The value of the investment multiplier is 5.
Given that:
Consumption function: C = c0 + c1(Y − T)
Investment function: I = I0 − m(r)
Government spending: G = G0
Tax revenue: T = t0 + t1Y
Where, C = Consumption
GDP = Y = C + I + G
Disposable income = Y − T
Private saving = Y − T − CG
= Government spending
I = Investment
t0 = autonomous tax component
t1 = endogenous tax component
m(r) = investment multiplier
Finding the equilibrium values of GDP, consumption, disposable income, and private saving
To find the equilibrium values, we need to set Y = GDP,
C = Consumption, T = Tax revenue and
S = Private Saving.
So, Y = C + I + GY = c0 + c1(Y − T) + I0 − m(r)GDP
= (c0 + I0 + G0 + t0) + (c1 − m(r))Y − t1Y.
GDP = [tex][c0 + I0 + G0 + t0] / [1 − (c1 − m(r) + t1)][/tex]
Now, we need to calculate the value of consumption and private saving
Disposable income = Y − T
Disposable income = Y − (t0 + t1Y)
Disposable income = (1 − t1)Y − t0
Consumption = c0 + c1(Y − T)
[tex]= c0 + c1(1 − t1)Y − c1t0[/tex]
Private saving = [tex](1 − t1)Y − (t0 + c0 + c1(1 − t1)Y − c1t0)[/tex]
Private saving = [tex](1 − c1)(1 − t1)Y + (c0 − c1t0)[/tex]
The expression of the investment multiplier in terms of c0 and/or c1 is:
[tex]ΔY / ΔI = 1 / [1 − c1 + m'(r)][/tex]
The values of c0 and c1 are 48 and 0.6, respectively.
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A sequence d1, d2, d3,... satisfies the recurrence relation dk = 8dk-1 -16dk-2 with initial conditions d1 = 0 and d2 = 1.
Find an explicit formula for the sequence.
To find an explicit formula for the given recurrence relation, we need to first solve for the characteristic equation.
The characteristic equation is given by r^2 - 8r + 16 = 0. Solving this equation, we get the roots r1 = r2 = 4.
So, the general solution for the recurrence relation is dk = A(4)^k + Bk(4)^k, where A and B are constants that can be determined using the initial conditions.
Using d1 = 0 and d2 = 1, we get the following system of equations:
0 = A(4)^1 + B(1)(4)^1
1 = A(4)^2 + B(2)(4)^2
Solving these equations, we get A = -1/16 and B = 1/8.
Therefore, the explicit formula for the sequence is dk = (-1/16)(4)^k + (1/8)k(4)^k.
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when comparing several population means, we cannot perform a bunch of two-sample t tests because
By utilizing the methods, we can make valid and meaningful comparisons between several population means while appropriately controlling for errors and maintaining statistical power.
When comparing several population means, it is not feasible or appropriate to perform a bunch of two-sample t-tests for several reasons.
Increased Type I Error Rate: When conducting multiple hypothesis tests, there is an increased chance of making a Type I error, which is rejecting a null hypothesis when it is actually true. The more tests we perform, the greater the likelihood of observing statistically significant results by chance alone. This phenomenon is known as multiple comparisons problem or familywise error rate inflation. Performing multiple t-tests without adjusting for multiple comparisons can lead to an inflated overall Type I error rate.
Increased Chance of False Positive Results: Conducting multiple t-tests without appropriate adjustments increases the chance of obtaining false positive results. With each additional test, the probability of incorrectly concluding a significant difference between means due to random variation alone increases. This can lead to spurious findings and misleading interpretations.
Lack of Control for Experiment-Wide Error: Conducting multiple t-tests does not provide a control for the overall experiment-wise error rate. When comparing several population means simultaneously, it is essential to control the overall Type I error rate to maintain the desired level of statistical significance.
Loss of Statistical Power: Conducting multiple tests without appropriate adjustments can lead to a loss of statistical power. Power refers to the ability to detect a true effect when it exists. When multiple t-tests are performed, the individual sample sizes for each comparison may become smaller, reducing the power to detect true differences between population means.
To address these issues and appropriately compare several population means, various statistical techniques are available. Some common approaches include:
Analysis of Variance (ANOVA): ANOVA allows for simultaneous comparison of means across multiple groups. It tests the null hypothesis that all means are equal and provides an overall F-test to determine if there are significant differences between the groups. ANOVA takes into account the variation within and between groups, providing a more comprehensive analysis compared to multiple t-tests.
Multiple Comparison Procedures: If ANOVA reveals a significant overall difference, multiple comparison procedures, such as Tukey's Honestly Significant Difference (HSD) test or the Bonferroni correction, can be used to identify specific pairwise differences between means while controlling for the experiment-wise error rate.
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Bonus : Use only the definition of the derivative f'(a) = lim x→a f(x)-f(a)/x-a OR f'(a) = lim h→0 f(a+h)-f(a)/h to find the derivative of f(x) = √3x +1 at x = 8 (5pts)
The derivative of f(x) = √3x +1 at x = 8 is equal to [24 + √3]/√(192 + 48√3).The function is f(x) = √3x +1.
We need to find the derivative of the given function using the definition of the derivative.
Using the definition of the derivative:
f'(a) = lim x→a f(x)-f(a)/x-a
We need to find the derivative of the given function at x = 8, then the point of interest is a = 8.
Therefore, f'(8) = lim x→8 f(x)-f(8)/x-8
For the function f(x) = √3x + 1,f(8)
= √(3 × 8) + 1
=√24 + 1
f(x) = √3x + 1 =
(√3 × √3x)/(√3) + 1
= ( √3 √3x + 1 √3)/ √3x + 1 √3
Now, we substitute the values of a and f(a) = f(8) and simplify,
f'(8) = lim x→8 f(x)-f(8)/x-8
= lim x→8 [(√3 √3x + 1 √3)/ √3x + 1 √3 - (√24 + 1)]/(x - 8)
= lim x→8 [(3x + √3)/(√3(x + √3)(√3x + √3))]
= lim x→8 [(3x + √3)/√3(x² + √3x + √3x + 3)]
= lim x→8 [(3x + √3)/√3(x² + 2√3x + 3)]
= [(3(8) + √3)/√3(8² + 2√3(8) + 3)]
= [24 + √3]/√(192 + 48√3)
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find the 8-point dft of x[n] = 2 cos2 (nπ/4) hint: try using double-angle formulas
The 8-point Discrete Fourier Transform (DFT) of x[n] = 2cos²(nπ/4) is given by X[k] = [4, 0, 0, 0, 0, 0, 0, 0] for k = 0, 1, 2, 3, 4, 5, 6, 7.
The Discrete Fourier Transform (DFT) is used to transform a discrete-time sequence from the time domain to the frequency domain. To find the DFT of x[n] = 2cos²(nπ/4), we need to evaluate its spectrum at different frequencies.
The DFT formula for an N-point sequence x[n] is given by:
X[k] = Σ(x[n] * exp(-j2πkn/N)), for n = 0 to N-1
Here, N represents the number of points in the DFT and k is the frequency index.
Using the double-angle formula for cosine, we can express cos²(nπ/4) as (1 + cos(2nπ/4))/2.
Substituting this expression into the DFT formula, we have:
X[k] = Σ((2 * (1 + cos(2nπ/4))/2) * exp(-j2πkn/8)), for n = 0 to 7
Simplifying, we get:
X[k] = Σ((1 + cos(2nπ/4)) * exp(-j2πkn/8)), for n = 0 to 7
Using the identity exp(-j2πkn/8) = exp(-jπkn/4) for k = 0, 1, ..., 7, we can further simplify:
X[k] = Σ((1 + cos(2nπ/4)) * exp(-jπkn/4)), for n = 0 to 7
Notice that cos(2nπ/4) = cos(nπ/2), which takes on the values of 1, 0, -1, 0 for n = 0, 1, 2, 3, respectively.
Substituting these values, we find that X[k] = [4, 0, 0, 0, 0, 0, 0, 0] for k = 0, 1, 2, 3, 4, 5, 6, 7.
This means that the 8-point DFT of x[n] = 2cos²(nπ/4) has non-zero values only at the 0th frequency component (k = 0), while all other frequency components have zero amplitude.
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(1 point) if g(1)=−4,g(1)=−4, g(5)=−9,g(5)=−9, and ∫51g(x)dx=−9,∫15g(x)dx=−9, evaluate the integral ∫51xg′(x)dx
The integral ∫51xg′(x)dx evaluates to -11.5. This result is obtained by applying the fundamental theorem of calculus and using the given information about g(x).
To explain further, let's denote the integral in question as I. According to the fundamental theorem of calculus, if F(x) is an antiderivative of g(x), then ∫abg(x)dx = F(b) - F(a). We are given that ∫51g(x)dx = -9, which implies that the antiderivative of g(x) evaluated from 1 to 5 is -9. Therefore, we have F(5) - F(1) = -9.
Next, we need to find the derivative of xg(x). Applying the product rule, we have (xg(x))' = xg'(x) + g(x). Integrating this expression gives us ∫(xg'(x) + g(x))dx = ∫xg'(x)dx + ∫g(x)dx = xg(x) + F(x).
Now, we can rewrite the integral we are evaluating as ∫51xg′(x)dx = xg(x) + F(x) evaluated from 1 to 5. Plugging in the known values, we have (5g(5) + F(5)) - (1g(1) + F(1)) = (5(-9) + F(5)) - (1(-4) + F(1)) = -45 + F(5) + 4 + F(1) = -41 + F(5) + F(1).
Since the integral of g(x) from 1 to 5 is -9, we have F(5) - F(1) = -9. Substituting this into the previous expression, we get -41 - 9 = -50. Therefore, ∫51xg′(x)dx = -11.5.
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In a recent study, the serum cholesterol levels in men were found to be normally distributed with a mean of 196.7 and a standard deviation of 39.1. Units are in mg/dL. Men who have a cholesterol level that is in the top 2% need regular monitoring by a physician. What is the minimum cholesterol level required to receive the regular monitoring? Round answer to the nearest whole number.
The minimum cholesterol level required to receive the regular monitoring is 277 mg/dL (rounded to the nearest whole number). Given that the serum cholesterol levels in men were found to be normally distributed with a mean of 196.7 and standard deviation of 39.1. Units are in mg/dL.
Men who have a cholesterol level that is in the top 2% need regular monitoring by a physician. We are required to find the minimum cholesterol level required to receive the regular monitoring. We have the mean and standard deviation, therefore the distribution is normal and the formula for standardizing the variable x is: z = (x - μ) / σ
Where μ is the population mean, σ is the population standard deviation, and x is the observed value of the random variable. The standardizing the variable we get, z = (x - μ) / σz
= (x - 196.7) / 39.1
The cholesterol level that is in the top 2%:
P (X > x) = 0.02
=> P (X < x)
= 0.98
As per standard normal distribution, P (Z < 2.05) = 0.98
Using formula z = (x - μ) / σ2.05
= (x - 196.7) / 39.1x - 196.7
= 2.05 * 39.1x - 196.7
= 80.195x = 196.7 + 80.195x
= 276.9 mg/dL
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use cylindrical or spherical coordinates, whichever seems more appropriate. find the volume v and centroid of the solid e that lies above the cone z = x2 y2 and below the sphere x2 y2 z2 = 16.
The centroid of the solid is located at (0, 0, 32/15). The integral for the volume is 64/15π.
To find the volume and centroid of the given solid, we will use cylindrical coordinates. The volume of the solid is V = 64/15π and the centroid is located at (0, 0, 32/15).
First, we need to determine the limits of integration for cylindrical coordinates. The cone and sphere intersect when x² y² = 4, so the limits of integration for ρ are 0 to 2. For φ, the limits are 0 to 2π. For z, the cone extends from z = ρ² cos² φρ² sin² φ to z = 4ρ² cos² φρ² sin² φ. Therefore, the integral for the volume is:
V = ∫∫∫ρ dz dρ dφ
= ∫0²π ∫0² ∫ρ² cos² φρ² sin² φ to 4ρ² cos² φρ² sin² φ dz dρ dφ
= ∫0²π ∫0² ρ³ cos² φ sin² φ (4 - ρ²) dρ dφ
= 64/15π
To find the centroid, we need to evaluate the triple integral for the moments about the x, y, and z axes. Using the symmetry of the solid, we can see that the x and y coordinates of the centroid will be 0. The z coordinate of the centroid is given by:
z_c = (1/V) ∫∫∫z ρ dz dρ dφ
= (1/64/15π) ∫0²π ∫0² ∫ρ³ cos² φ sin² φ (4 - ρ²) ρ dz dρ dφ
= 32/15
Therefore, the centroid of the solid is located at (0, 0, 32/15).
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Suppose the mean height in inches of all 9th grade students at one high school is estimated. The population standard deviation is 3 inches. The heights of 7 randomly selected students are 60,62,65,72,70,61 and 69.
mean=
margin of error 90% confidence level=
90% confindence interval = [smaller value,larger value]
The bounds of the confidence interval are given by the rule presented as follows:
[tex]\overline{x} \pm z\frac{\sigma}{\sqrt{n}}[/tex]
In which:
[tex]\overline{x}[/tex] is the sample mean.z is the critical value.n is the sample size.[tex]\sigma[/tex] is the standard deviation for the population.The sample mean for this problem is given as follows:
[tex]\overline{x} = \frac{60 + 62 + 65 + 72 + 70 + 61 + 69}{7} = 65.57[/tex]
The critical value for the 90% confidence interval is given as follows:
z = 1.645.
The population standard deviation is given as follows:
[tex]\sigma = 3[/tex]
The margin of error is given as follows:
[tex]1.645 \times \frac{3}{\sqrt{7}} = 1.87[/tex]
Hence the bounds of the interval are given as follows:
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determine whether the statement is true or false if f and g are continuous functions f(x) <= g(x) for all x>0
The statement "f(x) <= g(x) for all x > 0" does not necessarily imply that f(x) is always less than or equal to g(x) for all x > 0. This statement is false.
To demonstrate this, consider the following counterexample:
Let's assume f(x) = x and g(x) = x^2. Both f(x) and g(x) are continuous functions for all x > 0.
Now, if we examine the interval (0, 1), for any value of x within this interval, f(x) = x will always be less than g(x) = x^2. However, if we consider values of x greater than 1, f(x) = x will become greater than g(x) = x^2.
In this counterexample, we have f(x) <= g(x) for all x > 0 within the interval (0, 1), but the inequality is reversed for x > 1. Therefore, the statement "f(x) <= g(x) for all x > 0" is false.
It's important to note that the validity of the statement depends on the specific functions f(x) and g(x). There may be cases where f(x) <= g(x) holds true for all x > 0, but it cannot be generalized without further information about the functions.
In general, comparing the behavior of two continuous functions requires a more comprehensive analysis, taking into account the specific properties and characteristics of the functions involved.
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The portion of the curve y= 17/15−coshx that lies above the x-axis forms a catenary arch. Find the average height above the x-axis.
The average height is _______.
(Type an integer or a decimal. Do not round until the final answer. Then round to the nearest hundredth as needed.)
To find the average height of the catenary arch formed by the curve y = 17/15 - cosh(x) above the x-axis, we first need to determine the range of x where the curve lies above the x-axis.
Since,
17/15 - cosh(x) > 0
cosh(x) < 17/15
The largest integer x for which cosh(x) < 17/15 is x = 0. Now, we need to find the average height of the curve over this range:
Average height = (1 / (2 * 0 + 1)) * ∫[-0, 0] (17/15 - cosh(x)) dx
Average height = (1 / 1) * [17x/15 - sinh(x)]|[-0, 0]
Average height = (17 * 0) / 15 - sinh(0) = 0
The average height of the curve above the x-axis is 0. However, this seems incorrect since the curve y = 17/15 - cosh(x) should have an average height greater than 0. It's possible that there was a typo in the given equation or in the question itself. Please double-check the equation and the question and provide the correct information for a more accurate answer.
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Functions for the species A and B are given as;
dA/dt= A(3-2A+B)
dB/dt=B(4-B+A)
a)What is the relation between A and B.
b)Find the balance solutions and draw the orbits on phase plane
with isoclines.
The relation between species A and B is given by A = 7/2 and B = 4 at equilibrium. Isoclines A = 0, B = 0, 3 - 2A + B = 0, and 4 - B + A = 0 are plotted to determine phase plane orbits.
To find the relation between species A and B, we can set the rates of change for both species to zero, as this indicates a balance or equilibrium point
dA/dt = 0
dB/dt = 0
From the given functions, we can set up the following equations:
0 = A(3 - 2A + B) ----(1)
0 = B(4 - B + A) ----(2)
a) Relation between A and B:
To determine the relationship between A and B, we can solve the above equations simultaneously. Let's solve them:
From equation (1):
A(3 - 2A + B) = 0
This equation gives two possible solutions:
A = 0
3 - 2A + B = 0 ----(3)
From equation (2):
B(4 - B + A) = 0
This equation gives two possible solutions
B = 0
4 - B + A = 0 ----(4)
Now let's analyze these solutions:
Solution 1: A = 0, B = 0
When A = 0 and B = 0, both species A and B are at their equilibrium state.
Solution 2: Substitute equation (3) into equation (4):
4 - B + (3 - 2A + B) = 0
7 - 2A = 0
2A = 7
A = 7/2
B = 2A - 3
The relation between A and B is given by:
A = 7/2
B = 2(7/2) - 3 = 7 - 3 = 4
Therefore, at equilibrium, A = 7/2 and B = 4.
b) Balance solutions and phase plane orbits with isoclines:
To find the balance solutions, we substitute the equilibrium values of A and B into the original equations:
For A = 7/2 and B = 4:
dA/dt = (7/2)(3 - 2(7/2) + 4) = (7/2)(3 - 7 + 4) = 0
dB/dt = 4(4 - 4 + 7/2) = 4(7/2) = 0
So, at the equilibrium point (7/2, 4), the rates of change for both A and B are zero.
To draw the orbits on the phase plane with isoclines, we need to analyze the behavior of the system for different initial conditions.
First, let's analyze the isoclines
For dA/dt = 0:
A(3 - 2A + B) = 0
This equation gives two isoclines
A = 0
3 - 2A + B = 0 ----(5)
For dB/dt = 0:
B(4 - B + A) = 0
This equation gives two isoclines
B = 0
4 - B + A = 0 ----(6)
Now we can plot the phase plane with isoclines
Draw the axes representing A and B.
Plot the isoclines given by equations (5) and (6).
Plot the equilibrium point (7/2, 4).
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1. (a) Find a cyclic subgroup H = (f) of Ss of size 6. (b) List the elements of H, along with their orders.
(a) A cyclic subgroup H = (f) of Ss of size 6, can be achieved by selecting an element f of Ss that has order 6.
(b) H contains elements of order 6, namely f, f₂, f₃, f₄, f₅, and f₆ where order is the number of rotations it takes to return back to the original shape.
Each element in the subgroup can be represented visually as a rotation of the original shape by a multiple of 60°. For example, f₂ would be a rotation of the original shape by 120° while f₃ a rotation by 180°.
As for the order of the elements, since all elements in H have the same order, 6, each element’s order can be expressed as a power of f, where the exponent increases by 1 for each successive element. In this case, the order of each element in H = (f) is f₁ = 1, f₂ = 6, f₃ = 36, f₄ = 216, f₅ = 1296, f₆ = 7776.
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A linear programming problem has three constraints, plus nonnegativity constraints on X and Y. The constraints are: 2X + 10Y ≤ 100; 4X + 6Y ≤ 120; 6X + 3Y ≥ 90.
What is the largest quantity of X that can be made without violating any of these constraints?
a. 50
b. 30
c. 20
d. 15
A linear programming problem has three constraints, plus non-negativity constraints on X and Y. The constraints are:2X + 10Y ≤ 1004X + 6Y ≤ 1206X + 3Y ≥ 90What is the largest quantity of X that can be made without violating any of these constraints Solution:Let us find the maximum value of X. We have to find the feasible region.
Feasible Region:To graph the feasible region, we need to plot the lines 2X + 10Y = 100, 4X + 6Y = 120 and 6X + 3Y = 90.The feasible region is the area common to the three inequalities 2X + 10Y ≤ 100, 4X + 6Y ≤ 120 and 6X + 3Y ≥ 90. This region is the triangular area bounded by the three lines. Let's plot the lines first.We can then use test points from each inequality to see which half-plane satisfies each inequality. To find the region that satisfies all three inequalities, we find the intersection of the half-planes of all three inequalities.
For the inequality 4X + 6Y ≤ 120, test point (0,20) will give the value of 120, which is greater than or equal to 120. This means that the half-plane containing the origin will not satisfy the inequality. For the inequality 6X + 3Y ≥ 90, test point (0,30) will give the value of 90, which is greater than or equal to 90. This means that the half-plane containing the origin will satisfy the inequality. Hence the feasible region is the shaded area represented in the graph below. roduced without violating any of the constraints is 20.Answer: c. 20
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Find the quadratic function y = f(x) that has the given vertex and whose graph passes through the given point. vertex (-5, 0); passing through (-6,-5) a. y = -5(x - 5)2 b. y- (x + 5)2 c. y = (x - 5)2 d. y=-5(x + 5)2 +4
The quadratic function y = f(x) that has the vertex (-5, 0) and passes through the point (-6, -5) can be found by substituting these coordinates into the general form of a quadratic equation and solving for the coefficients.
1. To find the quadratic function, we substitute the coordinates of the vertex (-5, 0) into the standard form of a quadratic equation: y = a(x - h)^2 + k, where (h, k) represents the vertex. Substituting (-5, 0) into this equation gives us y = a(x + 5)^2 + 0, which simplifies to y = a(x + 5)^2.
2. Next, we substitute the coordinates of the point (-6, -5) into the equation. Plugging in (-6, -5) gives us -5 = a(-6 + 5)^2, which simplifies to -5 = a(1)^2 = a.
3. Comparing the options given, the correct answer is y = -5(x + 5)^2, as it matches the determined value of a and includes the correct vertex coordinates.
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The proportion of Americans who have frequent migraines is 15. 2% according to the CDC. An acupuncturist claims that her treatment can reduce this figure significantly. A random sample of 715 Americans is administered the acupuncturists treatment and 79 report experiencing migraines. A. State Hypotheses to the scenario using the correct symbols. Edit Insert Formats P » EM » SUB
b. What is the sample proportion? (Round to 2 decimal places) ˆ
p
=
c. Suppose the P-value is calculated to be 0. 0341
What would your decision be for this test using α
=
0. 025?
accept the null
fail to reject the null
reject the null
d. Write a conclusion in terms of the acupuncturist's claim. Use the model provided by the instructor. Assume no errors were made
Main Answer: Null hypothesis: H0: p = 0.152
Alternative hypothesis: Ha: p < 0.152
The sample proportion is 0.11.
Suppose the P-value is calculated to be 0. 0341 and the significance level (α) is set to0.025, then we would fail to reject the null hypothesis.
Based on the statistical analysis, we fail to find significant evidence to support the acupuncturist's claim that her treatment can reduce the proportion of Americans who have frequent migraines.
Supporting Question and Answer:
What is the expected number of individuals in the sample who would report experiencing migraines if the null hypothesis is true?
If the null hypothesis is true, the expected number of individuals in the sample who would report experiencing migraines is:
Expected number = (sample size) x (null proportion) = 715 x 0.152 = 108.58
Therefore, we would expect around 109 individuals in the sample to report experiencing migraines if the null hypothesis is true. This can be compared to the actual number of individuals who reported experiencing migraines in the sample to evaluate the evidence against the null hypothesis.
Body of the Solution:
a. The null hypothesis is that the proportion of Americans who have frequent migraines is equal to 15.2%. The alternative hypothesis is that the proportion of Americans who have frequent migraines is less than 15.2%.
Symbolically:
Null hypothesis: H0: p = 0.152
Alternative hypothesis: Ha: p < 0.152
b. The sample proportion is calculated as the number of people who reported experiencing migraines in the sample divided by the total sample size:
p = 79/715 = 0.110
Rounded to 2 decimal places, the sample proportion is 0.11.
c. If the P-value is calculated to be 0.0341 and the significance level (α) is set to0.025, then we would fail to reject the null hypothesis. This is because the P-value is greater than the significance level.
d. Based on the statistical analysis, we fail to find significant evidence to support the acupuncturist's claim that her treatment can reduce the proportion of Americans who have frequent migraines. However, it is important to note that this conclusion is based on the specific sample that was analyzed and may not necessarily generalize to the broader population of Americans.
Final Answer:
a.Null hypothesis: H0: p = 0.152
Alternative hypothesis: Ha: p < 0.152
b. The sample proportion is 0.11.
c.Suppose the P-value is calculated to be 0. 0341 and the significance level (α) is set to0.025, then we would fail to reject the null hypothesis.
d.Based on the statistical analysis, we fail to find significant evidence to support the acupuncturist's claim that her treatment can reduce the proportion of Americans who have frequent migraines.
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Null hypothesis: H0: p = 0.152, Alternative hypothesis: Ha: p < 0.152, The sample proportion is 0.11.
Suppose the P-value is calculated to be 0. 0341 and the significance level (α) is set to0.025, then we would fail to reject the null hypothesis.
Based on the statistical analysis, we fail to find significant evidence to support the acupuncturist's claim that her treatment can reduce the proportion of Americans who have frequent migraines.
If the null hypothesis is true, the expected number of individuals in the sample who would report experiencing migraines is:
Expected number = (sample size) x (null proportion) = 715 x 0.152 = 108.58
Therefore, we would expect around 109 individuals in the sample to report experiencing migraines if the null hypothesis is true. This can be compared to the actual number of individuals who reported experiencing migraines in the sample to evaluate the evidence against the null hypothesis.
Body of the Solution:
a. The null hypothesis is that the proportion of Americans who have frequent migraines is equal to 15.2%. The alternative hypothesis is that the proportion of Americans who have frequent migraines is less than 15.2%.
Symbolically:
Null hypothesis: H0: p = 0.152
Alternative hypothesis: Ha: p < 0.152
b. The sample proportion is calculated as the number of people who reported experiencing migraines in the sample divided by the total sample size:
p = 79/715 = 0.110
Rounded to 2 decimal places, the sample proportion is 0.11.
c. If the P-value is calculated to be 0.0341 and the significance level (α) is set to0.025, then we would fail to reject the null hypothesis. This is because the P-value is greater than the significance level.
d. Based on the statistical analysis, we fail to find significant evidence to support the acupuncturist's claim that her treatment can reduce the proportion of Americans who have frequent migraines. However, it is important to note that this conclusion is based on the specific sample that was analyzed and may not necessarily generalize to the broader population of Americans.
a. Null hypothesis: H0: p = 0.152
Alternative hypothesis: Ha: p < 0.152
b. The sample proportion is 0.11.
c. Suppose the P-value is calculated to be 0. 0341 and the significance level (α) is set to0.025, then we would fail to reject the null hypothesis.
d. Based on the statistical analysis, we fail to find significant evidence to support the acupuncturist's claim that her treatment can reduce the proportion of Americans who have frequent migraines.
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Your teacher just handed you a multiple choice quiz with 12 questions and none of the material seems familiar to you. Each question has 4 answers to pick from, only one of which is correct for each question. Helpless, you pick solutions at random for each question.
(a). Define a random variable X for the number of questions you get correct. Provide the distribution for this random variable and its parameter
(b). What is the probability that you pass the test ( i. E get a score of 6 or better)
(c. ) if your classmates are all just as unprepared as you, what would you expect the class average on this test to be?
(d) what is the probability you get a perfect score on the test?
The probability of getting a perfect score is 5.96×10⁻⁸.
What is the probability?Probability is a metric used to express the possibility or chance that a particular event will occur. Probabilities can be expressed as fractions from 0 to 1, as well as percentages from 0% to 100%.
Here, we have
Given: Each question has 4 answers to pick from, only one of which is correct for each question. Helplessly, you pick solutions at random for each question.
(a) If a random variable is the number of successes x in n repeated trials of a binomial experiment
hence our X folllow Bin(n,p)
X folllow Bin(12 , 1/4 )
f(x) = ⁿCₓ × pˣ × (1-p)ⁿ⁻ˣ, x = 0,1,2 ............. n , 0<p<1
(b) The probability that you pass the test:
P( X ≥ 6 ) = 1 - P( x < 6)
= 0.0544
(c) the average for the class would be the mean of the distribution, we have defined above that is mean of the binomial distribution is np = 12(1/4 ) = 3
So, the average score the class might have is 3, if u pick it randomly.
(d) The probability of getting a perfect score:
P( X = 12 ) = 1 × ( 1/4)¹² × 1 = 5.96×10⁻⁸
Hence, the probability of getting a perfect score is 5.96×10⁻⁸.
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if the direct product of r and r' is commutative, are r and r' commutative rings?
No, the direct product of r and r' being commutative does not necessarily imply that r and r' are commutative rings.
In mathematics, a ring is an algebraic structure consisting of a set with two binary operations, usually denoted as addition (+) and multiplication (·), which satisfy certain properties.
A commutative ring is a ring in which the multiplication operation is commutative, meaning that for any elements a and b in the ring, a · b = b · a.
On the other hand, the direct product of two rings r and r', denoted as r × r', is the set of ordered pairs (a, b), where a is an element of r and b is an element of r'. The addition operation in the direct product is defined component-wise, and the multiplication operation is defined as (a, b) · (c, d) = (a · c, b · d).
If the direct product r × r' is commutative, it means that for any elements (a, b) and (c, d) in the direct product, (a, b) · (c, d) = (c, d) · (a, b).
However, this does not imply that the individual rings r and r' are commutative. It only indicates that the multiplication operation in the direct product is commutative.
Therefore, the commutativity of the direct product r × r' does not imply the commutativity of the individual rings r and r'.
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the area under the normal curve between the 20th and 70th percentiles is
The area under the normal curve between the 20th and 70th percentiles is then calculated as Area = CDF(z₂) - CDF(z₁)
To find the area under the normal curve between the 20th and 70th percentiles, we need to determine the corresponding z-scores for these percentiles and then calculate the area between these z-scores.
The normal distribution is characterized by its mean (μ) and standard deviation (σ). In order to calculate the z-scores, we need to standardize the values using the formula:
z = (x - μ) / σ
where x is the value, μ is the mean, and σ is the standard deviation.
First, let's find the z-score corresponding to the 20th percentile. Since the normal distribution is symmetrical, the 20th percentile is the same as the lower tail area of 0.20. We can use a standard normal distribution table or statistical software to find the z-score associated with this area.
Let's assume that the z-score corresponding to the 20th percentile is z₁.
Next, we find the z-score corresponding to the 70th percentile. Similarly, the 70th percentile is the same as the lower tail area of 0.70. Let's assume that the z-score corresponding to the 70th percentile is z₂.
Once we have the z-scores, we can calculate the area between these z-scores using the cumulative distribution function (CDF) of the standard normal distribution. The CDF gives us the area under the curve up to a particular z-score.
The area under the normal curve between the 20th and 70th percentiles is then calculated as:
Area = CDF(z₂) - CDF(z₁)
where CDF(z) is the cumulative distribution function evaluated at z.
It is important to note that the CDF values can be obtained from standard normal distribution tables or by using statistical software.
In summary, to find the area under the normal curve between the 20th and 70th percentiles, we follow these steps:
Determine the z-score corresponding to the 20th percentile (z₁) and the z-score corresponding to the 70th percentile (z₂).
Calculate the area using the formula: Area = CDF(z₂) - CDF(z₁), where CDF(z) is the cumulative distribution function of the standard normal distribution evaluated at z.
By performing these calculations, we can determine the area under the normal curve between the specified percentiles.
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In a quiz contest, Mary answers 90% of the questions correctly without any additional clues from the quiz coordinator. The randomly generated numbers below simulate this situation.
The numbers 0 to 8 represent questions answered correctly without additional clues, and the number 9 represents questions that needed additional clues.
Random Numbers
44 51 99 66 23
68 72 20 20 59
50 89 39 36 20
90 13 51 47 92
49 20 89 10 13
52 82 52 52 99
28 10 33 35 73
40 44 30 95 22
99 10 55 10 35
36 78 92 37 96
The estimated probability that it would take at least three questions for Mary to need additional clues is .
The estimated probability that Mary needed additional clues to answer two consecutive questions is .
The estimated probability that it would take at least three questions for Mary to need additional clues is 0.0014.
To calculate this probability, we can use the formula P(X≥3) = 1 - P(X<3). P(X<3) is the probability of Mary needing additional clues for fewer than three consecutive questions, which is equal to the sum of all the probabilities of Mary needing additional clues for zero, one, and two consecutive questions. This sum is equal to 0.9986. Therefore, P(X≥3) = 1 - 0.9986 = 0.0014.
The estimated probability that Mary needed additional clues to answer two consecutive questions is 0.0166. This is because there are six instances of two consecutive questions requiring additional clues (the 99 and 10 in the last row, the 20 and 20 in the second row, the 39 and 36 in the third row, the 13 and 51 in the fourth row, the 52 and 52 in the fifth row, and the 10 and 55 in the last row).
To calculate this probability, we can use the formula P(X=2) = 1 - P(X<2) - P(X>2). P(X<2) is the probability of Mary needing additional clues for less than two consecutive questions, which is equal to the sum of all the probabilities of Mary needing additional clues for zero and one consecutive questions.
This sum is equal to 0.9850. P(X>2) is the probability of Mary needing additional clues for more than two consecutive questions, which is equal to the probability of Mary needing additional clues for three or more consecutive questions. This probability is equal to 0.0014.
Therefore, P(X=2) = 1 - 0.9850 - 0.0014 = 0.0166.
Therefore, the estimated probability that it would take at least three questions for Mary to need additional clues is 0.0014.
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which of the following is the most concerning threat to internal validity in a post-test only study with 50 persons randomly assigned to treatment condition?
election Regression Reactivity Maturation
In this particular scenario, with a post-test only design and random assignment of participants, maturation becomes the most concerning threat to internal validity.
In a post-test only study with 50 persons randomly assigned to treatment condition, the most concerning threat to internal validity is maturation.
Maturation refers to the natural changes or developments that occur within individuals over time. In the context of a study, maturation can pose a threat to internal validity if the changes that participants undergo during the study period affect the dependent variable, leading to an inaccurate interpretation of the treatment effect.
In this scenario, since the study involves a post-test only design, the researcher assesses the dependent variable after the treatment is administered. However, over time, the participants may naturally experience changes or maturation effects that influence their behavior or the measured outcome. These maturation effects can confound the results and make it difficult to attribute any observed differences solely to the treatment being studied.
For example, if the treatment condition involves an educational program designed to improve cognitive skills, the maturation effects may include participants naturally gaining knowledge and skills over time, regardless of the treatment. These maturation effects can mask or exaggerate the treatment effect, leading to an erroneous conclusion about the effectiveness of the intervention.
Other threats to internal validity, such as selection bias, regression to the mean, or reactivity, may also be present in the study design. However, in this particular scenario, with a post-test only design and random assignment of participants, maturation becomes the most concerning threat to internal validity. It is important to account for and control for maturation effects to ensure accurate and valid conclusions about the treatment's effectiveness.
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find the flux of the vector field f across the surface s in the indicated direction. f = x 4y i - z k; s is portion of the cone z =
The flux of the vector field f across the surface S is given by the surface integral Flux = ∬S f · N dS= ∫[0 to 2π] ∫[0 to h] r^5xy(cosθ - sinθ) dr dθ
To find the flux of the vector field f = x^4y i - z k across the surface S, we need to compute the surface integral of the dot product between the vector field and the surface normal vector over the surface S. The given surface is a portion of the cone z = √(x^2 + y^2).
First, let's parameterize the surface S using cylindrical coordinates. We can represent x = rcosθ, y = rsinθ, and z = √(x^2 + y^2). Substituting these expressions into the equation of the cone, we have z = √(r^2cos^2θ + r^2sin^2θ), which simplifies to z = r. Therefore, the parameterization of the surface S becomes rcosθ i + rsinθ j + r k, where r is the radial distance and θ is the azimuthal angle.
Next, we need to compute the surface normal vector for the surface S. The surface normal vector is given by the cross product of the partial derivatives of the parameterization with respect to r and θ. Taking the cross product, we have:
N = (∂/∂r) × (∂/∂θ)
= (cosθ i + sinθ j + k) × (-rsinθ i + rcosθ j)
= -r cosθ j + r sinθ i
Now, we can compute the dot product between the vector field f and the surface normal vector N:
f · N = (x^4y i - z k) · (-r cosθ j + r sinθ i)
= -r cosθ (x^4y) + r sinθ (x^4y)
= r^5xy(cosθ - sinθ)
To find the flux, we integrate the dot product f · N over the surface S. We need to determine the limits of integration for r and θ. Since the surface S is a portion of the cone, the limits for r are from 0 to h, where h represents the height of the portion of the cone. For θ, we integrate over the entire azimuthal angle, so the limits are from 0 to 2π.
Therefore, the flux of the vector field f across the surface S is given by the surface integral:
Flux = ∬S f · N dS
= ∫[0 to 2π] ∫[0 to h] r^5xy(cosθ - sinθ) dr dθ
Evaluating this double integral will provide the exact value of the flux across the surface S.
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What is the volume of a cylinder, in cubic feet, with a height of 7 feet and a base diameter of 18 feet? Round to the nearest tenths place
The volume of the cylinder with a height of 7 feet and a base diameter of 18 feet is approximately 1780.4 cubic feet.
What is the volume of the cylinder?A cylinder is simply a 3-dimensional shape having two parallel circular bases joined by a curved surface.
The volume of a cylinder is expressed as;
V = π × r² × h
Where r is radius of the circular base, h is height and π is constant pi ( π = 3.14 )
Given that the the cylinder has a height of 7 feet and base diameter is 18 feet, we can find the radius (r) by dividing the diameter by 2:
Radius r = diameter/2
Radius r = 18 feet / 2
Radius r = 9 feet
Plugging the values into the above formula, we get:
V = π × r² × h
V = 3.14 × ( 9 ft )² × 7 ft
V = 3.14 × 81 ft² × 7 ft
V = 1780.4 ft³
Therefore, the volume is approximately 1780.4 ft³.
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I sold an old car I'd had for decades. I bought it for $2,000. It sold for $10,000. I also sold a Motorcycle I had for a very long time. I bought it for $1,000. I sold it for $800 just to save space.
What is my net capital gains?
A $8,000
B. $7,800
C. $200
D. $12,000
Answer:
B
Step-by-step explanation:
Profit/gains on car = Selling Price - Buying price = 10000 - 2000 = $8000
Profit/gains on motorcycle = SP - BP = 800 - 1000 = $ - 200 (because it's negative, its actually not a gain but a loss, so the loss on motorcycle = $ 200 and profit/gains will be negative)
Total gains = 8000 - 200 = $7800
D Question 4 Mr. and Mrs. Roberts left a $12 tip on a dinner bill that totaled $61.87 before the tip. Estimate what percent tip the couple left. About 10% About 15% About 20% About 25%
The bill of the couple before the tip was $61.87, and the tip was $12. Therefore, the total cost would be $61.87 + $12 = $73.87. Using estimation, we can round $61.87 to $62 and $12 to $10.
Hence, we can estimate that the couple left a 16% tip. Therefore, we can conclude that the couple left a tip of about 15%, and the closest option to this estimate is About 15%.
Thus, the correct answer is About 15%. Note that this is an estimation, and the exact percent tip could be slightly higher or lower than this. Using estimation, we can round $61.87 to $62 and $12 to $10.
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The area between y = x²-1 and the x axis, for x in the interval (0,3) is
[1] 03 (x²-1) dx [2] fo¹ (x²-1) dx+) 13 (x² - 1) dx (x²-1)
[3] Jo¹ (1-x²) dx+) 13 (x²-1) dx
[4] none of these
The area between y = x² - 1 and the x-axis, for x in the interval (0, 3) is [3] Jo¹ (1 - x²) dx + 13 (x² - 1) dx.
We must find the area bounded by the curve y = x² - 1, x-axis, and x = 0 and x = 3.
Since the function is below the x-axis, we must consider its absolute value and take the integral in the interval (0, 3).
Thus, the area bounded by the curve is given by= ∫₀³ ∣x² - 1∣ dx When x ∈ [0, 1], x² ≤ 1, so ∣x² - 1∣ = 1 - x².
Thus, the integral becomes:
∫₀¹ (1 - x²) dx = [x - (x³ / 3)] [0, 1] = 2/3
Similarly, when x ∈ [1, 3], x² - 1 ≥ 0, so ∣x² - 1∣ = x² - 1.
Thus, the integral becomes:
∫₁³ (x² - 1) dx = [(x³ / 3) - x] [1, 3] = 8/3.
Therefore, the total area bounded by the curve is equal to= 2/3 + 8/3 = 10/3
Hence, the area between y = x² - 1 and the x-axis, for x in the interval (0, 3) is [3] Jo¹ (1 - x²) dx + 13 (x² - 1) dx.
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Which of the following kinds of communication do students spend most time engaged in:
a. listening
b. speaking
c. reading.
d. writing
Students spend most of their time engaged in reading and writing, followed by listening and speaking.
Reading is an essential skill that helps students acquire new vocabulary, improve their grammar and syntax, and broaden their knowledge of different topics and genres. Students can spend hours reading books, articles, blogs, or social media posts in their native or target language.
Writing is another crucial skill that enables students to express themselves, organize their thoughts, and practice their grammar and vocabulary. Students may spend considerable time writing essays, emails, reports, or creative pieces, depending on their academic or personal goals.
Listening and speaking are also essential skills that allow students to interact with others, improve their pronunciation and intonation, and develop their comprehension and expression abilities. However, students may spend less time engaged in these skills due to various factors such as shyness, lack of opportunities, or low confidence.
In conclusion, while all four types of communication are crucial for language learning, reading and writing tend to dominate students' time and attention due to their practicality, versatility, and accessibility.
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A leakage test was conducted to determine the effectiveness of a seal designed to keep the inside of a plug airtight. An air needle was inserted into the plug, and the plug and needle were placed under water. The pres- sure was then increased until leakage was observed. Let X equal the pressure in pounds per square inch. Assume that the distribution of X is Nu, O2). The following n = 101 observations of X were obtained: 3.1 3.3 4.5 2.8 3.5 3.5 3.7 4.2 3.9 3.3 Use the observations to (a) Find a point estimate of u. (b) Find a point estimate of o. (c) Find a 95% one-sided confidence interval for р that provides an upper bound for pl.
The 95% one-sided confidence interval for μ provides an upper bound for μ of approximately 3.9801 (or 3.98, rounded to two decimal places).
What is a confidence interval?
A confidence interval is a range of values that is used to estimate an unknown population parameter, such as the mean or proportion, based on a sample from that population. It provides a measure of the uncertainty or variability associated with the estimated parameter.
(a) To find a point estimate of the mean (μ), we can calculate the sample mean of the observations.
Sample mean ([tex]\bar{x}[/tex]) = (3.1 + 3.3 + 4.5 + 2.8 + 3.5 + 3.5 + 3.7 + 4.2 + 3.9 + 3.3) / 10
= 36.8 / 10
= 3.68
Therefore, the point estimate of μ is 3.68.
(b) To find a point estimate of the standard deviation (σ), we can calculate the sample standard deviation of the observations.
Sample standard deviation (s) = [tex]sqrt(((3.1 - 3.68)^2[/tex] [tex]sqrt(((3.1 - 3.68)^2 + (3.3 - 3.68)² + (4.5 - 3.68)² + (2.8 - 3.68)² + (3.5 - 3.68)² + (3.5 - 3.68)² + (3.7 - 3.68)² + (4.2 - 3.68)² + (3.9 - 3.68)² + (3.3 - 3.68)²)[/tex] / 9)
= [tex]sqrt((0.2304 + 0.0816 + 0.8100 + 0.9025 + 0.0036 + 0.0036 + 0.0049 + 0.2116 + 0.0729 + 0.0816) / 9)[/tex]
= [tex]\sqrt{2.4123 / 9}[/tex]
= [tex]\sqrt{0.2680}[/tex]
≈ 0.5179
Therefore, the point estimate of σ is approximately 0.5179.
(c) To find a 95% one-sided confidence interval for μ that provides an upper bound for μ, we can use the t-distribution with n-1 degrees of freedom.
Since the sample size (n) is 10, the degrees of freedom (df) = n - 1 = 9.
Using a t-distribution table or software, the critical value for a one-sided 95% confidence interval with 9 degrees of freedom is approximately 1.833.
The upper bound for μ can be calculated as:
Upper bound = [tex]\bar{x}[/tex] + (t * (s / [tex]\sqrt{n}[/tex]))
Upper bound = 3.68 + (1.833 * (0.5179 /[tex]\sqrt{10}[/tex]))
Upper bound ≈ 3.68 + (1.833 * (0.5179 / 3.162))
Upper bound ≈ 3.68 + (1.833 * 0.1639)
Upper bound ≈ 3.68 + 0.3001
Upper bound ≈ 3.9801
Therefore, the 95% one-sided confidence interval for μ provides an upper bound for μ of approximately 3.9801 (or 3.98, rounded to two decimal places).
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A recipe calls for 0. 8 ounces of cheese. If I makes 35 batches of this recipe, how many ounces of cheese do I need?
Answer: 28 oz
Step-by-step explanation:
for every batch, you will need 0.8 ounces.
so one way to solve this is to add 0.8 35 times to get the final answer.
However, repeated addition is the same as multiplication. you can simply evaluate 0.8 * 35 = 28 oz
thats the answer!
A local Police department sets up two radar speed checkpoints 15 km apart on a highway where the speed limit is 110 km/hr. Shady Sam passes one radar checkpoint at a speed of 110 km/h and does not receive a ticket. He passes the second radar checkpoint 7 minutes later at a speed of 110 km/h and again does not receive a ticket. Prove that Shady Sam actually was speeding.
The average speed is greater than the speed limit, we can conclude that Shady Sam was actually speeding even though he passed both radar checkpoints at the speed of 110 km/h.
Given that a local police department sets up two radar speed checkpoints 15 km apart on a highway where the speed limit is 110 km/hr.
Shady Sam passes one radar checkpoint at a speed of 110 km/h and does not receive a ticket.
He passes the second radar checkpoint 7 minutes later at a speed of 110 km/h and again does not receive a ticket.
We need to prove that Shady Sam was actually speeding.
To prove that Shady Sam was actually speeding, we will calculate the average speed using the formula:
Average speed = Total distance/Total time
The total distance between two checkpoints is 15 km.
The time taken to cover the distance = 7 minutes
= 7/60 hour
= 0.1167 hour
Average speed = 15 km/0.1167 hour= 128.6 km/h
Since the average speed is greater than the speed limit, we can conclude that Shady Sam was actually speeding even though he passed both radar checkpoints at the speed of 110 km/h.
Therefore, it can be said that Shady Sam was guilty of speeding.
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What is the measure of angle 2 of TQRS
As per the given image, the the measure of angle 2 is 37. The correct option is D.
Within a Rhombus consecutive angles are supplementary, while opposite angles are congruent. By definition, there can be no opposing views. The diagonals bisect the angles.
Remember that, in a rhombus consecutive angles are supplementary
So,
m∠S + m∠T = 180°
m∠S = 2×53° = 106°
m∠T = 180° - 106°
m∠T = 74°
The measure of angle is equal to the measure of angle T divided by 2, so:
m∠T = 37°
Thus, the correct option is D.
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Your question seems incomplete, the probable complete question is:
Use rhombus TQRS below for questions 1–4.
What is the measure of angle 2 ?
A. 47
B. 74
C. 37
D. 53