/tex]. Therefore, the range in which at least 88.89% of the data will lie is 3.79 hours to 6.21 hours.

To know more about Chebyshev's theorem, visit:

https://brainly.com/question/30584845

#SPJ11

Given information: Time Spent Online Americans spend an average of 5 hours per day online. If the standard deviation is 30 minutes.

Thus, at least 88.89% of the data will lie within the range of 2.5 to 7.5 hours.

Answer is that Chebyshev's theorem is a statistical method used to measure the degree of dispersion in the data set and states that for any data set, the proportion of the data that falls within k standard deviations of the mean is at least 1 - 1/k^2. To find the range in which at least 88.89% of the data will lie, we will apply Chebyshev's theorem.

Conclusion: Thus, at least 88.89% of the data will lie within the range of 2.5 to 7.5 hours.

To know more about range visit

https://brainly.com/question/29463327

#SPJ11

I need these high school statistics questions to be solved. It
would be great if you write the steps on paper, too.
24. Six multiple choice questions, each with four possible answers, appear on your history exam. What is the probability that if you just guess, you get at least one of the questions wrong? A. 0.6667

Answers

The probability of getting at least one question wrong if you just guess is A. 0.6667.

To calculate the probability of getting at least one question wrong, we can use the concept of complementary events. The complementary event of getting at least one question wrong is getting all questions right. Since each question has four possible answers and you are guessing, the probability of guessing the correct answer for each question is 1/4.

Therefore, the probability of guessing all six questions correctly is (1/4)^6 = 1/4096.

Now, to find the probability of getting at least one question wrong, we subtract the probability of getting all questions right from 1:

Probability of getting at least one question wrong = 1 - 1/4096 = 4095/4096 ≈ 0.9997.

Rounding to four decimal places, we get approximately 0.9997, which can be approximated as 0.6667.

The probability of getting at least one question wrong if you just guess is approximately 0.6667 or 66.67%. This means that if you guess randomly on all six questions, there is a high likelihood of getting at least one question wrong.

To know more about probability visit:

https://brainly.com/question/13604758

#SPJ11

test the series for convergence or divergence using the alternating series test. [infinity] (−1)n−1bn n = 1 = 1 4 − 1 5 1 6 − 1 7 1 8 − identify bn.

Answers

All three conditions are satisfied, therefore the series is convergent by the Alternating Series Test.

It is clear that the series is alternating.

Let's Identify the [tex]bn = (−1)n−1/ (n + 3)[/tex]

Now check the condition for the series which is required to satisfy the alternating series test.

We have to check the following three conditions:1.

The series is alternating.

2. The absolute value of the terms decreases as the sequence progresses.

3. The limit of the sequence of terms goes to zero.1. The series is alternating.

Yes, the series is alternating because we have [tex](−1)n−1[/tex] in the series.

2. The absolute value of the terms decreases as the sequence progresses.

The absolute value of the terms decreases as the sequence progresses. [tex]i.e.1/ 4 > 1/ 5 > 1/ 6 > 1/ 7 > 1/ 8 > ....[/tex]

3. The limit of the sequence of terms goes to zero.

Let's find the limit of bn as n approaches infinity.[tex][lim] n → ∞ (−1)n−1/ (n + 3)= 0[/tex]

Since all three conditions are satisfied, therefore the series is convergent by the Alternating Series Test.

Know more about Alternating Series Test here:

https://brainly.com/question/30400869

#SPJ11

interpret the slope value in a sentence by filling in the blanks in the sentence below. the ___i____ is changing by ____ii_____ ___iii____ per __iv___.

Answers

The slope is an important part of linear equations, which tells us how the value of a dependent variable changes when an independent variable changes.

In order to interpret the slope value in a sentence, we need to fill in the blanks in the sentence below. The i represents the dependent variable, ii represents the slope value, iii represents the unit of measurement of the dependent variable, and iv represents the unit of measurement of the independent variable.The slope value, represented by ii, represents how much the dependent variable (i) changes by per unit of the independent variable (iv). For example, if the dependent variable is distance (i) and the independent variable is time (iv), and the slope is equal to 50 meters per second, then we can interpret the slope value as follows: "The distance is changing by 50 meters per second."

To know more about slope visit :-

https://brainly.com/question/29184253

#SPJ11

Graph the trigonometry function Points: 7 2) y = sin(3x+) Step:1 Find the period Step:2 Find the interval Step:3 Divide the interval into four equal parts and complete the table Step:4 Graph the funct

Answers

Graph of the given function is as follows:Graph of y = sin(3x + θ) which passes through the points (−3π/2, −1), (−π/2, 0), (π/2, 0), and (3π/2, 1) with period T = 2π / 3.

Given function is y]

= sin(3x + θ)

Step 1: Period of the given trigonometric function is given by T

= 2π / ω Here, ω

= 3∴ T

= 2π / 3

Step 2: The interval of the given trigonometric function is (-∞, ∞)Step 3: Dividing the interval into four equal parts, we setInterval

= (-3π/2, -π/2) U (-π/2, π/2) U (π/2, 3π/2) U (3π/2, 5π/2)

Now, we will complete the table using the given interval as follows:

xy(-3π/2)

= sin[3(-3π/2) + θ]

= sin[-9π/2 + θ](-π/2)

= sin[3(-π/2) + θ]

= sin[-3π/2 + θ](π/2)

= sin[3(π/2) + θ]

= sin[3π/2 + θ](3π/2)

= sin[3(3π/2) + θ]

= sin[9π/2 + θ].

Graph of the given function is as follows:Graph of y

= sin(3x + θ) which passes through the points (−3π/2, −1), (−π/2, 0), (π/2, 0), and (3π/2, 1) with period T

= 2π / 3.

To know more about Graph visit:

https://brainly.com/question/17267403

#SPJ11

Please I need some help with this problem

Answers

[tex]\textit{arc's length}\\\\ s = \cfrac{\theta \pi r}{180} ~~ \begin{cases} r=radius\\ \theta =\stackrel{degrees}{angle}\\[-0.5em] \hrulefill\\ r=16\\ \theta =270 \end{cases}\implies s=\cfrac{(270)\pi (16)}{180}\implies s=24\pi[/tex]

For the function f ( x , y ) = − 2 x 2 − 5 x y − 3 y 2 − 2 x + y − 1 , find a unit tangent vector to the level curve at the point ( − 1 , − 3 ) that has a positive x component. Round your numbers to four decimal places.
Find the values of x , y and z that correspond to the critical point of the function: z = f ( x , y ) = 2 x^ 2 + 8 x − 1 y + 4 y^ 2 + 7 x y

Answers

:Step 1: We have the function [tex]`f (x, y) = −2x² − 5xy − 3y² − 2x + y − 1[/tex]`. The partial derivatives of `f` with respect to `x` and `y` are:`[tex]f_x(x, y) = -4x - 5y - 2` and `f_y(x, y) = -5x - 6y + 1`[/tex].Step 2: The gradient of `f` is given by:[tex]`∇f(x, y) =  = < -4x - 5y - 2, -5x - 6y + 1 > `At the point `(-1, -3)[/tex],

we have: [tex]`∇f(-1, -3) = < -4(-1) - 5(-3) - 2, -5(-1) - 6(-3) + 1 > = < 7, 17 >[/tex]`Step 3: The gradient vector at the point [tex]`(-1, -3)` is ` < 7, 17 > \\[/tex]`.

Step 4: The unit tangent vector is obtained by normalizing the gradient vector as follows: [tex]`T = < 7, 17 > /√(7² + 17²) ≈ < 0.4029, 0.9152 > `[/tex].

Therefore, the unit tangent vector to the level curve at the point `(-1, -3)` that has a positive `x` component is approximately. [tex]` < 0.4029, 0.9152 > `[/tex].

The partial derivatives of `f` with respect to[tex]`x` and `y`[/tex] are:`[tex]f_x(x, y) = 4x + 8 + 7y` and `f_y(x, y) = -1 + 8y + 7x`.[/tex]

Step 2: To find the critical points, we set [tex]`f_x(x, y) = f_y(x, y) = 0`[/tex] and solve for `x` and `y`. We have:[tex]`4x + 8 + 7y = 0` and `-1 + 8y + 7x = 0`[/tex]Solving this system of equations yields [tex]`x = -1` and `y = 1`[/tex].Therefore, the critical point of `f` is [tex]`(-1, 1)`.[/tex]

To Know more about partial derivatives visit:

brainly.com/question/28751547

#SPJ11

If, in a random sample of 400 items, 88 are defective, what is the sample proportion of defective items?

(a).if the null hypothesis is that 20% of the items in the population are defective, what is the value of Zstat?

Answers

The value of the z-statistic is 1.41.

Given that there are 88 defective items in a random sample of 400 items.

The sample proportion of defective items can be calculated as follows;

p = Sample proportion of defective items = Number of defective items / Total number of items in the sample

= 88 / 400

= 0.22

If the null hypothesis is that 20% of the items in the population are defective, then the null and alternative hypotheses are as follows;

Null hypothesis, H0: p = 0.20

Alternative hypothesis, H1: p ≠ 0.20

The test statistic used to test the null hypothesis is the z-test for proportions.

The formula to calculate the z-statistic for proportions is given as;z = (p - P) / √[(P * (1 - P)) / n]

where,P = Value of population proportionH0: p = 0.20n = Sample size

p = Sample proportion= 0.22

Now, substituting these values in the formula, we get;z = (0.22 - 0.20) / √[(0.20 * 0.80) / 400]z = 1.41

Therefore, the value of the z-statistic is 1.41.

Know more about z-statistic   here:

https://brainly.com/question/25638875

#SPJ11

If sin θ=35 and cos ϕ=−1213 where θ and ϕboth lie in the second quadrant find the values of (i) sin ' (theta- phi) (ii) cos (theta + phi) (iii) tan(θ−ϕ)

Answers

Given that sin θ = 3/5 and cos ϕ = -12/13, where θ and ϕ both lie in the second quadrant,   the values are (i) sin'(θ - ϕ)=-16/65 (ii) cos(θ + ϕ)=63/65 and (iii) tan(θ - ϕ)=-4/21

(i) To find sin'(θ - ϕ), we can use the trigonometric identity sin'(θ - ϕ) = sin θ cos ϕ - cos θ sin ϕ. Substituting the given values, we have sin'(θ - ϕ) = (3/5)(-12/13) - (-4/5)(-5/13) = -36/65 + 20/65 = -16/65.
(ii) To find cos(θ + ϕ), we can use the trigonometric identity cos(θ + ϕ) = cos θ cos ϕ - sin θ sin ϕ. Substituting the given values, we have cos(θ + ϕ) = (-4/5)(-12/13) - (3/5)(-5/13) = 48/65 + 15/65 = 63/65.
(iii) To find tan(θ - ϕ), we can use the trigonometric identity tan(θ - ϕ) = (sin θ cos ϕ - cos θ sin ϕ) / (cos θ cos ϕ + sin θ sin ϕ). Substituting the given values, we have tan(θ - ϕ) = (-16/65) / (63/65) = -16/63 = -4/21.
Therefore, the values are:
(i) sin'(θ - ϕ) = -16/65
(ii) cos(θ + ϕ) = 63/65
(iii) tan(θ - ϕ) = -4/21.

Learn more about second quadrant here
https://brainly.com/question/32167999



#SPJ11

Which equation can you solve to find the potential solutions to the equation log2x log2(x – 6) = 4? x^2 – 6x – 4 = 0; x^2 – 6x – 8 = 0 ; x^2 – 6x – 16 = 0.

Answers

The equation that can be solved to find the potential solutions to the equation log2x log2(x – 6) = 4 is x^2 – 6x – 4 = 0. Option A is the correct answer.

To find the potential solutions to the given equation, we can rewrite the equation as log2(x) + log2(x - 6) = 4. Then, we can convert the logarithmic equation into an exponential equation using the property of logarithms. In this case, we can rewrite it as 2^4 = x(x - 6).

Simplifying further, we get 16 = x^2 - 6x. Rearranging the equation, we obtain x^2 - 6x - 16 = 0. This is a quadratic equation that can be solved to find the potential solutions for x.

Therefore, the equation x^2 - 6x - 4 = 0 is the correct equation to solve for the potential solutions of the given logarithmic equation. Option A is the correct answer.

You can learn more about equation at

https://brainly.com/question/22688504

#SPJ11

Therefore, the equation you can solve to find the potential solutions to [tex]log2(x) * log2(x – 6) = 4\ is\ x^2 – 6x – 16 = 0.[/tex]

To find the potential solutions to the equation log2(x) * log2(x – 6) = 4, we need to solve the given equation:

log2(x) * log2(x – 6) = 4

This equation involves logarithmic terms, which can be challenging to solve directly. However, we can simplify the equation by rewriting it in exponential form.

Using the property of logarithms that states loga(b) = c is equivalent to a^c = b, we can rewrite the equation as:

[tex]2^4 = x * (x – 6)[/tex]

[tex]16 = x^2 – 6x[/tex]

Now, we have transformed the original equation into a quadratic equation:

[tex]x^2 – 6x – 16 = 0[/tex]

To know more about equation,

https://brainly.com/question/26255347

#SPJ11

a manufacture produces wood tables on an assembly line, currently producing 1600 tables per shift. If the production is increased to 2000 tables per shift, labor productivity will increase by?

A) 10%
B) 20%
C) 25%
D) 40%

Answers

If the production of wood tables on an assembly line increases from 1600 tables per shift to 2000 tables per shift, the labor productivity will increase by 25%.We need to determine the percentage change.

To calculate the increase in labor productivity, we need to compare the difference in production levels and determine the percentage change.The initial production level is 1600 tables per shift, and the increased production level is 2000 tables per shift. The difference in production is 2000 - 1600 = 400 tables.

To calculate the percentage change, we divide the difference by the initial production and multiply by 100:

Percentage Change = (Difference / Initial Production) * 100 = (400 / 1600) * 100 = 25%.

Therefore, the correct answer is option C) 25%, indicating that labor productivity will increase by 25% when the production is increased to 2000 tables per shift.

To learn more about percentage change click here : brainly.com/question/14979505

#SPJ11

Suppose the velocity of an object moving along a line is positive. Are​ position, displacement, and distance traveled​ equal? Explain.
A. ​Yes, if the velocity is positive then the​ displacement, distance​ traveled, and position of the object will be given by v'​(t).
B. No, the displacement and position of the object will be equal but since the initial position is not​ given, the distance traveled by the object may not be equal to the position and the displacement of the object.
C. ​No, the displacement and distance traveled by the object will be equal but since the initial position is not​ given, the position of the object may not be equal to the distance traveled and the displacement of the object.
D. Yes, if the velocity is positive then the​ displacement, distance​ traveled, and position of the object will be given by Integral from a to b v left parenthesis t right parenthesis dt∫abv(t) dt.

Answers

So, the displacement and distance traveled by the object will be equal but since the initial position is not given, the position of the object may not be equal to the distance traveled and the displacement of the object. Therefore, option C is the correct answer.

Explanation: Given, the velocity of an object moving along a line is positive. The displacement, distance traveled, and position of the object will not be equal when the velocity of an object moving along a line is positive.

The velocity of an object is given by v(t), the displacement of an object is given by ∆x = x2 − x1, where x1 is the initial position of the object and x2 is the final position of the object. The distance traveled by the object is given by d = |x2 − x1|, where ||| denotes absolute value.

To Know more about absolute value visit:

https://brainly.com/question/17360689

#SPJ11

How do I label these two nets? (Thanks)

Answers

Answer:

120 mm²

800 in.²

Step-by-step explanation:

Upper figure:

Large rectangle in the middle:

    length = 5 mm + 6 mm + 5 mm = 16 mm

    width = 6 mm

    area = 16 mm × 6 mm = 96 mm²

2 congruent triangles:

    base = 6 mm

    height = 4 mm

    area of each triangle = 6 mm × 4 mm / 2 = 12 mm²

Total area of net = 96 mm² + 2 × 12 mm² = 120 mm²

Lower figure:

Square in the middle:

    side = 16 in.

    area = 16 in. × 16 in. = 256 in.²

4 congruent triangles:

    base = 16 in.

    height = 17 in.

    area of each triangle = 16 in. × 17 in. / 2 = 136 in.²

Total area of net = 256 in.² + 4 × 136 in.² = 800 in.²

(1 point) Find the angle e between the vectors u = 3i+2j and v = -5i - 3j. Round to two decimal places. 0= 0.11 radians. Preview My Apoy

Answers

Rounding off the value of e to two decimal places, we get e = 27.53°.Therefore, the required angle e between the vectors u = 3i+2j and v = -5i - 3j is 27.53°.

Given the vectors,u

= 3i+2j and v

= -5i - 3j.

The angle between the two vectors can be determined using the formula,`u.v

= |u|.|v|.cos(e)`Where, `u.v

= 3(-5) + 2(-3)

= -15 - 6

= -21``|u|

= square root(3^2 + 2^2)

= square root(13)``|v|

= square root((-5)^2 + (-3)^2)

= square root(34)

`Therefore, `cos(e)

= (-21)/(square root(13)*square root(34))`Using the calculator,`cos(e)

= -0.8802`

The angle `e` can be calculated using the formula,`e

= cos^(-1)(cos(e))`

Hence,`e

= cos^(-1)(-0.8802)`Hence, `e

= 0.4803 rad` or `e

= 27.53°`.

Rounding off the value of e to two decimal places, we get e

= 27.53°.

Therefore, the required angle e between the vectors u

= 3i+2j and v

= -5i - 3j is 27.53°.

To know more about vectors visit:

https://brainly.com/question/24256726

#SPJ11

How close does the curve y= Vx come to the point 2,0? (Hint: If the square of the distance is minimized, square roots can be avoided.

Answers

The curve given by y = √x represents a parabolic curve. To determine how close the curve comes to the point (2, 0), the minimum square of the distance between the curve and the point is√2.

The minimum square of the distance between the curve y = √x and the point (2, 0) is 2.
Explanation: To find the minimum square of the distance, we can consider the equation of the distance between the curve and the point. Let's denote the distance as d. Using the distance formula, we have:
d^2 = (x - 2)^2 + (√x - 0)^2
Expanding and simplifying the equation, we get:
d^2 = x^2 - 4x + 4 + x
d^2 = x^2 - 3x + 4
To find the minimum value of d^2, we can take the derivative of the equation with respect to x and set it equal to zero:
d^2/dx = 2x - 3 = 0
Solving for x, we find x = 3/2. Substituting this value back into the equation for d^2, we have:
d^2 = (3/2)^2 - 3(3/2) + 4
d^2 = 9/4 - 9/2 + 4
d^2 = 2
Therefore, the minimum square of the distance between the curve y = √x and the point (2, 0) is 2. This means that the curve comes closest to the point (2, 0) with a distance of √2.

Learn more about parabolic curve here
https://brainly.com/question/12069460



#SPJ11

A science teacher keeps a bag of dice, all the same size, for classroom activities. Of the 15 dice, 4 are red, 5 are black, 2 are blue, and 4 are green. What is the probability that a randomly drawn die will not be black?
0.500
0.333
0.667
0.600
Find the probability that a random day of school will not be canceled.
0.001
0.349
0.999
0.500

Answers

Therefore, the probability of a random day of school not being cancelled is 0.999.

Part 1: Given that there are 15 dice. Among them, there are4 red dice5 black dice2 blue dice4 green dice

So the total dice count is 15.

If a die is drawn randomly, then the probability of that die not being black would be:

Probability of not getting a black die = (Number of dice that are not black) / (Total number of dice)Number of dice that are not black = 15 - 5 (Number of black dice)

Number of dice that are not black = 10

Probability of not getting a black die = (Number of dice that are not black) / (Total number of dice)

Probability of not getting a black die = 10 / 15

Probability of not getting a black die = 2 / 3

Probability of not getting a black die = 0.667

Hence, the probability that a randomly drawn die will not be black is 0.667.

Part 2: Find the probability that a random day of school will not be canceled.

Given, Probability of a random day of school not being cancelled = 0.999

We know that probability lies between 0 and 1.

Here, the probability of not being cancelled is 0.999 which is almost 1.

To know more about probability visit:

https://brainly.com/question/31828911

#SPJ11

BRIDGES The lower arch of the Sydney Harbor Bridge can be modeled by g(x) = - 0.0018 * (x - 251.5) ^ 2 + 118 where x in the distance from one base of the arch and g(x) is the height of the arch. Select all of the transformations that occur in g(x) as it relates to the graph of f(x) = x ^ 2

A) vertical compression
B ) translation down 251.5 units C ) translation up 118 units
D ) reflection across the x-axis
E) vertical stretch
F ) translation right 251.5 units G ) reflection across the y-axis

Answers

The transformations that occur in function g(x) as it relates to the graph of f(x) = x² are option B and C

What are the transformations of the function?

In the given function, the only transformations that occur in the function g(x) as it relates to f(x) are B and C.

In option B, the translation down 251.5 units: In the original function f(x) = x², the graph is centered at the origin (0, 0). However, in g(x) = -0.0018 * (x - 251.5)² + 118, the term (x - 251.5) causes a horizontal shift to the right by 251.5 units. This means that the graph of g(x) is shifted to the right compared to the graph of f(x). Since the term is subtracted, it has the effect of shifting the graph downwards by the same amount, hence the translation down 251.5 units.

Likewise, in option C, the translation up 118 units: In the original function f(x) = x², the graph intersects the y-axis at the point (0, 0). However, in g(x) = -0.0018 * (x - 251.5)² + 118, the term 118 is added to the expression. This causes a vertical shift upwards by 118 units compared to the graph of f(x). So, the graph of g(x) is shifted upwards by 118 units.

Therefore, the transformations that occur in g(x) as it relates to the graph of f(x) = x²are a translation down 251.5 units and a translation up 118 units.

Learn more on transformation of a function here;

https://brainly.com/question/10904859

#SPJ1

maximize p = 6x 4y subject to x 3y ≥ 6 −x y ≤ 4 2x y ≤ 8 x ≥ 0, y ≥ 0.

Answers

The maximum value of P is 24 subject to the given constraints. Answer:Thus, the solution of the given problem is P = 24 subject to the given constraints.

To maximize the objective function P = 6x + 4y, given the constraints:x + 3y ≥ 6-x + y ≤ 4 2x + y ≤ 8 x ≥ 0, y ≥ 0We can use the graphical method to solve this Linear Programming problem.Step 1: Graph the given equations and inequalitiesGraph the equations and inequalities to determine the feasible region, i.e., the shaded area that satisfies all the constraints. The shaded area is shown in the figure below:Figure: The feasible region for the given constraintsStep 2: Find the corner points of the feasible regionThe feasible region has four corner points, i.e., A(0,2), B(2,1), C(4,0), and D(6/5,8/5). The corner points are the intersection of the two lines that form each boundary of the feasible region. These corner points are shown in the figure below:Figure: The feasible region with its corner pointsStep 3: Evaluate the objective function at each corner pointEvaluate the objective function at each corner point as follows:Corner Point  Objective Function (P = 6x + 4y)A(0,2)  P = 6(0) + 4(2) = 8B(2,1)  P = 6(2) + 4(1) = 16C(4,0)  P = 6(4) + 4(0) = 24D(6/5,8/5)  P = 6(6/5) + 4(8/5) = 14.4.

Step 4: Determine the maximum value of the objective function The maximum value of the objective function is P = 24, which occurs at point C(4,0). Therefore, the maximum value of P is 24 subject to the given constraints. Thus, the solution of the given problem is P = 24 subject to the given constraints.

To know more about maximum value visit:-

https://brainly.com/question/22562190

#SPJ11

how would this be solved in R? Thanks!
(1 point) An Office of Admission document claims that 56.3% of UVA undergraduates are female. To test this claim, a random sample of 220 UVA undergraduates was selected. In this sample, 54.2% were fem

Answers

In R, you can solve this hypothesis test by using the binom.test() function.

In R, the binom.test() function is used to perform a binomial test, which is suitable for testing proportions. The function takes the observed number of successes (x), the sample size (n), the claimed proportion (p), and the alternative hypothesis as input. It then calculates the test statistic, p-value, and provides a confidence interval. By comparing the p-value to a chosen significance level (e.g., α = 0.05), you can determine if the observed proportion is significantly different from the claimed proportion. If the p-value is less than the significance level, you can reject the null hypothesis and conclude that there is evidence to support a difference in proportions.

To know more about hypothesis, visit:

https://brainly.com/question/31064841

#SPJ11

You would like to study the weight of students at your university. Suppose the average for all university students is 161 with a variance of 729.00 lbs, and that you take a sample of 26 students from your university.

a) What is the probability that the sample has a mean of 155 or more lbs?
probability =

b) What is the probability that the sample has a mean between 150 and 153 lbs?
probability =

Answers

The probabilities for the sample mean are given as follows:

a) 155 or more lbs: 0.8708 = 87.08%.

b) Between 150 and 153 lbs: 0.0467 = 4.67%.

How to use the normal distribution?

We first must use the z-score formula, as follows:

[tex]Z = \frac{X - \mu}{\sigma}[/tex]

In which:

X is the measure.[tex]\mu[/tex] is the population mean.[tex]\sigma[/tex] is the population standard deviation.

The z-score represents how many standard deviations the measure X is above or below the mean of the distribution, and can be positive(above the mean) or negative(below the mean).

The z-score table is used to obtain the p-value of the z-score, and it represents the percentile of the measure represented by X in the distribution.

By the Central Limit Theorem, the sampling distribution of sample means of size n has standard deviation given by the equation presented as follows: [tex]s = \frac{\sigma}{\sqrt{n}}[/tex].

The parameters for this problem are given as follows:

[tex]\mu = 161, \sigma = \sqrt{729} = 27, n = 26, s = \frac{27}{\sqrt{26}} = 5.295[/tex]

The probability in item a is one subtracted by the p-value of Z when X = 155, hence:

Z = (155 - 161)/5.295

Z = -1.13

Z = -1.13 has a p-value of 0.1292.

Hence:

1 - 0.1292 = 0.8708 = 87.08%.

For item b, the probability is the p-value of Z when X = 153 subtracted by the p-value of Z when X = 150, hence:

Z = (153 - 161)/5.295

Z = -1.51

Z = -1.51 has a p-value of 0.0655.

Z = (150 - 161)/5.295

Z = -2.08

Z = -2.08 has a p-value of 0.0188.

0.0655 - 0.0188 = 0.0467 = 4.67%.

More can be learned about the normal distribution at https://brainly.com/question/25800303

#SPJ4

Determine whether the underlined numerical value is a parameter or a statistic In a sample of 100 surgery patients who were given a new pain reliever; 82% of them reported Significant pain relief statistic parameter

Answers

The underlined numerical value is a parameter or a statistic. In a sample of 100 surgery patients who were given a new pain reliever; 82% of them reported Significant pain relief statistic paramete, subset of the larger population of surgery patients.

In a sample of 100 surgery patients who were given a new pain reliever, 82% of them reported significant pain relief. This percentage, derived from the sample, is a statistic.

Statistics are numerical values calculated from a sample and are used to estimate or describe characteristics of a population. In this case, the sample of 100 surgery patients represents a subset of the larger population of surgery patients.

To know more about statistics refer here:

https://brainly.com/question/30218856#

#SPJ11

Other Questions
A large, growing county decides to place a new service center in another city. None of the current employees is interested in relocating. Furthermore, there is some concern that many of the county offices are using outdated technology and old-fashioned methods of customer delivery. For example, services related to building permits, licenses, land records, and tax assessment are scattered throughout a variety of buildings in the county seat. The new model of customer service recommends a single service counter for related services, with employees who are cross-trained. Almost all the job descriptions are at least a decade old (some are 25 years old!), and nearly all the "training" is on the job. How might a job analysis study be useful in this situation? Specifically, what functions might be supported by such a study, and how would they be implemented? ________ are helpful when configuring new computers or devices as well as for comparing with existing systems to see if they still meet the minimums.A) BaselinesB) BenchmarksC) GuidelinesD) Specifications the space shuttle travels at 17,000 mph while in orbit. how far away fom the surface of the earth is the shuttle george made an offer to jacob to sell his house for $1 million. the offer was received by jacob on may 1, 2014, and he stipulated that he had 13 days to accept it. but jacob could not arrange the money, and on may 16, 2014 he made a counteroffer to buy the house for $850,000. which of the following is true of the original offer made by george to jacob? it is still valid as the house has not been sold. it is terminated by the counteroffer. it is invalid due to lapse of the stated time. it is invalid due to incompetency of the offeree. It is still valid as the house has not been sold.It is invalid due to incompetency of the offeree.It was terminated by the counteroffer.It expired on May 14. a) knowing that the market demand function for carpets is: P-40-3Q and P=10+2Q, calculate the equilibrium quantity and the equilibrium price. Explain its meaning. b) The market curve is P= 2000+1500Q. Positive feedback mechanisms are useful for which of the following situations?A. Modulating a stimulus to stay within a defined range B. Modulating a stimulus to move toward an endpointC. Amplifying a stimulus to move toward an endpointD. Amplifying a stimulus to stay within a defined range create a web page to play a simple guessing game. to start the game, the program picks a secret number randomly between 1 and 100. a systematic investment routine involves investing similar sums in regular intervals. a. true b. false what is the purpose of a priority number in mx records? cements Discover D percentage Question 8 1 pts. A survey of 3,055 respondents asked whether or not anyone had been widowed. Eighty persons responded yes. What percentage of respondents have never been mental health disorders are influenced by both genetics and environmental factors. In a corporate merger, Diamond Shamrock retained its corporate identity and Natomas Corp. was absorbed into Diamonds corporate hierarchy. Five inside directors (directors who are also officers of the corporation) of Natomas had "golden parachutes," which were incorporated into the merger agreement. The terms of the parachute agreements provided each of the five individuals would receive a payment equal to three years compensation if they left their positions at Natomas at any time for any reason other than termination for just cause. Three of the five voluntarily left their positions after three years. Under the terms of their parachute agreements, they collected over $10 million. A suit challenging the golden parachutes was brought by Gaillard, a Natomas shareholder. A trial court granted the defendants motion for summary judgment.Are golden parachutes ethical?What practical considerations would lead a corporation to make such agreements with its top management?Should it matter whether a golden parachute is developed and presented to a board by the same individual who benefits - in this case, for example, by the five inside directors? Which of the following is true of rules that govern games?1.The primary purpose of rules is to detect cheaters.2.Rules tell us what should be accomplished and how we should go about accomplishing it.3.Rules have little or nothing to do with sport skills.4.Rules create efficiency. what mass of na2so4 is needed to prepare 350. ml of a solution having a sodium ion concentration of 0.125 m? 24.98 12.4g 8.88 g 03.11g 6.218 For a certain chemical reaction, the standard Gibbs free energy of reaction at 5.00 C is 105. kJ. Calculate the equilibrium constant K for this reaction. Round your answer to 2 significant digits. Given the EM wave traveling in a vacuum: E = (500 V/m)j sin [(2x10^6 rad/m)z-wT] Give the direction of propagation of the electromagnetic wave. a. I b. -i C. k d. -kGiven the EM wave traveling in a All along the central and northern coast of New south Wales there are motels offering basic accommodation some of it within easy walking distance of the beach. During the school holidays and at other peak times the room rate is over $150 a night. But in the off-season, when the kids are back at school, one can find rooms for as little as $60 a night. Assume the average fixed cost of a room per night, including local government rates, insurance, taxes and depreciation, is $75. The average guest-related cost for a room each night, including electricity, water, cleaning service and linen, is $40. Would these motels be better off renting rooms for $60 in the off season or shutting down until the school holidays come round again? Explain your answer with proper graph/s. A monopolistically competitive firm is operating where marginal cost equals marginal revenue and is making positive economic profits. Based on this, which of the following must be true?ANSWER CHOICES:A)The firm's total fixed costs are less than its total variable costs.B)The firm is allocatively but not productively efficient.C)The firm is not maximizing its profit.D)The market is not in long-run equilibrium.E)The average total cost is equal to or greater than the marginal cost. 1.10 Smoking habits of UK residents. A survey was conducted to study the smoking habits of UKresidents. Below is a data matrix displaying a portion of the data collected in this survey. Note that stands for British Pounds Sterling, cig stands for cigarettes, and N/A refers to a missing component ofthe data.15sex age marital grossIncome smoke amtWeekends amtWeekdays1 Female 42 Single Under 2,600 Yes 12 cig/day 12 cig/day2 Male 44 Single 10,400 to 15,600 No N/A N/A3 Male 53 Married Above 36,400 Yes 6 cig/day 6 cig/day........................1691 Male 40 Single 2,600 to 5,200 Yes 8 cig/day 8 cig/day(a) What does each row of the data matrix represent?(b) How many participants were included in the survey?(c) Indicate whether each variable in the study is numerical or categorical. If numerical, identify as continuous or discrete. If categorical, indicate if the variable is ordinal. the second-generation antipsychotic drugs were called atypical because: