Given the following graphical model of X, Y, and Z, show that X and Y are independent. X--->Z

Answers

Answer 1

According to the given graphical model of X, Y, and Z, X and Y are independent.

:The independence between two variables, X and Y, is shown when P(Y | X, Z) = P(Y | Z).

From the given graphical model, we can see that there is a directed arrow from X to Z but there is no arrow from Y to Z. This implies that Y and Z are conditionally independent given X.

: The independence between two variables, X and Y, is shown when P(Y | X, Z) = P(Y | Z). From the given graphical model, we can see that there is a directed arrow from X to Z but there is no arrow from Y to Z. This implies that Y and Z are conditionally independent given X. Therefore, P(Y | X, Z) = P(Y | X) since P(Y | X, Z) = P(Y | X)P(Z | X) / P(Z | X, Y) = P(Y | X)Therefore, we can conclude that X and Y are independent.

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Related Questions

Prove that in an undirected graph G = (V, E), if |E| > (V-¹), then G is connected.

Answers

In an undirected graph G = (V, E), if the number of edges |E| is greater than the number of vertices minus one (V-1), then the graph G is connected.

This means that there exists a path between every pair of vertices in G.To prove that the graph G is connected when |E| > (V-1), we can use a proof by contradiction. Assume that G is not connected, meaning there exists a pair of vertices u and v that are not connected by any path.

Since G is not connected, the maximum number of edges possible in G is given by the sum of the degrees of u and v, which is (deg(u) + deg(v)). However, the sum of the degrees of all vertices in G is equal to twice the number of edges, i.e., 2|E|.

Therefore, we have (deg(u) + deg(v)) ≤ 2|E|. Substituting the value of deg(u) + deg(v) = 2|E| - (V-2), we get (2|E| - (V-2)) ≤ 2|E|.

Simplifying the inequality, we have -(V-2) ≤ 0, which implies V-2 ≥ 0, or V ≥ 2.

Since V ≥ 2, it contradicts our assumption that G is not connected. Hence, G must be connected when |E| > (V-1).

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Solve the given initial-value problem. *-()x+(). xc0;-) :-1-3 X -3 -2 X X() = X(t)
"

Answers

The solution of the given initial-value problem is: `x(t) = e^(2t) - 2e^t`

Given the differential equation is: `(d^2x)/(dt^2) - 3(dx)/(dt) - 2x = 0`

The given initial value is: `x(0) = -1` and

`(dx)/(dt)|_(t=0) = -3`

To solve the given initial-value problem, we assume that the solution is of the form

`x(t) = e^(rt)`

Such that the auxiliary equation can be written as:

`r^2 - 3r - 2 = 0`

By solving the quadratic equation, we get the roots as:

`r = 2, 1`

Therefore, the general solution of the given differential equation is:

`x(t) = c_1e^(2t) + c_2e^t`

Now, applying the initial condition `x(0) = -1`, we get:

`-1 = c_1 + c_2`....(1)

Also, applying the initial condition `(dx)/(dt)|_(t=0) = -3`,

we get:

`(dx)/(dt)|_(t=0) = 2c_1 + c_2 = -3`....(2)

Solving equations (1) and (2), we get: `c_1 = 1` and `c_2 = -2`

Therefore, the solution of the given initial-value problem is:

`x(t) = e^(2t) - 2e^t`.

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Find the current in an LRC series circuit at t = 0.01s when L = 0.2H, R = 80, C = 12.5 x 10-³F, E(t) = 100sin10tV, q(0) = 5C, and i(0) = 0A.
Q.2 Verify that u = sinkctcoskx satisfies a2u/at2=c2 a2u/ax2

Answers

The total current at any given time t is the sum of the natural and forced response components, i(t) = i_n(t) + i_f(t). By evaluating i(t) at t = 0.01s, we can find the current in the LRC series circuit at that time.

The given differential equation for the LRC series circuit is a second-order linear ordinary differential equation. By solving this equation using the given initial conditions, we can determine the current at t = 0.01s. The solution to the differential equation involves finding the natural response and forced response components.

To obtain the natural response, we assume the form of the solution as i(t) = A e^(-αt) sin(ωt + φ), where A, α, ω, and φ are constants to be determined. By substituting this assumed solution into the differential equation and solving for the constants, we can determine the natural response component of the current.

Next, we consider the forced response component, which is determined by the applied voltage E(t). In this case, E(t) = 100 sin(10t)V. By substituting the forced response form i(t) = B sin(10t + φ') into the differential equation and solving for B and φ', we can determine the forced response component of the current.

The total current at any given time t is the sum of the natural and forced response components, i(t) = i_n(t) + i_f(t). By evaluating i(t) at t = 0.01s, we can find the current in the LRC series circuit at that time.

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What is the Fourier transform of f(t) = 8(x − vt) + 8(x+vt)? ƒ(k) = f e¹kt f(t)dt =
a) 2 cos(kx/v)
b) 2 cos(kx/v)/v
c) 2 cos(kx)
d) 2 cos(kx)/v

Answers

The correct answer is (d) 2 cos(kx)/v.

The Fourier transform of f(t) = 8(x − vt) + 8(x+vt) is given by:

ƒ(k) = ∫f(t)e^(-ikt)dt

= ∫[8(x-vt)+8(x+vt)]e^(-ikt)dt

= 8∫[x-vt]e^(-ikt)dt + 8∫[x+vt]e^(-ikt)dt

= 8e^(-ikvt)∫xe^(ikt)dt + 8e^(ikvt)∫xe^(-ikt)dt

Using integration by parts, we get:

∫xe^(ikt)dt = (xe^(ikt))/(ik) - (1/(ik))^2 e^(ikt)

Substituting the limits of integration and simplifying, we get:

∫xe^(ikt)dt = (1/ik^2)[e^(ik(x-vt)) - e^(ik(x+vt))]

Similarly, ∫xe^(-ikt)dt = (1/ik^2)[e^(-ik(x-vt)) - e^(-ik(x+vt))]

Substituting these values in the expression for ƒ(k), we get:

ƒ(k) = (8/ik^2)[e^(-ikvt)(e^(ikx) - e^(-ikx)) + e^(ikvt)(e^(-ikx) - e^(ikx))]

Simplifying further, we get:

ƒ(k) = (16i/k^2v)sin(kx)

Using Euler's formula, we can write:

sin(kx) = (1/2i)(e^(ikx) - e^(-ikx))

Substituting this value in the expression for ƒ(k), we get:

ƒ(k) = 8(e^(-ikvt) - e^(ikvt))/kv

= 16i/k^2v sin(kx)/2i

= 2cos(kx)/v

Therefore, the correct answer is (d) 2 cos(kx)/v.

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By the least square method, find the coefficients of the polynomial g(x)= Ax - Bx? that provides the best approximation for the given data (xi,yi): (-3, 3), (0,1),(4,3).

Answers

The polynomial that provides the best approximation is

g(x) = a0 + a1x

= -B + Ax

= -7/16 + 13/32 x.

We have to find the coefficients of the polynomial g(x) = Ax - Bx that gives the best approximation for the given data (-3, 3), (0, 1), (4, 3) using the least square method.

Least Square Method: The least square method is the method used to find the best-fit line or curve for a given set of data by minimizing the sum of the squares of the differences between the observed dependent variable and its predicted value, the fitted value.

The equation for the best approximation polynomial g(x) of the given data is

g(x) = Ax - BxAs a polynomial of first degree, we can write

g(x) = Ax - Bx = a0 + a1xi

where a0 = -B and a1 = A.

Therefore, we need to find the values of A and B that make the approximation the best.

The equation to minimize isΣ (yi - g(xi))^2 = Σ (yi - a0 - a1xi)^2i = 1, 2, 3

We can express this equation in matrix notation as

Y = Xa whereY = [3, 1, 3]T, X = [1 -3; 1 0; 1 4], and a = [a0, a1]T.

Then the coefficients a that minimize the sum of the squares of the differences are given by

a = (XTX)-1 XTY

where XTX and XTY are calculated as

XTX = [3 1 3; -3 1 -3] [1 -3; 1 0; 1 4]

= [3 2; 2 26]XTY

= [3 1 3; -3 1 -3] [3; 1; 3]

= [-3; 1]

Now we have

a = (XTX)-1 XTY

= [3 2; 2 26]-1 [-3; 1]

= [-7/16; 13/32]

Therefore, the polynomial that provides the best approximation is

g(x) = a0 + a1x

= -B + Ax

= -7/16 + 13/32 x.

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consider a binary response variable y and a predictor variable x that varies between 0 and 5. The linear model is estimated as yhat = -2.90 + 0.65x. What is the estimated probability for x = 5?

a. 0.35

b. 6.15

c. 0.65

d. -6.15

Answers

The estimated probability for x = 5 in the given linear model is 0.65.

In a binary logistic regression model, the predicted probability of the binary response variable (y) can be estimated using the logistic function, which takes the form of the sigmoid curve. The equation for the logistic function is:

P(y = 1) = 1 / (1 + e^(-z))

where z is the linear combination of the predictors and their corresponding coefficients.

In the given linear model yhat = -2.90 + 0.65x, the coefficient 0.65 represents the effect of the predictor variable x on the log-odds of y being 1. To estimate the probability for a specific value of x, we substitute that value into the linear model equation.

For x = 5, the estimated probability is:

P(y = 1) = 1 / (1 + e^(-(-2.90 + 0.65 * 5)))

= 1 / (1 + e^(-2.90 + 3.25))

= 1 / (1 + e^(0.35))

≈ 0.65

Therefore, the estimated probability for x = 5 is approximately 0.65. Option (c) is the correct answer.

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Use the information in this problem to answer questions 18 and 19. 18. Factor completely. 18x³ + 3x² - 6x A. 6x²+x-2 B. x(3x + 2)(2x - 1) C. 3x(3x-2)(2x + 1) D. 3x(3x + 2)(2x - 1)

Answers

The completely factored form of the expression 18x³ + 3x² - 6x is 3x(3x - 2)(2x + 1). Therefore, the correct option is C. 3x(3x - 2)(2x + 1).

To factor the expression 18x³ + 3x² - 6x completely, we can factor out the greatest common factor, which is 3x:

18x³ + 3x² - 6x = 3x(6x² + x - 2)

Now, we can factor the quadratic expression inside the parentheses:

6x² + x - 2 = (3x - 2)(2x + 1)

Putting it all together, we have:

18x³ + 3x² - 6x = 3x(6x² + x - 2) = 3x(3x - 2)(2x + 1)

Therefore, the correct choice is:

C. 3x(3x - 2)(2x + 1)

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At what points (x,y,z) in space are the functions continuous? a. h(x,y,z)-In (3z³-x-5y-3) b. h(x,y,z)= 1 / z³ - √x+y

Answers

The function h(x,y,z) is continuous at certain points in space. We will determine the points of continuity for the given functions.


a. To determine the points of continuity for h(x,y,z) = ln(3z³ - x - 5y - 3), we need to consider the domain of the natural logarithm function. The function is continuous when the argument inside the logarithm is positive, i.e., when 3z³ - x - 5y - 3 > 0.

Therefore, h(x,y,z) is continuous for all points (x,y,z) in space where 3z³ - x - 5y - 3 > 0.

b. For h(x,y,z) = 1 / (z³ - √(x+y)), we need to consider the domain of the function, which includes avoiding division by zero and square roots of negative numbers.

Thus, h(x,y,z) is continuous for all points (x,y,z) in space where z³ - √(x+y) ≠ 0 and x+y ≥ 0 (to avoid taking the square root of a negative number).

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The scores and their percent of the final grade for a statistics student are given. What is the student's weighted mean score?

Answers

The student's weighted mean score is 84.87.

To find out the student's weighted mean score, you need to multiply each score by its corresponding weight, add the products, and divide the result by the sum of the weights.

Here are the steps to calculate the weighted mean score:

Step 1: Write out the scores and their corresponding weights

Score Weight: 905%807%806%706%605%504%

Step 2: Multiply each score by its corresponding weight.

To make calculations easier, divide the weights by 100 and multiply them by the scores.

Score Weight Adjusted Score

905% 0.90 81.5807% 0.07 5.606% 0.06 4.206% 0.06 4.206% 0.05 3.055% 0.05 2.5

Step 3: Add the adjusted scores together.

81.5 + 5.6 + 4.2 + 4.2 + 3.0 + 2.5 = 101.0

Step 4: Add the weights together.0.90 + 0.07 + 0.06 + 0.06 + 0.05 + 0.05 = 1.19

Step 5: Divide the sum of the adjusted scores by the sum of the weights.101.0 ÷ 1.19 = 84.87

Therefore, the student's weighted mean score is 84.87.

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(a) Let f(x) = x² + 1. Compute f(0), ƒ(-1), f(1/2), and f(√2).
(b) For what values of x is it true that
(i) f(x) = f(-x)?
(ii) f(x + 1) = f(x) + f(1)?
(iii) f(2x) = 2ƒf(x)?

Problem 2
The cost of producing x units of a commodity is given by C(x) = 1000 + 300x + x².
(a) Compute C(0), C(100), and C(101) - C(100).
(b) Compute C(x + 1) - C(x), and explain in words the meaning of the difference.

Answers

For problem 1,

we are given f(x) = x² + 1.

The

values

of f(0), f(-1), f(1/2), and f(√2) are 1, 2, 1.25, and 3, respectively.

For problem 2,

We are given C(x) = 1000 + 300x + x².

The

marginal cost

is constant at 300.

We are given f(x) = x² + 1

Let’s compute the values of x for which the following hold true:

(i) f(x) = f(-x)

x² + 1 = (-x)² + 1 x²

=x²

Therefore, the above holds true for all x.

(ii) f(x + 1) = f(x) + f(1) (x + 1)² + 1

=x² + 1 + 1² + 1 x² + 2x + 1 + 1

= x² + 2 2x

= 0 x

= 0

Therefore, the above holds true only for x = 0.

(iii) f(2x) = 2f(x) (2x)² + 1

= 2(x² + 1) 4x² + 1

= 2x² + 2 2x²

= 1 x

= ± 1/√2

Therefore, the above holds true for x = 1/√2 and

x = -1/√2

(i) f(x) = f(-x) holds

true

for all x.

(ii) f(x + 1)

= f(x) + f(1) holds true only for

x = 0.

(iii) f(2x) = 2f(x) holds true for

x = 1/√2 and

x = -1/√2.

We are given C(x) = 1000 + 300x + x².

C(x + 1) – C(x) = [1000 + 300(x + 1) + (x + 1)²] – [1000 + 300x + x²] C(x + 1) – C(x)

= 300 + 2x

The above difference gives the marginal cost of producing one extra unit of the

commodity

.

The marginal cost is a constant value of 300, whereas, 2x is the variable cost associated with the

production

of an additional unit of the commodity.

C(x + 1) – C(x) gives the marginal cost of producing one extra unit of the commodity.

The marginal cost is constant at 300, whereas 2x is the variable cost associated with the production of an additional unit of the commodity.

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Score 3. (Each question Score 15, Total Score 15) Use elementary transformation to transform the matrix A into standard form. 03 -62 A -78 -1 -9 12 1 =

Answers

By using elementary transformation, the matrix A can be transformed into standard form.

To transform the matrix A into standard form, we will use the elementary transformation method. Firstly, we can interchange the first row with the second row of matrix A. This gives us the new matrix A':-62 03 -78 -1 -9 12 1.Next, we can add 2 times the first row to the second row of matrix A'.

This gives us the new matrix

A'':-62 03 -78 -1 -9 12 1 -65 -06 -57.

Now, we can add 13 times the first row to the third row of matrix A''. This gives us the new matrix

A''':-62 03 -78 -1 -9 12 1 -65 -06 -57 149 40 -67.

Finally, we can add 9 times the first row to the fourth row of matrix A'''. This gives us the final matrix A in standard form:-

62 03 -78 -1 -9 12 1 -65 -06 -57 149 40 -67 551 186 139.

Note: The standard form of matrix A is a matrix in row echelon form where each leading entry of a row is 1 and each leading entry of a row is in a column to the right of the leading entry of the previous row.

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In APQR, the measure of /R=90°, QP = 85, RQ = 84, and PR = 13. What ratio
represents the sine of ZP?

Answers

The ratio of that represents the sine of angle P is 4/5

What is trigonometric ratio?

The trigonometric functions are real functions which relate an angle of a right-angled triangle to ratios of two side lengths.

Trigonometric ratios are the ratios of the length of sides of a triangle.

sinθ = opp/hyp

cosθ = adj/hyp

tanθ = opp/adj

Since angle R is the 90° , them QP is the hypotenuse of the triangle and taking angle P as reference, QR is the opposite and PR is the hypotenuse.

sinP = 84/85

therefore, the ratio that represents the sine of angle P is 84/85.

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For the given following functions, find the corresponding inverse Laplace transforms. (You can use Laplace table or any Laplace properties) s²+1
(a) F (s) = s^2+1/ (s-2) (s-1) s (s+1)
(b) F (s) = e^-s/(s− 1) (s² + 4s+8)
(c) F (s) = 2s^2+3s-1/(s-1)^3 e^(-3s+2)

Answers

(a) To find the inverse Laplace transform of F(s) = (s²+1) / [(s-2)(s-1)s(s+1)], we can use partial fraction decomposition.

First, factorize the denominator: (s-2)(s-1)s(s+1) = s^4 - 2s^3 - s^2 + 2s^3 - 4s^2 + 2s + s^2 - 2s - s + 1 = s^4 - 4s^2 + 1.

Now, we can rewrite F(s) as: F(s) = (s²+1) / (s^4 - 4s^2 + 1).

Next, we need to express F(s) in terms of partial fractions. Let's assume the decomposition is: F(s) = A/(s-2) + B/(s-1) + C/s + D/(s+1).

By equating the numerators, we can solve for the unknown coefficients A, B, C, and D.

Once we have the partial fraction decomposition, we can use the Laplace transform table to find the inverse Laplace transform of each term.

(b) For F(s) = e^-s / [(s-1)(s² + 4s + 8)], we can also use partial fraction decomposition.

First, factorize the denominator: (s-1)(s² + 4s + 8) = s³ + 4s² + 8s - s² - 4s - 8 = s³ + 3s² + 4s - 8.

Now, we can rewrite F(s) as: F(s) = e^-s / (s³ + 3s² + 4s - 8).

Next, express F(s) in terms of partial fractions: F(s) = A/(s-1) + (Bs + C)/(s² + 4s - 8).

By equating the numerators, solve for the unknown coefficients A, B, and C.

Then, use the Laplace transform table to find the inverse Laplace transform of each term.

(c) For F(s) = (2s² + 3s - 1) / [(s-1)³ e^(-3s+2)], we can use the properties of Laplace transforms.

First, apply the shifting property of the Laplace transform to the denominator: F(s) = (2s² + 3s - 1) / (s-1)³ e^(-3s) e^2.

Now, we have F(s) = (2s² + 3s - 1) / (s-1)³ e^(-3s) e^2.

We can use the Laplace transform table to find the inverse Laplace transform of each term separately, considering the shifting property and the transforms of powers of s.

Overall, the process involves decomposing the functions into partial fractions, applying the shifting property if necessary, and utilizing the Laplace transform table to find the inverse Laplace transforms of each term.

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3. Given the function f: [-1, 1] → R defined by f(x) = e-*- x², prove that there exists a point ro € [-1, 1] such that f(zo) = 0. (NOTE: You are not asked to determine the point xo). [6]

Answers

For the given function there exists a point ro ∈ [-1, 1] such that f(zo) = 0.

To prove that there exists a point ro ∈ [-1, 1] such that f(zo) = 0, we can make use of the Intermediate Value Theorem.

The Intermediate Value Theorem states that if a function f is continuous on a closed interval [a, b] and takes on two different values, c and d, then for any value between c and d, there exists at least one point in the interval where the function takes on that value.

In this case, we have the function f(x) = e^(-x²), defined on the closed interval [-1, 1].

The function f(x) is continuous on this interval.

Let's consider the values c = 1 and d = e^(-1), which are both in the range of the function f(x).

Since f(x) is continuous, by the Intermediate Value Theorem, there exists a point ro ∈ [-1, 1] such that f(ro) = 0.

Therefore, we have proven that there exists a point ro ∈ [-1, 1] such that f(zo) = 0.

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For each eigenvalue problem, verify that the given eigenfunctions are correct. Then, use the eigenfunctions to obtain the generalized Fourier series for each of the indicated functions f(x).

y = 0, y(0) = 0, y (4) = 0 2)

Answers

The eigenfunctions for the given eigenvalue problem y = 0, y(0) = 0, y(4) = 0 are verified to be y_n(x) = B_n*sin((nπ/2)*x), where n is an integer. Since the function f(x) = 0, the generalized Fourier series representation of f(x) yields all Fourier coefficients c_n to be zero.

To verify the correctness of the eigenfunctions, we solve the eigenvalue problem by assuming a second-order linear homogeneous differential equation y'' + λy = 0. The general solution is y(x) = Acos(sqrt(λ)x) + Bsin(sqrt(λ)x). Applying the boundary condition y(0) = 0, A = 0. Thus, y(x) = Bsin(sqrt(λ)x). With y(4) = 0, we find sin(2sqrt(λ)) = 0, which leads to λ = (nπ/2)^2. The eigenfunctions are y_n(x) = B_nsin((nπ/2)*x), where B_n is a constant. For f(x) = 0, the Fourier series representation yields c_n = 0, except for n = m, where c_n = 0.

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The voltage of an AC electrical source can be modelled by the equation V = a sin(bt + c), where a is the maximum voltage (amplitude). Two AC sources are combined, one with a maximum voltage of 40V and the other with a maximum voltage of 20V. a. Write 40 sin (0.125t-1) +20 sin(0.125t + 5) in the form A sin(0.125t + B), where A > 0,-

Answers

40 sin (0.125t-1) +20 sin(0.125t + 5) in the form A sin(0.125t + B) can be written as 60 sin(0.125t + 5) - 20 sin(0.125t - 1), where A = 60 and B = 5.

To write the expression 40 sin(0.125t - 1) + 20 sin(0.125t + 5) in the form A sin(0.125t + B), we can use the properties of trigonometric identities and simplify the expression.

Let's start by expanding the expression:

40 sin(0.125t - 1) + 20 sin(0.125t + 5)

= 40 sin(0.125t)cos(1) - 40 cos(0.125t)sin(1) + 20 sin(0.125t)cos(5) + 20 cos(0.125t)sin(5)

Now, let's rearrange the terms:

= (40 sin(0.125t)cos(1) + 20 sin(0.125t)cos(5)) - (40 cos(0.125t)sin(1) - 20 cos(0.125t)sin(5))

Using the identity sin(A + B) = sin(A)cos(B) + cos(A)sin(B), we can simplify further:

= (40 sin(0.125t + 5) + 20 sin(0.125t - 1)) - (40 sin(0.125t - 1) - 20 sin(0.125t + 5))

Now, we can combine the like terms:

= 40 sin(0.125t + 5) + 20 sin(0.125t - 1) - 40 sin(0.125t - 1) + 20 sin(0.125t + 5)

Simplifying:

= 60 sin(0.125t + 5) - 20 sin(0.125t - 1)

Therefore, the given expression 40 sin(0.125t - 1) + 20 sin(0.125t + 5) can be written in the form A sin(0.125t + B) as:

60 sin(0.125t + 5) - 20 sin(0.125t - 1), where A = 60 and B = 5.

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In the figure shown, the small circle is tangent to the large circle and passes through the center of the large circle. If the area of the shaded region is 1, what is the diameter of the small circle? 01/03/ O 3x 2x

Answers

2.04

To find the diameter of the small circle, we can set up an equation based on the given information.

Let's denote the diameter of the small circle as "d." Since the small circle is tangent to the large circle and passes through its center, the radius of the large circle is equal to half the diameter of the small circle, which is "d/2."

The area of the shaded region consists of the small circle subtracted from the large circle. The area of a circle can be calculated using the formula A = πr², where A is the area and r is the radius.

The area of the large circle is π(d/2)² = π(d²/4), and the area of the small circle is π(d/2)²/4 = π(d²/16).

Given that the area of the shaded region is 1, we can set up the following equation:

π(d²/4) - π(d²/16) = 1

Simplifying the equation:

(4πd² - πd²)/16 = 1

(3πd²)/16 = 1

Now, we can solve for d:

3πd² = 16

d² = 16/(3π)

d = √(16/(3π))

Calculating the value, we find that the diameter of the small circle is approximately 2.04.

To find the diameter of the small circle in the given scenario, where it is tangent to the larger circle and passes through its center, we can use the concept of the Pythagorean theorem.

Let's denote the radius of the large circle as R and the radius of the small circle as r. Since the small circle passes through the center of the large circle, the diameter of the large circle is equal to twice its radius, so the diameter of the large circle is 2R.

Considering the configuration of the circles, we can observe that the radius of the large circle (R) forms the hypotenuse of a right triangle, with the diameter of the small circle (2r) and the radius of the small circle (r) as the other two sides.

Using the Pythagorean theorem, we can write the equation:

(2R)^2 = (2r)^2 + r^2

Simplifying this equation, we get:

4R^2 = 4r^2 + r^2

3R^2 = 5r^2

From the given information, we know that the area of the shaded region is 1. This shaded region consists of the space between the large and small circles. The area of this shaded region can be calculated as:

Area = π(R^2 - r^2) = 1

From here, we can substitute the value of R^2 from the previous equation:

Area = π(3R^2/5) = 1

Solving this equation, we can find the value of R^2 and subsequently the value of R. Once we have the value of R, we can calculate the diameter of the small circle (2r) using the equation 3R^2 = 5r^2.

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II. x if x > 0 Let (x)={-1 ifr=0 1x if x < 0 1. Graph /(x) 2. Is /(x) continuous at x=0?

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The given function is {(x)= 1 if x<0; x if x>0; -1 if x=0} and we need to find the followingGraph of /(x):To graph the function we use the following table;x-20+2-2-20+/-(x)1-1-1+1+1We then plot the points in a Cartesian plane and connect the points with a curve, as shown below;The graph shows that the function is continuous except at x=0.

A function is said to be continuous at a point c if the following conditions are met;f(c) is defined,i.e., c is in the domain of the function.The limit of the function at c exists,i.e., andThe limit of the function at c equals f(c).To determine if /(x) is continuous at x=0, we need to check if the three conditions are met as follows;Condition 1: f(c) is definedSince x=0 is in the domain of the function, i.e., we can say that f(c) is defined, and this condition is met.

Condition 2:  The limit of the function at c existsi.e., $\underset{x\to 0}{\mathop{\lim }}\,(x)$ existWhen x<0, the limit of the function is 1, i.e.,$\underset{x\to 0}{\mathop{\lim }}\,(x)=1$When x>0, the limit of the function is 0, i.e.,$\underset{x\to 0}{\mathop{\lim }}\,(x)=0$However, when x=0, the limit does not exist, i.e., the left and right limits are not equal. Thus this condition is not met.Condition 3: The limit of the function at c equals f(c)We have already seen that the limit at x=0 does not exist. Thus, this condition is not met, and the function is not continuous at x=0.In summary, /(x) is not continuous at x=0.

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Find the inverse of the following function and state its domain.
f(x) = 7 cos(3x) + 2
Type 'arccos' for the inverse cosine function in your answer.
f-¹(x) = ________
Domain= [____ , ______]

Answers

The inverse of the given function is f⁻¹(x) = (1/3) arccos((x-2)/7), and its domain is [-5, 9]. To find the inverse of the function f(x) = 7 cos(3x) + 2, we can follow a few steps. First, we replace f(x) with y to represent the function as an equation: y = 7 cos(3x) + 2.

Next, we swap the variables x and y: x = 7 cos(3y) + 2. Now, we solve this equation for y to obtain the inverse function. Subtracting 2 from both sides gives: x - 2 = 7 cos(3y). Dividing both sides by 7 yields: (x - 2)/7 = cos(3y). Finally, taking the inverse cosine of both sides, we get: f⁻¹(x) = (1/3) arccos((x - 2)/7).

Regarding the domain of the inverse function, we consider the range of the original function. The cosine function's range is [-1, 1], so the expression (x - 2)/7 should be within this range for the inverse function to be defined. Thus, we have the inequality -1 ≤ (x - 2)/7 ≤ 1. Multiplying all sides by 7 gives: -7 ≤ x - 2 ≤ 7. Adding 2 to all sides results in: -5 ≤ x ≤ 9. Therefore, the domain of the inverse function is [2 - 7, 2 + 7], which simplifies to [-5, 9].

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Let S :U →V and T :V →W be linear transformations. Prove that Im (TS) – Im (T)

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Im (TS) - Im (T) is a linear transformation.

Let S : U → V and T : V → W be linear transformations. To prove that Im(TS) - Im(T) is a linear transformation, we need to show that it satisfies the conditions of a linear transformation.

Im (TS) - Im (T) can be represented as follows:

Im (TS) - Im (T) = {z ϵ W : z = TS(x) - T(y), where x ϵ U, y ϵ V}

We must show that Im (TS) - Im (T) is a linear transformation.

Therefore, we must show that the following two properties hold:

Additivity:

If z1, z2 ϵ Im (TS) - Im (T), then z1 + z2 also belongs to Im (TS) - Im (T). Homogeneity: If z ϵ Im (TS) - Im (T), and c is any scalar, then cz also belongs to Im (TS) - Im (T).

Let's show that Im (TS) - Im (T) satisfies the above two conditions:

Additivity:If z1, z2 ϵ Im (TS) - Im (T), thenz1 = TS(x1) - T(y1)z2 = TS(x2) - T(y2)for some x1, x2 ϵ U and y1, y2 ϵ V.

Then, their sum can be written as:(z1 + z2) = TS(x1) + TS(x2) - T(y1) - T(y2) = TS(x1 + x2) - T(y1 + y2)Therefore, z1 + z2 also belongs to Im (TS) - Im (T).

Homogeneity:If z ϵ Im (TS) - Im (T), and c is any scalar, thenz = TS(x) - T(y)for some x ϵ U and y ϵ V.

Then,cz = cTS(x) - cT(y) = T(cS(x) - y)

Therefore, cz also belongs to Im (TS) - Im (T).

Hence, Im (TS) - Im (T) is a linear transformation.

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A tank contains 1560 L of pure water: Solution that contains 0.09 kg of sugar per liter enters the tank at the rate 9 LJmin, and is thoroughly mixed into it: The new solution drains out of the tank at the same rate

(a) How much sugar is in the tank at the begining? y(0) = ___ (kg)
(b) Find the amount of sugar after t minutes y(t) = ___ (kg)
(c) As t becomes large, what value is y(t) approaching In other words, calculate the following limit lim y(t) = ___ (kg)
t --->[infinity]

Answers

To find the amount of sugar in the tank at the beginning (y(0)), we multiply the initial volume of water (1560 L) by the concentration of sugar (0.09 kg/L): y(0) = 1560 L * 0.09 kg/L = 140.4 kg.

Tank initially containing 1560 L of pure water. A solution with a concentration of 0.09 kg of sugar per liter enters tank at a rate of 9 L/min and mixes .The mixed solution drains out of tank at same rate.

We need to determine the amount of sugar in the tank at the beginning (y(0)), the amount of sugar after t minutes (y(t)), and the value that y(t) approaches as t becomes large.

(a) To find the amount of sugar in the tank at the beginning (y(0)), we multiply the initial volume of water (1560 L) by the concentration of sugar (0.09 kg/L): y(0) = 1560 L * 0.09 kg/L = 140.4 kg.

(b) The amount of sugar after t minutes (y(t)) can be calculated using the rate of sugar entering and leaving the tank. Since the solution entering the tank has a concentration of 0.09 kg/L and enters at a rate of 9 L/min, the rate of sugar entering the tank is 0.09 kg/L * 9 L/min = 0.81 kg/min. Since the solution is thoroughly mixed, the rate of sugar leaving the tank is also 0.81 kg/min. Therefore, the amount of sugar after t minutes is given by y(t) = y(0) + (rate of sugar entering - rate of sugar leaving) * t = 140.4 kg + (0.81 kg/min - 0.81 kg/min) * t = 140.4 kg.

(c) As t becomes large, the amount of sugar in the tank will not change because the rate of sugar entering and leaving the tank is equal. Therefore, the limit of y(t) as t approaches infinity is equal to the initial amount of sugar in the tank, which is 140.4 kg.

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1.1 Find the Fourier series of the odd-periodic extension of the function f(x) = 3. for x € (-2,0) (7 ) 1.2 Find the Fourier series of the even-periodic extension of the function f(x) = 1+ 2x. for x
"

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The Fourier series of the odd-periodic extension of  the Fourier series of the even-periodic extension of the function[tex]f(x) = 1+ 2x[/tex]. for x Here, we have[tex]f(x) = 1+ 2x for x€ (0, 2)[/tex] We are going to find the Fourier series of the even periodic extension.

Determine the fundamental period of[tex]f(x)T = 4[/tex] Step 2: Determine the coefficients of the Fourier series. The Fourier series of the even-periodic extension of[tex]f(x) = 1+ 2x.[/tex] for x is given by: The Fourier series representation is unique.

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write the function for the quadratic model that gives the height in feet of the rocket above the surface of the pond, where t is seconds after the rocket has launched, with data from 0 ≤ t ≤ 2.

Answers

The function for the quadratic model that gives the height in feet of the rocket above the surface of the pond is: f(t) = -16t² + 64t

The general quadratic equation is given by:

f (x) = ax² + bx + c

To determine the function for the quadratic model that gives the height in feet of the rocket above the surface of the pond, where t is seconds after the rocket has launched, with data from 0 ≤ t ≤ 2.  

The general quadratic equation is given by:

f (x) = ax² + bx + c

Where a, b, and c are constants to be determined.

The general quadratic equation has the form y = ax² + bx + c,

where a, b, and c are constants.

To find the quadratic model for the given data, we need to use the given data and solve for a, b, and c.

To write the quadratic model for the height of the rocket above the surface of the pond, we need to consider the given data from 0 ≤ t ≤ 2.

Let's assume that the height of the rocket can be represented by a quadratic function of time (t).

We can express it as:

h(t) = at² + bt + c

Where h(t) represents the height of the rocket at time t, and a, b, and c are constants that need to be determined based on the given data.

Since we have data from 0 ≤ t ≤ 2, we can use this data to determine the values of a, b, and c by solving a system of equations.

Let's say the rocket's height at t = 0 is

h(0) = h0, and the rocket's height

at t = 2 is

h(2) = h2.

Using this information, we can set up the following equations:

h(0) = a(0)² + b(0) + c = c = h0 (equation 1)

h(2) = a(2)² + b(2) + c = 4a + 2b + c = h2 (equation 2)

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Given the following information for sample sizes of two independent samples, determine the number of degrees of freedom for the pooled t-test.
n_1 = 26, n_2 = 15
a. 25
b. 38
c. 39
d. 14

Answers

The correct option is  c.The formula for calculating the degrees of freedom for the pooled t-test is as follows:

df = (n1 - 1) + (n2 - 1) Where

n1 is the sample size of the first sample and n2 is the sample size of the second sample.

Using the given information, we have:

n1 = 26, n2 = 15

Substituting these values into the formula, we get:

df = (26 - 1) + (15 - 1)

df = 25 + 14

df = 39

Therefore, the number of degrees of freedom for the pooled t-test is 39. The correct option is letter c.

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Learning Outcomes Assessed: 1. Interpret graphs, charts, and tables following correct paragraph structures and using appropriate vocabulary and grammar. 2. Produce appropriate graphs and charts to illustrate statistical data. Hours Per Week Playing Sports Gender Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Boys 4 6 7 10 9 Girls 3 5 7 8 7 The table above shows the number of hours per week boys and girls spend playing sports. Look at the information in the table above then: 1. Illustrate the information in an appropriate chart/graph 2. Identify two trends in the chart and write a complete paragraph for each one summarizing the information by selecting and reporting the main features and making comparisons. Each paragraph must contain: • an introductory sentence . a topic sentence at least three supporting sentences; and

Answers

The provided table displays the number of hours per week spent playing sports based on gender and grade level. It includes data for grades 3 to 8 and differentiates between boys and girls.

To interpret the table, we observe that each row corresponds to a specific grade level, while the columns represent the gender categories. The numbers within the cells indicate the average hours per week spent playing sports. For example, in grade 3, boys spend 4 hours per week, while girls spend 3 hours per week.

To visually represent this data, a suitable graph would be a grouped bar chart. The x-axis would indicate the grade levels, while the y-axis would represent the number of hours per week. Separate bars would be used for boys and girls, and the height of each bar would correspond to the average number of hours spent playing sports for the respective grade and gender category.

By creating such a chart, we can easily compare the average hours spent playing sports between different grade levels and genders, enabling a visual understanding of the data patterns and potential differences in sports participation.

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lim z->0 2^x - 64 / x - 6 represents the derivative of the function f(x) = _____at the number α = ________

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The derivative of the function f(x) = 2^x at the number α = 6 is given by the expression lim z->0 (2^x - 64) / (x - 6).

To find the derivative of the function f(x) = 2^x at α = 6, we use the definition of the derivative, which involves taking the limit of the difference quotient as x approaches α.

In this case, the expression lim z->0 (2^x - 64) / (x - 6) represents the difference quotient, where z is a small number that approaches zero. By substituting α = 6 into the expression, we have:

lim z->0 (2^6 - 64) / (6 - 6)

= (2^6 - 64) / 0

Here, we encounter an indeterminate form of division by zero. To determine the derivative, we need to apply a mathematical technique called L'Hôpital's rule, which allows us to evaluate limits involving indeterminate forms.

By differentiating the numerator and the denominator separately and taking the limit again, we can find the derivative of the function:

lim z->0 (2^x - 64) / (x - 6)

= lim z->0 (ln(2) * 2^x) / 1

= ln(2) * 2^6

= ln(2) * 64

Therefore, the derivative of the function f(x) = 2^x at α = 6 is ln(2) times 64, or simply 64ln(2).

In summary, the derivative of the function f(x) = 2^x at the number α = 6 is 64ln(2).

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You develop a research hypothesis that people with at least a Bachelor's degree are more likely to identify and behave as a feminist (measured as an interval-ratio index variable) than people without a Bachelor's degree. You collect a large, random and unbiased sample on 438 adults. For an alpha of .05, what is the critical value for the appropriately tailed test? a. 1.65 b. 1.96 c. 2.58 d. 2.33

Answers

A research hypothesis is an initial assumption or a preconceived belief that people have about a relationship between variables. Such hypotheses are subjected to empirical validation through an experimental or survey research.

In this context, the research hypothesis is that people with at least a Bachelor's degree are more likely to identify and behave as a feminist (measured as an interval-ratio index variable) than people without a Bachelor's degree. In testing research hypotheses, statistical methods are used to determine if the differences or associations between variables are statistically significant or due to chance. The level of statistical significance is determined by alpha, the level of probability at which the null hypothesis will be rejected. A commonly used alpha level is .05, which means that there is only a 5% probability that the differences or associations are due to chance. Since the research hypothesis is directional (one-tailed), the critical value is +1.65 (option A).Therefore, the answer is option A (1.65).

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Find the solution to the initial value problem. z''(x) + z(x)= 4 c 7X, Z(0) = 0, z'(0) = 0 O) 0( 7x V The solution is z(x)=0

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Solving the characteristic equation z² + 1 = 0 We get,[tex]z = ±i[/tex]As the roots are imaginary and distinct, general solution is given as z(x) = c₁ cos x + c₂ sin x

The solution to the initial value problem Solution: We have z''(x) + z(x) = 4c7x .....(1)

We need to find the particular solution Now, let us assume the particular solution to be of the form z = ax + b Substituting the value of z in equation (1) and solving for a and b, we geta = -2/7 and b = 0Therefore, the general solution of the differential equation is

z(x) = c₁ cos x + c₂ sin x - 2/7

x Putting the initial conditions

z(0) = 0 and z'(0) = 0 in the above equation,

we get c₁ = 0 and c₂ = 0

Therefore, the solution to the initial value problem is z(x) = 0

Hence, option (a) is the correct solution.

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Use limits to find the horizontal and vertical asymptotes of the graph of the function 3x³ f(x)= √16x6+1, if any.

Answers

To find the horizontal and vertical asymptotes of the function [tex]\(f(x) = \sqrt{16x^6 + 1}\)[/tex], we need to examine the behavior of the function as  [tex]\(x\)[/tex]approaches positive or negative infinity.

Let's start by finding the horizontal asymptote. We can determine this by evaluating the limit as [tex]\(x\)[/tex] approaches infinity and negative infinity.

As [tex]\(x\)[/tex] approaches infinity:

[tex]\[\lim_{x \to \infty} f(x) = \lim_{x \to \infty} \sqrt{16x^6 + 1}\][/tex]

To simplify the expression, we can ignore the constant term within the square root as it becomes negligible compared to [tex]\(x^6\)[/tex] as [tex]\(x\)[/tex] approaches infinity.

[tex]\[\lim_{x \to \infty} f(x) \approx \lim_{x \to \infty} \sqrt{16x^6} = \lim_{x \to \infty} 4x^3 = \infty\][/tex]

Since the limit as [tex]\(x\)[/tex] approaches infinity is infinity, there is no horizontal asymptote.

Next, let's consider the vertical asymptotes. To find these, we need to determine if there are any values of [tex]\(x\)[/tex] that make the function undefined. In this case, since [tex]\(f(x)\)[/tex] involves a square root, we should look for values of [tex]\(x\)[/tex] that make the expression inside the square root negative or zero.

Setting [tex]\(16x^6 + 1\)[/tex] less than or equal to zero:

[tex]\[16x^6 + 1 \leq 0\][/tex]

This equation has no real solutions since the expression [tex]\(16x^6 + 1\)[/tex] is always positive.

Therefore, the function [tex]\(f(x) = \sqrt{16x^6 + 1}\)[/tex] does not have any vertical asymptotes.

In summary:

- There is no horizontal asymptote.

- There are no vertical asymptotes.

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10.Has atmospheric methane (CH4 concentration increased significantly in the past 30 years? To answer this question,you take a sample of 100 CH4 concentration measurements from 1988-the sample mean is 1693 parts per billion (ppb).You also take a sample of 144 CH4 concentration measurements from 2018-the sample mean is 1857 ppb.Assume that the population standard deviation of CH4 concentrations has remained constant at approximately 240 ppb. a. (10 points) Construct a 95% confidence interval estimate of the mean CH4 concentration in 1988

Answers

The 95% confidence interval estimate of the mean CH4 concentration in 1988 and in 2018 is (1639.43 ppb, 1746.57 ppb) and (1821.13 ppb, 1892.87 ppb) respectively.

By graphing the confidence intervals on a single number line, we can observe whether the intervals overlap or not. If the intervals do not overlap, it indicates a statistically significant difference between the mean CH4 concentrations in 1988 and 2018.

In order to construct the confidence intervals, we can use the formula:

Confidence interval = sample mean ± (critical value * standard error)

For part (a), using the sample mean of 1693 ppb, a population standard deviation of 240 ppb, and a sample size of 100, we calculate the critical value and standard error to obtain the confidence interval.

For part (b), using the sample mean of 1857 ppb, a population standard deviation of 240 ppb, and a sample size of 144, we calculate the critical value and standard error to obtain the confidence interval.

By graphing the confidence intervals on a single number line, we can visually compare the intervals and determine if there is a significant change in the CH4 concentration between the two time periods. If the intervals overlap, it suggests that the difference is not statistically significant, while non-overlapping intervals indicate a significant difference.

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Coffee 4 LifeWhile at university, three engineering students developed arevolutionary way to make coffee. After graduation they set up inbusiness selling this method to coffee shops around the UK. given a binary search tree of ints, in which each node contains a size parameter (also an int), explain, in english, not code, how you would find the median element of the tree in theta(log n) time: ASSETS (Millions) LIABILITIES (Millions)Reserves 250 Deposits 1,750Loans 1,500The required reserve ratio is 20 percent.(a) How much is the bank required to hold as reserves? (5 Marks)(b) Calculate the banks excess reserves. (5 Marks)(c) By how much can the bank increase its loans? (5 Marks)(d) Suppose a depositor comes to the bank and withdraws Ksh. 100m in cash.i. Show the banks new balance sheet, assuming the bank obtains the cash by drawing down its reserves. (3 Marks)ii. Does the bank now hold excess reserves? (1 Mark)iii. Is the bank meeting the required reserve ratio? (1 Mark) The data in the table represent the weights of valus domestic cars and the miles per galan in the city for the 2000 model ya For the data the leasts rege per gelos Computs the coefficient at determination of the expanded date set. What effect does the son of the health car to the data set Save Cick the icon to view the data table The caufficient of determination of the expanded data was R-| || Round is one decimal place as needed) 11. Which one of the following is unique? b. mode a. Mean c. Median d. A and B The Eurocurrency market is used by multinational firms forshort-term investments and financing and for currency hedging. Whatis the Eurocurrency market? Usually more attractive rates can beobtained the equilibrium constant for the reaction, 2 fe3 (aq) hg22 (aq) 2 fe2 (aq) 2 hg2 (aq) is kc = 9.1 x 10-6 at 298 k. calculate g in j with the concentration values given below. [fe3 ] = 0.368 m Let the random variable X follow a normal distribution with u = 70 and O2 = 64. a. Find the probability that X is greater than 80. b. Find the probability that X is greater than 55 and less than 80. c. Find the probability that X is less than 75. d. The probability is 0.1 that X is greater than what number? e. The probability is 0.05 that X is in the symmetric interval about the mean between which two numbers? Click the icon to view the standard normal table of the cumulative distribution function. a. The probability that X is greater than 80 is 0.1056 (Round to four decimal places as needed.) b. The probability that X is greater than 55 and less than 80 is 0.8640 . (Round to four decimal places as needed.) c. The probability that X is less than 75 is 0.7341 . (Round to four decimal places as needed.) d. The probability is 0.1 that X is greater than (Round to one decimal place as needed.) please see attached questionanswer parts E,F and Gwill like and rate if correctplease show all workings and correct answer will rate ifso.Determine whether each of the following sequences with given nth term converges or diverges. find the limit of those sequences that converge :(e) an = 2n+2 +5 3n-1 (f) an = (n + 4) 1/2 (g) an = (-1) Phil Physiker standing at the edge of a cliff throws one ball straight up and another ball straight down, both with the same speed. 30th balls hit the ground at