Answer the following True or False: If L₁ and L2 are two lines in R³ that do not intersect, then L₁ is parallel to L2.
a. True
b. False

Answers

Answer 1

a. True

If two lines in three-dimensional space do not intersect, it means they do not share any common point. In Euclidean geometry, two lines that do not intersect and lie in the same plane are parallel. Since we are considering lines in three-dimensional space (R³), and if they do not intersect, it implies that they lie in different planes or are parallel within the same plane. Therefore, L₁ is parallel to L₂

In three-dimensional space, lines are determined by their direction and position. If two lines do not intersect, it means they do not share any common point.

Now, consider two lines, L₁ and L₂, that do not intersect. Let's assume they are not parallel. This means that they are not lying in the same plane or are not parallel within the same plane. Since they are not in the same plane, there must be a point where they would intersect if they were not parallel. However, we initially assumed that they do not intersect, leading to a contradiction.

Therefore, if L₁ and L₂ are two lines in R³ that do not intersect, it implies that they are parallel. Thus, the statement "If L₁ and L₂ are two lines in R³ that do not intersect, then L₁ is parallel to L₂" is true.

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Related Questions

Prove that if a set S contains a countable set, then it is in one-to-one Correspondence with a proper subset of itself. In Dther words, prove that there exirts a proper subset ES such that S∼E

Answers

if a set S contains a countable set, then it is in one-to-one correspondence with a proper subset of itself.

To prove that if a set S contains a countable set, then it is in one-to-one correspondence with a proper subset of itself, we can use Cantor's diagonal argument.

Let's assume that S is a set that contains a countable set C. Since C is countable, we can list its elements as c1, c2, c3, ..., where each ci represents an element of C.

Now, let's construct a proper subset E of S as follows: For each element ci in C, we choose an element si in S that is different from ci. In other words, we construct E by taking one element from each pair (ci, si) where si ≠ ci.

Since we have chosen an element si for each ci, the set E is constructed such that it contains at least one element different from each element of C. Therefore, E is a proper subset of S.

Now, we can define a function f: S → E that maps each element x in S to its corresponding element in E. Specifically, for each x in S, if x is an element of C, then f(x) is the corresponding element from E. Otherwise, f(x) = x itself.

It is clear that f is a one-to-one correspondence between S and E. Each element in S is mapped to a unique element in E, and since E is constructed by excluding elements from S, f is a proper subset of S.

Therefore, we have proved that if a set S contains a countable set, then it is in one-to-one correspondence with a proper subset of itself.

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Determine the present value P you must invest to have the future value A at simple interest rate r after time L. A=$3000.00,r=15.0%,t=13 weeks (Round to the nearest cent)

Answers

To achieve a future value of $3000.00 after 13 weeks at a simple interest rate of 15.0%, you need to invest approximately $1,016.95 as the present value. This calculation is based on the formula for simple interest and rounding to the nearest cent.

The present value P that you must invest to have a future value A of $3000.00 at a simple interest rate of 15.0% after a time period of 13 weeks is $2,696.85.

To calculate the present value, we can use the formula: P = A / (1 + rt).

Given:

A = $3000.00 (future value)

r = 15.0% (interest rate)

t = 13 weeks

Convert the interest rate to a decimal: r = 15.0% / 100 = 0.15

Calculate the present value:

P = $3000.00 / (1 + 0.15 * 13)

P = $3000.00 / (1 + 1.95)

P ≈ $3000.00 / 2.95

P ≈ $1,016.94915254

Rounding to the nearest cent:

P ≈ $1,016.95

Therefore, the present value you must invest to have a future value of $3000.00 at a simple interest rate of 15.0% after 13 weeks is approximately $1,016.95.

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suppose a u.s. firm purchases some english china. the china costs 1,000 british pounds. at the exchange rate of $1.45 = 1 pound, the dollar price of the china is

Answers

The dollar price of china is $1,450 at the given exchange rate.

A US firm purchases some English China. The China costs 1,000 British pounds. The exchange rate is $1.45 = 1 pound. To find the dollar price of the china, we need to convert 1,000 British pounds to US dollars. Using the given exchange rate, we can convert 1,000 British pounds to US dollars as follows: 1,000 British pounds x $1.45/1 pound= $1,450. Therefore, the dollar price of china is $1,450.

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If A _ij is symmetric, prove that A _ij;k is symmetric in the indices i and j. 3.7 The object γ ^i _jk is an affine connection which is not symmetric in j and k(γ ^i _jk and Γ^i _jk have the same transformation properties). Show that γ ^i _ [jk] is a (1,2) tensor.

Answers

We have proven that γ ^i _[jk] is a (1,2) tensor.

To prove that A _ij;k is symmetric in the indices i and j, given that A _ij is symmetric, we can use the symmetry of A _ij and the properties of partial derivatives.

Let's consider A _ij, which is a symmetric matrix, meaning A _ij = A _ji.

Now, let's compute the derivative A _ij;k with respect to the index k. Using the definition of partial derivatives, we have:

A _ij;k = ∂(A _ij)/∂x^k

Using the symmetry of A _ij (A _ij = A _ji), we can rewrite this as:

A _ij;k = ∂(A _ji)/∂x^k

Now, let's swap the indices i and j in the partial derivative:

A _ij;k = ∂(A _ij)/∂x^k

This shows that A _ij;k is symmetric in the indices i and j. Therefore, if A _ij is a symmetric matrix, its derivative A _ij;k is also symmetric in the indices i and j.

Regarding the object γ ^i _jk, which is an affine connection that is not symmetric in j and k, we can show that γ ^i _[jk] is a (1,2) tensor.

To prove this, we need to show that γ ^i _[jk] satisfies the transformation properties of a (1,2) tensor under coordinate transformations.

Let's consider a coordinate transformation x^i' = f^i(x^j), where f^i represents the transformation function.

Under this coordinate transformation, the affine connection γ ^i _jk transforms as follows:

γ ^i' _j'k' = (∂x^i'/∂x^i)(∂x^j/∂x^j')(∂x^k/∂x^k')γ ^i _jk

Using the chain rule, we can rewrite this as:

γ ^i' _j'k' = (∂x^i'/∂x^i)(∂x^j/∂x^j')(∂x^k/∂x^k')γ ^i _jk

Now, let's consider the antisymmetrization of indices j and k, denoted by [jk]:

γ ^i' _[j'k'] = (∂x^i'/∂x^i)(∂x^j/∂x^j')(∂x^k/∂x^k')γ ^i _[jk]

Since γ ^i _jk is not symmetric in j and k, it means that γ ^i' _[j'k'] is also not symmetric in j' and k'.

This shows that γ ^i _[jk] is a (1,2) tensor because it satisfies the transformation properties of a (1,2) tensor under coordinate transformations.

Therefore, we have proven that γ ^i _[jk] is a (1,2) tensor.

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15. LIMITING POPULATION Consider a population P(t) satisfying the logistic equation dP/dt=aP−bP 2 , where B=aP is the time rate at which births occur and D=bP 2 is the rate at which deaths occur. If theinitialpopulation is P(0)=P 0 , and B 0births per month and D 0deaths per month are occurring at time t=0, show that the limiting population is M=B 0​ P0 /D 0

.

Answers

To find the limiting population of a population P(t) satisfying the logistic equation, we need to solve for the value of P(t) as t approaches infinity. To do this, we can look at the steady-state behavior of the population, where dP/dt = 0.

Setting dP/dt = 0 in the logistic equation gives:

aP - bP^2 = 0

Factoring out P from the left-hand side gives:

P(a - bP) = 0

Thus, either P = 0 (which is not interesting in this case), or a - bP = 0. Solving for P gives:

P = a/b

This is the steady-state population, which the population will approach as t goes to infinity. However, we still need to find the value of P(0) that leads to this steady-state population.

Using the logistic equation and the initial conditions, we have:

dP/dt = aP - bP^2

P(0) = P_0

Integrating both sides of the logistic equation from 0 to infinity gives:

∫(dP/(aP-bP^2)) = ∫dt

We can use partial fractions to simplify the left-hand side of this equation:

∫(dP/((a/b) - P)P) = ∫dt

Letting M = B_0 P_0 / D_0, we can rewrite the fraction on the left-hand side as:

1/P - 1/(P - M) = (M/P)/(M - P)

Substituting this expression into the integral and integrating both sides gives:

ln(|P/(P - M)|) + C = t

where C is an integration constant. Solving for P(0) by setting t = 0 and simplifying gives:

ln(|P_0/(P_0 - M)|) + C = 0

Solving for C gives:

C = -ln(|P_0/(P_0 - M)|)

Substituting this expression into the previous equation and simplifying gives:

ln(|P/(P - M)|) - ln(|P_0/(P_0 - M)|) = t

Taking the exponential of both sides gives:

|P/(P - M)| / |P_0/(P_0 - M)| = e^t

Using the fact that |a/b| = |a|/|b|, we can simplify this expression to:

|(P - M)/P| / |(P_0 - M)/P_0| = e^t

Multiplying both sides by |(P_0 - M)/P_0| and simplifying gives:

|P - M| / |P_0 - M| = (P/P_0) * e^t

Note that the absolute value signs are unnecessary since P > M and P_0 > M by definition.

Multiplying both sides by P_0 and simplifying gives:

(P - M) * P_0 / (P_0 - M) = P * e^t

Expanding and rearranging gives:

P * (e^t - 1) = M * P_0 * e^t

Dividing both sides by (e^t - 1) and simplifying gives:

P = (B_0 * P_0 / D_0) * (e^at / (1 + (B_0/D_0)* (e^at - 1)))

Taking the limit as t goes to infinity gives:

P = B_0 * P_0 / D_0 = M

Thus, the limiting population is indeed given by M = B_0 * P_0 / D_0, as claimed. This result tells us that the steady-state population is independent of the initial population and depends only on the birth rate and death rate of the population.

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The vector \[ (4,-4,3,3) \] belongs to the span of vectors \[ (7,3,-1,9) \] and \[ (-2,-2,1,-3) \]

Answers

The vector (4, -4, 3, 3) belongs to the span of the vectors (7, 3, -1, 9) and (-2, -2, 1, -3) since it can be expressed as a linear combination of the given vectors.

To determine if the vector (4, -4, 3, 3) belongs to the span of the vectors (7, 3, -1, 9) and (-2, -2, 1, -3), we need to check if the given vector can be expressed as a linear combination of the two vectors.

We can write the equation as follows:

(4, -4, 3, 3) = x * (7, 3, -1, 9) + y * (-2, -2, 1, -3),

where x and y are scalars.

Now we solve this equation to find the values of x and y. We set up a system of equations by equating the corresponding components:

4 = 7x - 2y,

-4 = 3x - 2y,

3 = -x + y,

3 = 9x - 3y.

Solving this system of equations will give us the values of x and y. If a solution exists, it means that the vector (4, -4, 3, 3) can be expressed as a linear combination of the given vectors. If no solution exists, then it does not belong to their span.

Solving the system of equations, we find x = 1 and y = -1 as a valid solution.

Therefore, the vector (4, -4, 3, 3) can be expressed as a linear combination of the vectors (7, 3, -1, 9) and (-2, -2, 1, -3), and it belongs to their span

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Loki in his automobile traveling at 120k(m)/(h) overtakes an 800-m long train traveling in the same direction on a track parallel to the road. If the train's speed is 70k(m)/(h), how long does Loki take to pass it?

Answers

The speed of the train = 70 km/h. Loki takes 0.96 minutes or 57.6 seconds to pass the train.

Given that Loki in his automobile traveling at 120k(m)/(h) overtakes an 800-m long train traveling in the same direction on a track parallel to the road. If the train's speed is 70k(m)/(h), we need to find out how long does Loki take to pass it.Solution:When a car is moving at a higher speed than a train, it will pass the train at a specific speed. The relative speed between the car and the train is the difference between their speeds. The speed at which Loki is traveling = 120 km/hThe speed of the train = 70 km/hSpeed of Loki with respect to train = (120 - 70) = 50 km/hThis is the relative speed of Loki with respect to train. The distance which Loki has to cover to overtake the train = 800 m or 0.8 km.So, the time taken by Loki to overtake the train is equal to Distance/Speed = 0.8/50= 0.016 hour or (0.016 x 60) minutes= 0.96 minutesTherefore, Loki takes 0.96 minutes or 57.6 seconds to pass the train.

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Let P1​(z)=a0​+a1​z+⋯+an​zn and P2​(z)=b0​+b1​z+⋯+bm​zm be complex polynomials. Assume that these polynomials agree with each other when z is restricted to the real interval (−1/2,1/2). Show that P1​(z)=P2​(z) for all complex z

Answers

By induction on the degree of R(z), we have R(z)=0,and therefore Q(z)=0. This implies that P1​(z)=P2​(z) for all z

Let us first establish some notations. Since P1​(z) and P2​(z) are polynomials of degree n and m, respectively, and they agree on the interval (−1/2,1/2), we can denote the differences between P1​(z) and P2​(z) by the polynomial Q(z) given by, Q(z)=P1​(z)−P2​(z). It follows that Q(z) has degree at most max(m,n) ≤ m+n.

Thus, we can write Q(z) in the form Q(z)=c0​+c1​z+⋯+c(m+n)z(m+n) for some complex coefficients c0,c1,...,c(m+n).Since P1​(z) and P2​(z) agree on the interval (−1/2,1/2), it follows that Q(z) vanishes at z=±1/2. Therefore, we can write Q(z) in the form Q(z)=(z+1/2)k(z−1/2)ℓR(z), where k and ℓ are non-negative integers and R(z) is some polynomial in z of degree m+n−k−ℓ. Since Q(z) vanishes at z=±1/2, we have, R(±1/2)=0.But R(z) is a polynomial of degree m+n−k−ℓ < m+n. Hence, by induction on the degree of R(z), we have, R(z)=0,and therefore Q(z)=0. This implies that P1​(z)=P2​(z) for all z. Hence, we have proved the desired result.

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Starting from a calculus textbook definition of radius of curvature and the equation of an ellipse, derive the following formula representing the meridian radius of curvature: M = a(1-e²)/((1 − e² sin²ϕ )³/²)' b²/a ≤ M ≤ a²/b

Answers

The formula for the meridian radius of curvature is:

M = a(1 - e²sin²(ϕ))³/²

Where 'a' is the semi-major axis of the ellipse and 'e' is the eccentricity of the ellipse.

To derive the formula for the meridian radius of curvature, we start with the definition of the radius of curvature in calculus and the equation of an ellipse.

The general equation of an ellipse in Cartesian coordinates is given by:

x²/a² + y²/b² = 1

Where 'a' represents the semi-major axis of the ellipse and 'b' represents the semi-minor axis.

Now, let's consider a point P on the ellipse with coordinates (x, y) and a tangent line to the ellipse at that point. The radius of curvature at point P is defined as the reciprocal of the curvature of the curve at that point.

Using the equation of an ellipse, we can write:

x²/a² + y²/b² = 1

Differentiating both sides with respect to x, we get:

(2x/a²) + (2y/b²) * (dy/dx) = 0

Rearranging the equation, we have:

dy/dx = - (x/a²) * (b²/y)

Now, let's consider the trigonometric form of an ellipse, where y = b * sin(ϕ) and x = a * cos(ϕ), where ϕ is the angle made by the radius vector from the origin to point P with the positive x-axis.

Substituting these values into the equation above, we get:

dy/dx = - (a * cos(ϕ) / a²) * (b² / (b * sin(ϕ)))

Simplifying further, we have:

dy/dx = - (cos(ϕ) / a) * (b / sin(ϕ))

Next, we need to find the derivative (dϕ/dx). Using the trigonometric relation, we have:

tan(ϕ) = (dy/dx)

Differentiating both sides with respect to x, we get:

sec²(ϕ) * (dϕ/dx) = (dy/dx)

Substituting the value of (dy/dx) from the previous equation, we have:

sec²(ϕ) * (dϕ/dx) = - (cos(ϕ) / a) * (b / sin(ϕ))

Simplifying further, we get:

(dϕ/dx) = - (cos(ϕ) / (a * sin(ϕ) * sec²(ϕ)))

(dϕ/dx) = - (cos(ϕ) / (a * sin(ϕ) / cos²(ϕ)))

(dϕ/dx) = - (cos³(ϕ) / (a * sin(ϕ)))

Now, we can find the derivative of (1 - e²sin²(ϕ))³/² with respect to x. Let's call it D.

D = d/dx(1 - e²sin²(ϕ))³/²

Applying the chain rule and the derivative we found for (dϕ/dx), we get:

D = (3/2) * (1 - e²sin²(ϕ))¹/² * d(1 - e²sin²(ϕ))/dϕ * dϕ/dx

Simplifying further, we have:

D = (3/2) * (1 - e²sin²(ϕ))¹/² * (-2e²sin(ϕ)cos(ϕ) / (a * sin(ϕ)))

D = - (3e²cos(ϕ) / (a(1 - e²sin²(ϕ))¹/²))

Now, substit

uting this value of D into the derivative (dy/dx), we get:

dy/dx = (1 - e²sin²(ϕ))³/² * D

Substituting the value of D, we have:

dy/dx = - (3e²cos(ϕ) / (a(1 - e²sin²(ϕ))¹/²))

This is the derivative of the equation of the ellipse with respect to x, which represents the meridian radius of curvature, denoted as M.

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if a tank has 60 gallons before draining, and after 4 minutes, there are 50 gallons left in the tank. what is the y-intercept

Answers

The y-intercept of this problem would be 60 gallons. The y-intercept refers to the point where the line of a graph intersects the y-axis. It is the point at which the value of x is 0.

In this problem, we don't have a graph but the y-intercept can still be determined because it represents the initial value before any changes occurred. In this problem, the initial amount of water in the tank before draining is 60 gallons. that was the original amount of water in the tank before any draining occurred. Therefore, the y-intercept of this problem would be 60 gallons.

It is important to determine the y-intercept of a problem when working with linear equations or graphs. The y-intercept represents the point where the line of the graph intersects the y-axis and it provides information about the initial value before any changes occurred. In this problem, the initial amount of water in the tank before draining occurred was 60 gallons. In this case, we don't have a graph, but the y-intercept can still be determined because it represents the initial value. Therefore, the y-intercept of this problem would be 60 gallons, which is the amount of water that was initially in the tank before any draining occurred.

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Multiply 64 by 25 firstly by breaking down 25 in its terms (20+5) and secondly by breaking down 25 in its factors (5×5). Show all your steps. (a) 64×(20+5)
(b) 64×(5×5)

Answers

Our final answer is 1,600 for both by multiplying and factors.

The given problem is asking us to find the product/multiply of 64 and 25.

We are to find it first by breaking down 25 into its terms and second by breaking down 25 into its factors and then multiply 64 by the different parts of the terms.

Let's solve the problem:

Firstly, we'll break down 25 in its terms (20 + 5).

Therefore, we can write:

64 × (20 + 5)

= 64 × 20 + 64 × 5  

= 1,280 + 320

= 1,600.

Secondly, we'll break down 25 in its factors (5 × 5).

Therefore, we can write:

64 × (5 × 5) = 64 × 25 = 1,600.

Finally, we got that 64 × (20 + 5) is equal to 1,600 and 64 × (5 × 5) is equal to 1,600.

Therefore, our final answer is 1,600 for both.

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Let P(x) be the statement "x spends more than 3 hours on the homework every weekend", where the
domain for x consists of all the students. Express the following quantifications in English.
a) ∃xP(x)
b) ∃x¬P(x)
c) ∀xP(x)
d) ∀x¬P(x)
3. Let P(x) be the statement "x+2>2x". If the domain consists of all integers, what are the truth
values of the following quantifications?
a) ∃xP(x)
b) ∀xP(x)
c) ∃x¬P(x)
d) ∀x¬P(x)

Answers

The statement ∀x¬P(x) is true if no integer satisfies x+2>2x.

This is not true since x=1 is a solution, so the statement is false.

Let P(x) be the statement "x spends more than 3 hours on the homework every weekend", where the domain for x consists of all the students.

Express the following quantifications in English:

a) ∃xP(x)

The statement ∃xP(x) is true if at least one student spends more than 3 hours on the homework every weekend.

In other words, there exists a student who spends more than 3 hours on the homework every weekend.

b) ∃x¬P(x)

The statement ∃x¬P(x) is true if at least one student does not spend more than 3 hours on the homework every weekend.

In other words, there exists a student who does not spend more than 3 hours on the homework every weekend.

c) ∀xP(x)

The statement ∀xP(x) is true if all students spend more than 3 hours on the homework every weekend.

In other words, every student spends more than 3 hours on the homework every weekend.

d) ∀x¬P(x)

The statement ∀x¬P(x) is true if no student spends more than 3 hours on the homework every weekend.

In other words, every student does not spend more than 3 hours on the homework every weekend.

3. Let P(x) be the statement "x+2>2x".

If the domain consists of all integers,

a) ∃xP(x)The statement ∃xP(x) is true if there exists an integer x such that x+2>2x. This is true, since x=1 is a solution.

Therefore, the statement is true.

b) ∀xP(x)

The statement ∀xP(x) is true if all integers satisfy x+2>2x.

This is not true since x=0 is a counterexample, so the statement is false.

c) ∃x¬P(x)

The statement ∃x¬P(x) is true if there exists an integer x such that x+2≤2x.

This is true for all negative integers and x=0.

Therefore, the statement is true.

d) ∀x¬P(x)

The statement ∀x¬P(x) is true if no integer satisfies x+2>2x.

This is not true since x=1 is a solution, so the statement is false.

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4x Division of Multi-Digit Numbers
A high school football stadium has 3,430 seats that are divided into 14
equal sections. Each section has the same number of seats.

Answers

2299 on each section

If a pair of skates is 50$ and there is a discount of 35% how many dollars did i save? help please

Answers

Answer:

$17.50

Step-by-step explanation:

Thus, a product that normally costs $50 with a 35 percent discount will cost you $32.50, and you saved $17.50. 

let y be an independent standard normal random variable. use the moment gener- ating function of y to find e[y 3] and e[y 4].

Answers

This means that the expected value of y cubed is 1, while the expected value of y to the fourth power is 0.

[tex]E[y^3] = 1\\\E[y^4] = 0[/tex]

The moment generating function (MGF) of a standard normal random variable y is given by [tex]M(t) = e^{\frac{t^2}{2}}[/tex]. To find [tex]E[y^3][/tex], we can differentiate the MGF three times and evaluate it at t = 0. Similarly, to find [tex]E[y^4][/tex], we differentiate the MGF four times and evaluate it at t = 0.

Step-by-step calculation for[tex]E[y^3][/tex]:
1. Find the third derivative of the MGF: [tex]M'''(t) = (t^2 + 1)e^{\frac{t^2}{2}}[/tex]
2. Evaluate the third derivative at t = 0: [tex]M'''(0) = (0^2 + 1)e^{(0^2/2)} = 1[/tex]
3. E[y^3] is the third moment about the mean, so it equals M'''(0):

[tex]E[y^3] = M'''(0)\\E[y^3] = 1[/tex]

Step-by-step calculation for [tex]E[y^4][/tex]:
1. Find the fourth derivative of the MGF: [tex]M''''(t) = (t^3 + 3t)e^(t^2/2)[/tex]
2. Evaluate the fourth derivative at t = 0:

[tex]M''''(0) = (0^3 + 3(0))e^{\frac{0^2}{2}} \\[/tex]

[tex]M''''(0) =0[/tex]
3. E[y^4] is the fourth moment about the mean, so it equals M''''(0):

[tex]E[y^4] = M''''(0) \\E[y^4] = 0.[/tex]

In summary:
[tex]E[y^3][/tex] = 1
[tex]E[y^4][/tex] = 0

This means that the expected value of y cubed is 1, while the expected value of y to the fourth power is 0.

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a researcher distributes paper questionnaires to individuals in the thirty most impoverished neighborhoods in america asking them about their strategies to purchase and make meals. this is an example of a(n):

Answers

The researcher's distribution of paper questionnaires to individuals in impoverished neighborhoods is an example of a cross-sectional survey used to gather data about meal purchasing and preparation strategies.

The researcher distributing paper questionnaires to individuals in the thirty most impoverished neighborhoods in America asking about their

strategies to purchase and make meals is an example of a survey-based research method.

This method is called a cross-sectional survey. It involves collecting data from a specific population at a specific point in time.

The purpose of this survey is to gather information about the strategies individuals in impoverished neighborhoods use to purchase and prepare meals.

By distributing paper questionnaires, the researcher can collect responses from a diverse group of individuals and analyze their answers to gain insights into the challenges they face and the strategies they employ.


It is important to note that surveys can provide valuable information but have limitations.

For instance, the accuracy of responses depends on the honesty and willingness of participants to disclose personal information.

Additionally, the researcher should carefully design the questionnaire to ensure it captures the necessary data accurately and effectively.

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describe the nature of the roots for the equation 32x^(2)-12x+5= one real root

Answers

The answer is "The nature of roots for the given equation is that it has two complex roots."

The given equation is 32x² - 12x + 5 = 0. It is stated that the equation has one real root. Let's find the nature of roots for the given equation. We will use the discriminant to find out the nature of the roots of the given equation. The discriminant is given by D = b² - 4ac, where a, b, and c are the coefficients of x², x, and the constant term respectively.

Let's compare the given equation with the standard form of a quadratic equation, which is ax² + bx + c = 0.

Here, a = 32, b = -12, and c = 5.

Now, we can find the discriminant by substituting the given values of a, b, and c in the formula for the discriminant.

D = b² - 4ac

= (-12)² - 4(32)(5)

D = 144 - 640

D = -496

The discriminant is negative. Therefore, the nature of roots for the given equation is that it has two complex roots.

Given equation is 32x² - 12x + 5 = 0. It is given that the equation has one real root.

The nature of roots for the given equation can be found using the discriminant.

The discriminant is given by D = b² - 4ac, where a, b, and c are the coefficients of x², x, and the constant term respectively.

Let's compare the given equation with the standard form of a quadratic equation, which is ax² + bx + c = 0.

Here, a = 32, b = -12, and c = 5.

Now, we can find the discriminant by substituting the given values of a, b, and c in the formula for the discriminant.

D = b² - 4ac= (-12)² - 4(32)(5)

D = 144 - 640

D = -496

The discriminant is negative. Therefore, the nature of roots for the given equation is that it has two complex roots.

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A manufacturer knows that an average of 1 out of 10 of his products are faulty. - What is the probability that a random sample of 5 articles will contain: - a. No faulty products b. Exactly 1 faulty products c. At least 2 faulty products d. No more than 3 faulty products

Answers

To calculate the probabilities for different scenarios, we can use the binomial probability formula. The formula for the probability of getting exactly k successes in n trials, where the probability of success in each trial is p, is given by:

P(X = k) = (nCk) * p^k * (1 - p)^(n - k)

where nCk represents the number of combinations of n items taken k at a time.

a. No faulty products (k = 0):

P(X = 0) = (5C0) * (0.1^0) * (1 - 0.1)^(5 - 0)

        = (1) * (1) * (0.9^5)

        ≈ 0.5905

b. Exactly 1 faulty product (k = 1):

P(X = 1) = (5C1) * (0.1^1) * (1 - 0.1)^(5 - 1)

        = (5) * (0.1) * (0.9^4)

        ≈ 0.3281

c. At least 2 faulty products (k ≥ 2):

P(X ≥ 2) = 1 - P(X < 2)

         = 1 - [P(X = 0) + P(X = 1)]

         ≈ 1 - (0.5905 + 0.3281)

         ≈ 0.0814

d. No more than 3 faulty products (k ≤ 3):

P(X ≤ 3) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3)

         = 0.5905 + 0.3281 + (5C2) * (0.1^2) * (1 - 0.1)^(5 - 2) + (5C3) * (0.1^3) * (1 - 0.1)^(5 - 3)

         ≈ 0.9526

Therefore:

a. The probability of no faulty products in a sample of 5 articles is approximately 0.5905.

b. The probability of exactly 1 faulty product in a sample of 5 articles is approximately 0.3281.

c. The probability of at least 2 faulty products in a sample of 5 articles is approximately 0.0814.

d. The probability of no more than 3 faulty products in a sample of 5 articles is approximately 0.9526.

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Use set builder notation to describe the following set. S is the
set of vectors in R2 whose second
coordinate is a non-negative, integer multiple of 5.

Answers

The given set S is the set of vectors in R2 whose second coordinate is a non-negative, integer multiple of 5. Now we need to use set-builder notation to describe this set. Therefore, we can write the set S in set-builder notation as S = {(x, y) ∈ R2; y = 5k, k ∈ N0}Where R2 is the set of all 2-dimensional real vectors, N0 is the set of non-negative integers, and k is any non-negative integer. To simplify, we are saying that the set S is a set of ordered pairs (x, y) where both x and y belong to the set of real numbers R, and y is an integer multiple of 5 and is non-negative, and can be represented as 5k where k belongs to the set of non-negative integers N0. Therefore, this is how the set S can be represented in set-builder notation.

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Can someone please look at my script and explain why the data is not being read and entered into my pretty table? Any help is appreciated. Script is below. I am getting an empty pretty table as my output.
# Python Standard Library
import os
from prettytable import PrettyTable
myTable = PrettyTable(["Path", "File Size", "Ext", "Format", "Width", "Height", "Type"])
dirPath = input("Provide Directory to Scan:") i
f os.path.isdir(dirPath):
fileList = os.listdir(dirPath)
for eachFile in fileList:
try:
localPath = os.path.join(dirPath, eachFile)
absPath = os.path.abspath(localPath)
ext = os.path.splitext(absPath)[1]
filesizeValue = os.path.getsize(absPath)
fileSize = '{:,}'.format(filesizeValue)
except:
continue
# 3rd Party Modules from PIL
import Image imageFile = input("Image to Process: ")
try:
with Image.open(absPath) as im: #
if success, get the details imStatus = 'YES'
imFormat = im.format
imType = im.mode
imWidth = im.size[0]
imHeight = im.size[1]
#print("Image Format: ", im.format)
#print("Image Type: ", im.mode)
#print("Image Width: ", im.width)
#print("Image Height: ", im.height)
except Exception as err:
print("Exception: ", str(err))
myTable.add_row([localPath, fileSize, ext, imFormat, imWidth, imHeight, imType])
print(myTable.get_string())

Answers

The data is not being read file and entered into the pretty table because there is a name error, `imFormat`, `imType`, `imWidth`, and `imHeight` are not declared in all cases before their usage. Here is the modified version of the script with corrections:```
# Python Standard Library
import os
from prettytable import PrettyTable
from PIL import Image

myTable = PrettyTable(["Path", "File Size", "Ext", "Format", "Width", "Height", "Type"])
dirPath = input("Provide Directory to Scan:")
if os.path.isdir(dirPath):
   fileList = os.listdir(dirPath)
   for eachFile in fileList:
       try:
           localPath = os.path.join(dirPath, eachFile)
           absPath = os.path.abspath(localPath)
           ext = os.path.splitext(absPath)[1]
           filesizeValue = os.path.getsize(absPath)
           fileSize = '{:,}'.format(filesizeValue)
       except:
           continue

       # 3rd Party Modules from PIL
       imageFile = input("Image to Process: ")
       try:
           with Image.open(absPath) as im:
               # If successful, get the details
               imStatus = 'YES'
               imFormat = im.format
               imType = im.mode
               imWidth = im.size[0]
               imHeight = im.size[1]
       except Exception as err:
           print("Exception: ", str(err))
           continue
       myTable.add_row([localPath, fileSize, ext, imFormat, imWidth, imHeight, imType])

   print(myTable)
```The above script now reads all the images in a directory and outputs details like format, width, and height in a pretty table.

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Find the Point of intersection of the graph of fonctions f(x)=−x2+7;g(x)=x+−3

Answers

The point of intersection of the given functions is (2, 3) and (-5, -18).

The given functions are: f(x) = -x² + 7, g(x) = x - 3Now, we can find the point of intersection of these two functions as follows:f(x) = g(x)⇒ -x² + 7 = x - 3⇒ x² + x - 10 = 0⇒ x² + 5x - 4x - 10 = 0⇒ x(x + 5) - 2(x + 5) = 0⇒ (x - 2)(x + 5) = 0Therefore, x = 2 or x = -5.Now, to find the y-coordinate of the point of intersection, we substitute x = 2 and x = -5 in any of the given functions. Let's use f(x) = -x² + 7:When x = 2, f(x) = -x² + 7 = -2² + 7 = 3When x = -5, f(x) = -x² + 7 = -(-5)² + 7 = -18Therefore, the point of intersection of the given functions is (2, 3) and (-5, -18).

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Refer to Exhibit 13-7. If at a 5% level of significance, we want t0 determine whether or not the means of the populations are equal , the critical value of F is O a. 4.75

O b.3.81 O c 3.24 O d.2.03

Answers

The critical value of F is 3.24.

To find the critical value of F, we need to consider the significance level and the degrees of freedom. For the F-test comparing two population means, the degrees of freedom are calculated based on the sample sizes of the two populations.

In this case, we are given a sample size of 50. Since we are comparing two populations, the degrees of freedom are (n1 - 1) and (n2 - 1), where n1 and n2 are the sample sizes of the two populations. So, the degrees of freedom for this test would be (50 - 1) and (50 - 1), which are both equal to 49.

Now, we can use a statistical table or software to find the critical value of F at a 5% level of significance and with degrees of freedom of 49 in both the numerator and denominator.

The correct answer is Option c.

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Solve ord18(x) | 2022 for all x ∈ Z

Answers

For all integers x, the equation ord18(x) | 2022 holds true, meaning that the order of x modulo 18 divides 2022. Therefore, all integers satisfy the given equation.

To solve the equation ord18(x) | 2022 for all x ∈ Z, we need to find the integers x that satisfy the given condition.

The equation ord18(x) | 2022 means that the order of x modulo 18 divides 2022. In other words, the smallest positive integer k such that x^k ≡ 1 (mod 18) must divide 2022.

We can start by finding the possible values of k that divide 2022. The prime factorization of 2022 is 2 * 3 * 337. Therefore, the divisors of 2022 are 1, 2, 3, 6, 337, 674, 1011, and 2022.

For each of these divisors, we can check if there exist solutions for x^k ≡ 1 (mod 18). If a solution exists, then x satisfies the equation ord18(x) | 2022.

Let's consider each divisor:

1. For k = 1, any integer x will satisfy x^k ≡ 1 (mod 18), so all integers x satisfy ord18(x) | 2022.

2. For k = 2, we need to find the solutions to x^2 ≡ 1 (mod 18). Solving this congruence, we find x ≡ ±1 (mod 18). Therefore, the integers x ≡ ±1 (mod 18) satisfy ord18(x) | 2022.

3. For k = 3, we need to find the solutions to x^3 ≡ 1 (mod 18). Solving this congruence, we find x ≡ 1, 5, 7, 11, 13, 17 (mod 18). Therefore, the integers x ≡ 1, 5, 7, 11, 13, 17 (mod 18) satisfy ord18(x) | 2022.

4. For k = 6, we need to find the solutions to x^6 ≡ 1 (mod 18). Solving this congruence, we find x ≡ 1, 5, 7, 11, 13, 17 (mod 18). Therefore, the integers x ≡ 1, 5, 7, 11, 13, 17 (mod 18) satisfy ord18(x) | 2022.

5. For k = 337, we need to find the solutions to x^337 ≡ 1 (mod 18). Since 337 is a prime number, we can use Fermat's Little Theorem, which states that if p is a prime and a is not divisible by p, then a^(p-1) ≡ 1 (mod p). In this case, since 18 is not divisible by 337, we have x^(337-1) ≡ 1 (mod 337). Therefore, all integers x satisfy ord18(x) | 2022.

6. For k = 674, we need to find the solutions to x^674 ≡ 1 (mod 18). Similar to the previous case, we have x^(674-1) ≡ 1 (mod 674). Therefore, all integers x satisfy ord18(x) | 2022.

7. For k = 1011, we need to find the solutions to x^1011 ≡ 1 (mod 18). Similar to the previous cases, we have x^(1011-1) ≡ 1 (mod 1011). Therefore, all integers x satisfy ord18(x

) | 2022.

8. For k = 2022, we need to find the solutions to x^2022 ≡ 1 (mod 18). Similar to the previous cases, we have x^(2022-1) ≡ 1 (mod 2022). Therefore, all integers x satisfy ord18(x) | 2022.

In summary, for all integers x, the equation ord18(x) | 2022 holds true.

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Assume that two customers, A and B, are due to arrive at a lawyer's office during the same hour from 10:00 to 11:00. Their actual arrival times, which we will denote by X and Y respectively, are independent of each other and uniformly distributed during the hour.
(a) Find the probability that both customers arrive within the last fifteen minutes.
(b) Find the probability that A arrives first and B arrives more than 30 minutes after A.
(c) Find the probability that B arrives first provided that both arrive during the last half-hour.

Answers

Two customers, A and B, are due to arrive at a lawyer's office during the same hour from 10:00 to 11:00. Their actual arrival times, denoted by X and Y respectively, are independent of each other and uniformly distributed during the hour.

(a) Denote the time as X = Uniform(10, 11).

Then, P(X > 10.45) = 1 - P(X <= 10.45) = 1 - (10.45 - 10) / 60 = 0.25

Similarly, P(Y > 10.45) = 0.25

Then, the probability that both customers arrive within the last 15 minutes is:

P(X > 10.45 and Y > 10.45) = P(X > 10.45) * P(Y > 10.45) = 0.25 * 0.25 = 0.0625.

(b) The probability that A arrives first is P(A < B).

This is equal to the area under the diagonal line X = Y. Hence, P(A < B) = 0.5

The probability that B arrives more than 30 minutes after A is P(B > A + 0.5) = 0.25, since the arrivals are uniformly distributed between 10 and 11.

Therefore, the probability that A arrives first and B arrives more than 30 minutes after A is given by:

P(A < B and B > A + 0.5) = P(A < B) * P(B > A + 0.5) = 0.5 * 0.25 = 0.125.

(c) Find the probability that B arrives first provided that both arrive during the last half-hour.

The probability that both arrive during the last half-hour is 0.5.

Denote the time as X = Uniform(10.30, 11).

Then, P(X < 10.45) = (10.45 - 10.30) / (11 - 10.30) = 0.4545

Similarly, P(Y < 10.45) = 0.4545

The probability that B arrives first, given that both arrive during the last half-hour is:

P(Y < X) / P(Both arrive in the last half-hour) = (0.4545) / (0.5) = 0.909 or 90.9%

Therefore, the probability that B arrives first provided that both arrive during the last half-hour is 0.909.

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is 2.4. What is the probability that in any given day less than three network errors will occur? The probability that less than three network errors will occur is (Round to four decimal places as need

Answers

The probability that less than three network errors will occur in any given day is 1.

To find the probability that less than three network errors will occur in any given day, we need to consider the probability of having zero errors and the probability of having one error.

Let's assume the probability of a network error occurring in a day is 2.4. Then, the probability of no errors (0 errors) occurring in a day is given by:

P(0 errors) = (1 - 2.4)^0 = 1

The probability of one error occurring in a day is given by:

P(1 error) = (1 - 2.4)^1 = 0.4

To find the probability that less than three errors occur, we sum the probabilities of having zero errors and one error:

P(less than three errors) = P(0 errors) + P(1 error) = 1 + 0.4 = 1.4

However, probability values cannot exceed 1. Therefore, the probability of less than three network errors occurring in any given day is equal to 1 (rounded to four decimal places).

P(less than three errors) = 1 (rounded to four decimal places)

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Given the logistics equation y′=ry(1−y/K),y(0)=2, compute the equilibrium and determine its stability. If r=1 and K=1, solve exactly by SOV and partial fractions. Sketch the direction field and your particular solution trajectory.

Answers

The given logistic equation is:

y' = ry(1 - y/K)

To find the equilibrium points, we set y' = 0:

0 = ry(1 - y/K)

This equation will be satisfied when either y = 0 or (1 - y/K) = 0.

1) Equilibrium at y = 0:

When y = 0, the equation becomes:

0 = r(0)(1 - 0/K)

0 = 0

So, y = 0 is an equilibrium point.

2) Equilibrium at (1 - y/K) = 0:

Solving for y:

1 - y/K = 0

y/K = 1

y = K

So, y = K is another equilibrium point.

Now, let's determine the stability of these equilibrium points by analyzing the sign of y' around these points.

1) At y = 0:

For y < 0, y - 0 = negative, and (1 - y/K) > 0, so y' = ry(1 - y/K) will be positive.

For y > 0, y - 0 = positive, and (1 - y/K) < 0, so y' = ry(1 - y/K) will be negative.

Therefore, the equilibrium point at y = 0 is unstable.

2) At y = K:

For y < K, y - K = negative, and (1 - y/K) > 0, so y' = ry(1 - y/K) will be negative.

For y > K, y - K = positive, and (1 - y/K) < 0, so y' = ry(1 - y/K) will be positive.

Therefore, the equilibrium point at y = K is stable.

Now, let's solve the logistic equation exactly using separation of variables (SOV) and partial fractions when r = 1 and K = 1.

The equation becomes:

y' = y(1 - y)

Separating variables:

1/(y(1 - y)) dy = dt

To integrate the left side, we can use partial fractions:

1/(y(1 - y)) = A/y + B/(1 - y)

Multiplying both sides by y(1 - y):

1 = A(1 - y) + By

Expanding and simplifying:

1 = (A - A*y) + (B*y)

1 = A + (-A + B)*y

Comparing coefficients, we get:

A = 1

-A + B = 0

From the second equation, we have:

B = A = 1

So the partial fraction decomposition is:

1/(y(1 - y)) = 1/y - 1/(1 - y)

Integrating both sides:

∫(1/(y(1 - y))) dy = ∫(1/y) dy - ∫(1/(1 - y)) dy

This gives:

ln|y(1 - y)| = ln|y| - ln|1 - y| + C

Taking the exponential of both sides:

|y(1 - y)| = |y|/|1 - y| * e^C

Simplifying:

y(1 - y) = k * y/(1 - y)

where k is a constant obtained from e^C.

Simplifying further:

y - y^2 = k * y

y^2 + (1 - k) * y = 0

Now, we can solve this quadratic equation for y:

y = 0 (trivial solution) or y = k - 1

So, the general solution to the logistic equation when r =

1 and K = 1 is:

y(t) = 0 or y(t) = k - 1

The equilibrium points are y = 0 and y = K = 1. The equilibrium point at y = 0 is unstable, and the equilibrium point at y = 1 is stable.

To sketch the direction field and the particular solution trajectory, we need the specific value of the constant k.

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To examine time and sequence, ______ are needed.





curvilinear associations





correlation coefficients





longitudinal correlations





linear statistics

Answers

Longitudinal correlation is a statistical tool used to analyze time and sequence in behavior, development, and health. It assesses the degree of association between variables over time, determining if changes are related or if one variable predicts another. Linear statistics calculate linear relationships, while correlation coefficients measure association. Curvilinear associations study curved relationships.

To examine time and sequence, longitudinal correlations are needed. Longitudinal correlation is a method that assesses the degree of association between two or more variables over time or over a defined period of time. It is used to determine whether changes in one variable are related to changes in another variable or whether one variable can be used to predict changes in another variable over time.

It is an essential statistical tool for studying the dynamic changes of behavior, development, health, and other phenomena that occur over time. A longitudinal study design is used to assess the stability, change, and predictability of phenomena over time. When analyzing longitudinal data, linear statistics, correlation coefficients, and curvilinear associations are commonly used.Linear statistics is a statistical method used to model linear relationships between variables.

It is a method that calculates the relationship between two variables and predicts the value of one variable based on the value of the other variable.

Correlation coefficients measure the degree of association between two or more variables, and it is used to determine whether the variables are related. It ranges from -1 to +1, where -1 indicates a perfect negative correlation, +1 indicates a perfect positive correlation, and 0 indicates no correlation.

Curvilinear associations are used to determine if the relationship between two variables is curvilinear. It is a relationship that is not linear, but rather curved, and it is often represented by a parabola. It is used to study the relationship between two variables when the relationship is not linear.

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What is the slope of the line that passes through the points (1,3.5) and (3.5,3)? m=

Answers

Slope is -0.2

Given points are (1, 3.5) and (3.5, 3).

The slope of the line that passes through the points (1,3.5) and (3.5,3) can be calculated using the formula:`

m = [tex]\frac{(y2-y1)}{(x2-x1)}[/tex]

`where `m` is the slope of the line, `(x1, y1)` and `(x2, y2)` are the coordinates of the points.

Using the above formula we can find the slope of the line:

First, let's find the values of `x1, y1, x2, y2`:

x1 = 1

y1 = 3.5

x2 = 3.5

y2 = 3

m = (y2 - y1) / (x2 - x1)

m = (3 - 3.5) / (3.5 - 1)

m = -0.5 / 2.5

m = -0.2

Hence, the slope of the line that passes through the points (1,3.5) and (3.5,3) is -0.2.

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Insert the following customer into the CUSTOMER table, using the Oracle sequence created in Problem 20 to generate the customer number automatically:- 'Powers', 'Ruth', 500. Modify the CUSTOMER table to include the customer's date of birth (CUST_DOB), which should store date data. Modify customer 1000 to indicate the date of birth on March 15, 1989. Modify customer 1001 to indicate the date of birth on December 22,1988. Create a trigger named trg_updatecustbalance to update the CUST_BALANCE in the CUSTOMER table when a new invoice record is entered. (Assume that the sale is a credit sale.) Whatever value appears in the INV_AMOUNT column of the new invoice should be added to the customer's balance. Test the trigger using the following new INVOICE record, which would add 225,40 to the balance of customer 1001 : 8005,1001, '27-APR-18', 225.40. Write a procedure named pre_cust_add to add a new customer to the CUSTOMER table. Use the following values in the new record: 1002 , 'Rauthor', 'Peter', 0.00 (You should execute the procedure and verify that the new customer was added to ensure your code is correct). Write a procedure named pre_invoice_add to add a new invoice record to the INVOICE table. Use the following values in the new record: 8006,1000, '30-APR-18', 301.72 (You should execute the procedure and verify that the new invoice was added to ensure your code is correct). Write a trigger to update the customer balance when an invoice is deleted. Name the trigger trg_updatecustbalance2. Write a procedure to delete an invoice, giving the invoice number as a parameter. Name the procedure pre_inv_delete. Test the procedure by deleting invoices 8005 and 8006 .

Answers

Insert the following customer into the CUSTOMER table, using the Oracle sequence created in Problem 20 to generate the customer number automatically:- 'Powers', 'Ruth', 500.

Modify the CUSTOMER table to include the customer's date of birth (CUST_DOB), which should store date data. Alter table customer add cust_dob date; Modify customer 1000 to indicate the date of birth on March 15, 1989.Update customer set cust_dob = '15-MAR-1989' where cust_id = 1000;

Modify customer 1001 to indicate the date of birth on December 22,1988.Update customer set cust_dob = '22-DEC-1988' where cust_id = 1001; Create a trigger named trg_updatecustbalance to update the CUST_BALANCE in the CUSTOMER table when a new invoice record is entered.

CREATE OR REPLACE TRIGGER trg_updatecustbalance AFTER INSERT ON invoice FOR EACH ROWBEGINUPDATE customer SET cust_balance = cust_balance + :new.inv_amount WHERE cust_id = :new.cust_id;END;Whatever value appears in the INV_AMOUNT column of the new invoice should be added to the customer's balance.

Test the trigger using the following new INVOICE record, which would add 225,40 to the balance of customer 1001 : 8005,1001, '27-APR-18', 225.40.Insert into invoice values (8005, 1001, '27-APR-18', 225.40);Write a procedure named pre_cust_add to add a new customer to the CUSTOMER table.

Use the following values in the new record: 1002, 'Rauthor', 'Peter', 0.00.

CREATE OR REPLACE PROCEDURE pre_cust_add(customer_id IN NUMBER, firstname IN VARCHAR2, lastname IN VARCHAR2, balance IN NUMBER)AS BEGIN INSERT INTO customer (cust_id, cust_firstname, cust_lastname, cust_balance) VALUES (customer_id, firstname, lastname, balance);END;

Write a procedure named pre_invoice_add to add a new invoice record to the INVOICE table. Use the following values in the new record: 8006,1000, '30-APR-18', 301.72.

CREATE OR REPLACE PROCEDURE pre_invoice_add(invoice_id IN NUMBER, customer_id IN NUMBER, invoice_date IN DATE, amount IN NUMBER)ASBEGININSERT INTO invoice (inv_id, cust_id, inv_date, inv_amount) VALUES (invoice_id, customer_id, invoice_date, amount);END;

Write a trigger to update the customer balance when an invoice is deleted. Name the trigger trg_updatecustbalance

2.CREATE OR REPLACE TRIGGER trg_updatecustbalance2 AFTER DELETE ON invoice FOR EACH ROWBEGINUPDATE customer SET cust_balance = cust_balance - :old.inv_amount WHERE cust_id = :old.cust_id;END;

Write a procedure to delete an invoice, giving the invoice number as a parameter. Name the procedure pre_inv_delete.

CREATE OR REPLACE PROCEDURE pre_inv_delete(invoice_id IN NUMBER)ASBEGINDELETE FROM invoice WHERE inv_id = invoice_id;END;Test the procedure by deleting invoices 8005 and 8006.Call pre_inv_delete(8005);Call pre_inv_delete(8006);

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Y represents the final scores of AREC 339 in 2013 and it was
normally distributed with the mean score of 80 and variance of
16.
a. Find P(Y≤ 70)
b. P(Y≥ 90)
c. P(70≤ Y≤ 90)

Answers

The 2013 AREC 339 scores were normally distributed with a mean of 80 and a variance of 16. To find P(Y ≤ 70), standardize the score using the formula Z = (X - µ) / σ. The required probabilities are P(Y ≥ 90) = 0.0062b and P(70 ≤ Y ≤ 90) = 0.9938.

Given thatY represents the final scores of AREC 339 in 2013 and it was normally distributed with the mean score of 80 and variance of 16.a. To find P(Y ≤ 70) we need to standardize the score.

Standardized Score (Z) = (X - µ) / σ

Where,X = 70µ = 80σ = √16 = 4Then,Standardized Score (Z) = (70 - 80) / 4 = -2.5

Therefore, P(Y ≤ 70) = P(Z ≤ -2.5)From Z table, we get the value of P(Z ≤ -2.5) = 0.0062b.

To find P(Y ≥ 90) we need to standardize the score. Standardized Score (Z) = (X - µ) / σWhere,X = 90µ = 80σ = √16 = 4Then,Standardized Score (Z) = (90 - 80) / 4 = 2.5

Therefore, P(Y ≥ 90) = P(Z ≥ 2.5)From Z table, we get the value of P(Z ≥ 2.5) = 0.0062c.

To find P(70 ≤ Y ≤ 90) we need to standardize the score. Standardized Score

(Z) = (X - µ) / σ

Where,X = 70µ = 80σ = √16 = 4

Then, Standardized

Score (Z)

= (70 - 80) / 4

= -2.5

Standardized Score

(Z) = (X - µ) / σ

Where,X = 90µ = 80σ = √16 = 4

Then, Standardized Score (Z) = (90 - 80) / 4 = 2.5Therefore, P(70 ≤ Y ≤ 90) = P(-2.5 ≤ Z ≤ 2.5)From Z table, we get the value of P(-2.5 ≤ Z ≤ 2.5) = 0.9938

Hence, the required probabilities are as follows:a. P(Y ≤ 70) = P(Z ≤ -2.5) = 0.0062b. P(Y ≥ 90) = P(Z ≥ 2.5) = 0.0062c. P(70 ≤ Y ≤ 90) = P(-2.5 ≤ Z ≤ 2.5) = 0.9938.

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