in the sample size formula for a mean, the s stands for: a. sample size. b. standard error. c. sample estimate. d. variability.

Answers

Answer 1

The Correct option for this is  b: standard error.


- The sample size formula for a mean is given as n = (zα/2 * s / E)^2.
- Here, s represents the standard error of the mean, which is the standard deviation of the sample mean distribution.
- The standard error reflects the variability of the sample means around the true population mean.
- It is not the same as the sample size, which represents the number of observations in the sample.
- It is also not the same as the sample estimate, which is the calculated value of the sample mean.
- Similarly, it is not the same as variability, which can refer to the spread of data or the variance of the population.

Therefore,The Correct option for this is  b: standard error.


In summary, the s in the sample size formula for a mean stands for standard error, which is a measure of the variability of sample means around the population mean.

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Answer 2

The correct answer is d. variability.

In the sample size formula for a mean, the letter "s" represents variability. Variability refers to the extent to which data points in a sample differ from each other and from the mean. It is an important factor to consider when determining the appropriate sample size for a study.

When calculating the sample size needed to estimate a population mean, researchers often use the formula:

n = (Z * σ / E)²

Where:

- n represents the required sample size

- Z is the z-score corresponding to the desired level of confidence (e.g., 1.96 for a 95% confidence level)

- σ is the standard deviation of the population

- E is the desired margin of error

In this formula, the standard deviation (σ) represents the measure of variability in the population. It indicates how spread out or clustered the data points are around the mean. By incorporating variability into the sample size calculation, researchers can ensure that their sample adequately represents the population and provides accurate estimates of the mean.

It is worth noting that in practice, researchers often do not have access to the true population standard deviation (σ). In such cases, they may estimate it using preliminary data or historical information. This estimated standard deviation is denoted as s, which stands for sample standard deviation. However, in the context of calculating sample size, s does not represent sample size but rather an estimate of population variability.

To summarize, in the sample size formula for a mean, "s" stands for variability, specifically representing either the true population standard deviation (σ) or an estimated value of it (s).

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Related Questions

(iii) The equation 9+9x-x²-x³= k has one solution only when k < a and when k > b,
where a and b are integers.
Find the maximum value of a and the minimum value of b.

Answers

The maximum value of variable a is 7, and the minimum value of variable b is -9.

The equation 9+9x-x²-x³ = k has one solution only when k < a and when k > b, where a and b are integers.

The solution to this equation is -2, and this can be found by applying the quadratic formula.

The maximum value of variable a, in this case, is 7, and the minimum value of variable b is -9. This is because the equation can have one solution (in this case, -2) when k is less than or equal to 7, and when k is greater than or equal to -9.

For example, when k = 7, the equation becomes 9 + 9x -x² - x³ = 7, which simplifies to 9 + 9x - (x -1)(x + 2)(x + 1)= 7, from which we can see that the only solution is -2.

Similarly, when k = -9, the equation becomes 9 + 9x -x² - x³ = -9, which simplifies to 9 + 9x - (x -1)(x + 2)(x + 1)= -9, again showing that the only solution is -2.

Therefore, the maximum value of variable a is 7, and the minimum value of variable b is -9.

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(Thank you) question down there

Answers

Val dove 2.5 times farther than her friend.

To represent the difference in depth between Val and her friend, we can subtract their respective depths. Val's depth is -119 feet, and her friend's depth is -34 feet.

The equation to represent the difference in depth is:

Val's depth - Friend's depth = Difference in depth.

(-119) - (-34) = Difference in depth.

To subtract a negative number, we can rewrite it as adding the positive counterpart:

(-119) + 34 = Difference in depth.

Now we can simplify the equation:

-85 = Difference in depth.

The result, -85, represents the difference in depth between Val and her friend. However, since the question asks for how many times farther Val dove compared to her friend, we need to express the result as a multiplication equation.

Let's represent the number of times farther Val dove compared to her friend as 'x'. We can set up the equation:

Difference in depth = x * Friend's depth.

-85 = x * (-34).

To solve for x, we divide both sides of the equation by -34:

-85 / -34 = x.

Simplifying the division:

2.5 ≈ x.

Therefore, Val dove approximately 2.5 times farther than her friend.

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The supply for a particular item is given by the function S(x) = 12 + 10z. Find the producer's surplus if the equilibrium price of a unit $202. The producer's surplus is $1 TIP Enter your answer as an integer or decimal number

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Based on the given information, the producer's surplus is $1, indicating the additional value producers gain from selling the item at a price higher than the equilibrium price of $202. However, without further details about the quantity supplied, we cannot determine the exact producer's surplus.

The producer's surplus represents the additional value that producers gain from selling an item at a price higher than the equilibrium price. In this case, the equilibrium price is $202, and we want to find the producer's surplus. The given information states that the producer's surplus is $1, indicating the extra value producers receive from selling the item at a price higher than the equilibrium price. The producer's surplus can be calculated as the difference between the price received by producers and the minimum price at which they are willing to supply the item. In this case, the equilibrium price is $202. To determine the producer's surplus, we need to find the minimum price at which producers are willing to supply the item. The supply function is given as S(x) = 12 + 10x, where x represents the quantity supplied.

Since we are given the equilibrium price but not the corresponding quantity supplied, we cannot calculate the exact producer's surplus. Without knowing the specific quantity supplied at the equilibrium price, we cannot determine the area between the supply curve and the equilibrium price line, which represents the producer's surplus. Given that the producer's surplus is mentioned to be $1, it implies a relatively small difference between the price received by producers and their minimum acceptable price. This could suggest that the supply for the item is relatively elastic, meaning that producers are willing to supply slightly more than the equilibrium quantity at the given price.

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the scoring function that tells us which fraction of the variation around the mean is explained by a model is called:

Answers

The scoring function that quantifies the fraction of the variation around the mean explained by a model is called the coefficient of determination or R-squared.

The coefficient of determination, often denoted as R-squared (R²), is a statistical measure that assesses the proportion of the total variation in the dependent variable (response variable) that is explained by the independent variables (predictor variables) in a regression model. It is a scoring function used to evaluate the goodness of fit of the model.

R-squared is calculated by taking the ratio of the explained variation to the total variation. The explained variation is the sum of squared differences between the predicted values and the mean of the dependent variable, while the total variation is the sum of squared differences between the actual values and the mean of the dependent variable.

The resulting R-squared value ranges between 0 and 1. A higher R-squared value indicates that a larger proportion of the variation in the dependent variable is explained by the model, implying a better fit. Conversely, a lower R-squared value suggests that the model explains a smaller fraction of the total variation and may not adequately capture the relationship between the variables.

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Explain the following briefly. 13/14. Let f(x) = x³ + 6x² - 15x - 10. (1) Find the intervals of increase/decrease of the function. (2) Find the local maximum and minimum points. (3) Find the interval on which the graph is concave up/down.

Answers

1) The function f(x) is decreasing in the interval (-∞, -5) and increasing in the intervals (-5, 1) and (1, +∞).

2) From our calculations, we find that f''(1) > 0, indicating a local minimum at x = 1, and f''(-5) < 0, indicating a local maximum at x = -5.

3) The graph of the function f(x) = x³ + 6x² - 15x - 10 is concave up for x > -2 and concave down for x < -2.

To determine the intervals of increase and decrease, we need to analyze the behavior of the function's derivative. The derivative of a function measures its rate of change at each point. If the derivative is positive, the function is increasing, and if it is negative, the function is decreasing.

To find the derivative of f(x), we differentiate the function term by term:

f'(x) = 3x² + 12x - 15.

Now, we can solve for when f'(x) = 0 to identify the critical points. Setting f'(x) = 0 and solving for x, we get:

3x² + 12x - 15 = 0.

We can factor this quadratic equation:

(3x - 3)(x + 5) = 0.

By solving for x, we find two critical points: x = 1 and x = -5.

Now, we can create a sign chart by selecting test points in each of the three intervals: (-∞, -5), (-5, 1), and (1, +∞). Plugging these test points into f'(x), we can determine the sign of f'(x) in each interval. This will help us identify the intervals of increase and decrease for the original function f(x).

After evaluating the test points, we find that f'(x) is negative in the interval (-∞, -5) and positive in the intervals (-5, 1) and (1, +∞).

To find the local maximum and minimum points, we need to analyze the behavior of the function itself. These points occur where the function changes from increasing to decreasing or from decreasing to increasing.

To determine the local maximum and minimum points, we can examine the critical points and the endpoints of the intervals. In this case, we have two critical points at x = 1 and x = -5.

To evaluate whether these points are local maxima or minima, we can use the second derivative test. We find the second derivative by differentiating f'(x):

f''(x) = 6x + 12.

Now, we can evaluate f''(x) at the critical points x = 1 and x = -5. Substituting these values into f''(x), we get:

f''(1) = 6(1) + 12 = 18 (positive value)

f''(-5) = 6(-5) + 12 = -18 (negative value)

According to the second derivative test, if f''(x) is positive at a critical point, then the function has a local minimum at that point. Conversely, if f''(x) is negative, the function has a local maximum.

To determine where the graph of the function is concave up or down, we need to analyze the behavior of the second derivative, f''(x). When f''(x) is positive, the graph is concave up, and when f''(x) is negative, the graph is concave down.

From our previous calculations, we found that f''(x) = 6x + 12. Evaluating this expression, we see that f''(x) is positive for all x > -2 and negative for all x < -2.

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(b) y = 1. Find for each of the following: (a) y = { (c) +-7 (12 pts) 2. Find the equation of the tangent line to the curve : y += 2 + at the point (1, 1) (8pts) 3. Find the absolute maximum and absol

Answers

2. The equation of the tangent line to the curve y = x² + 2 at the point (1, 1) is y = 2x - 1.

3. The absolute maximum value of f(x) = -12x + 1 on the interval [1, 3] is -11, and the absolute minimum value is -35.

2. Find the equation of the tangent line to the curve: y = x² + 2 at the point (1, 1).

To find the equation of the tangent line, we need to determine the slope of the tangent line at the given point and use it to form the equation.

Given point:

P = (1, 1)

Step 1: Find the derivative of the curve

dy/dx = 2x

Step 2: Evaluate the derivative at the given point

m = dy/dx at x = 1

m = 2(1) = 2

Step 3: Form the equation of the tangent line using the point-slope form

y - y1 = m(x - x1)

y - 1 = 2(x - 1)

y - 1 = 2x - 2

y = 2x - 1

3. Find the absolute maximum and absolute minimum values of f(x) = -12x + 1 on the interval [1, 3].

To find the absolute maximum and minimum values, we need to evaluate the function at the critical points and endpoints within the given interval.

Given function:

f(x) = -12x + 1

Step 1: Find the critical points by taking the derivative and setting it to zero

f'(x) = -12

Set f'(x) = 0 and solve for x:

-12 = 0

Since the derivative is a constant and does not depend on x, there are no critical points within the interval [1, 3].

Step 2: Evaluate the function at the endpoints and critical points

f(1) = -12(1) + 1 = -12 + 1 = -11

f(3) = -12(3) + 1 = -36 + 1 = -35

Step 3: Determine the absolute maximum and minimum values

The absolute maximum value is the largest value obtained within the interval, which is -11 at x = 1.

The absolute minimum value is the smallest value obtained within the interval, which is -35 at x = 3.

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The question is -

2. Find the equation of the tangent line to the curve: y += 2 + at the point (1, 1).

3. Find the absolute maximum and absolute minimum values of f(x) = -12x +1 on the interval [1, 3].

1. (8 pts) A particle starts at the point (0, 1) and moves along the semicircle r=v1-y to (0, -1). Find the work done on this particle by the force field F(x, y) = (3y. -3x).

Answers

The particle moving along a semicircle from (0, 1) to (0, -1) under the force field F(x, y) = (3y, -3x) requires calculating the work done on the particle and the final answer is 6

To find the work done on the particle, we need to integrate the dot product of the force field F and the displacement vector along the path. Let's parameterize the semicircle path by setting [tex]y = 1 - x^2[/tex]and calculate the corresponding x-values.

Substituting this into the force field, we get [tex]F(x) = (3(1 - x^2), -3x)[/tex]. Now, let's calculate the displacement vector d

Let P(t) be the population (in millions) of a certain city t years after 1990, and suppose that P(t) satisfies the differential equation P=.05P(t), P(0)=6. (a) Find the formula for P(t). P(t) = (Type

Answers

The formula for P(t), the population of the city t years after 1990, can be expressed as P(t) = 6e^(0.05t), where e is the base of the natural logarithm and t represents the number of years since 1990.

The given differential equation, P' = 0.05P(t), represents the rate of change of the population, where P' denotes the derivative of P(t) with respect to t.

To solve this differential equation, we can separate the variables by dividing both sides by P(t) and dt, giving us P' / P(t) = 0.05 dt.

Integrating both sides of the equation yields ∫ (1 / P(t)) dP = ∫ 0.05 dt.

The left-hand side can be integrated as ln|P(t)|, and the right-hand side simplifies to 0.05t + C, where C is the constant of integration.

Thus, we have ln|P(t)| = 0.05t + C. To find the value of C, we use the initial condition P(0) = 6.

Substituting t = 0 and P(t) = 6 into the equation, we get ln|6| = C, and since ln|6| is a constant, we can write C = ln|6| as a specific value.

Therefore, the equation becomes ln|P(t)| = 0.05t + ln|6|.

Exponentiating both sides gives us |P(t)| = e^(0.05t + ln|6|). Since the population cannot be negative, we can drop the absolute value, resulting in P(t) = e^(0.05t) * 6.

Simplifying further, we arrive at P(t) = 6e^(0.05t), which represents the formula for the population of the city t years after 1990.

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dakota randomly selected three different integers $1$ through $6.$ what is the probability that the three numbers selected could be the sides of a triangle? express your answer as a common fraction.

Answers

Therefore, the probability that the three numbers selected could be the sides of a triangle is 1/2, or expressed as a common fraction.

To determine whether the three numbers selected could be the sides of a triangle, we need to check if they satisfy the triangle inequality theorem, which states that the sum of the lengths of any two sides of a triangle must be greater than the length of the third side.

Let's consider the possibilities:

If the largest number selected is 6, then the sum of the two smaller numbers must be greater than 6. There are four cases where this condition is satisfied: (1, 2, 3), (1, 2, 4), (1, 2, 5), and (1, 3, 4).

If the largest number selected is 5, then the sum of the two smaller numbers must be greater than 5. There are three cases where this condition is satisfied: (1, 2, 3), (1, 2, 4), and (1, 3, 4).

If the largest number selected is 4, then the sum of the two smaller numbers must be greater than 4. There are three cases where this condition is satisfied: (1, 2, 3), (1, 2, 4), and (1, 3, 4).

In total, there are 10 cases where the three numbers selected could be the sides of a triangle. Since there are 6 choose 3 (6C3) ways to select three different integers from 1 to 6, the probability is given by:

Probability = Number of favorable outcomes / Total number of possible outcomes

= 10 / 6C3

= 10 / 20

= 1/2

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Find the power series representation in x of each of the functions below. Write the series in sigma notation and determine its radius of convergence
f(x) = x^2 ln(1+3x)

Answers

The power series representation in x is given by : f(x) = ∑ (n=0 to ∞) [(1/9) * ((-1)ⁿ⁺¹ * (n+1)!) / n!] * (3x)ⁿ²

The radius of convergence is 1 < y < 3 or 1/3 < x < 1.

To find the power series representation in x of the function f(x) = x²ln(1+3x), the following is the solution:

Let y=1+3x

Now, we can say y - 1 = 3x, thus x = (y-1)/3

If we substitute y in our function, we get:

f((y-1)/3) = ((y-1)/3)² ln(y)

f(x) = ((1/9) * (y² - 2y + 1)) ln(y)

Now, let's expand ln(y) into a power series using Maclaurin series as shown below:

ln(y) = (y - 1) - (y - 1)²/2 + (y - 1)³/3 - ...

Now, substitute ln(y) in our function:

f(x) = ((1/9) * (y² - 2y + 1)) * [(y - 1) - (y - 1)²/2 + (y - 1)³/3 - ...]

f(x) = [(1/9) * ((y² - 2y + 1) * (y - 1))] - [(1/9) * ((y² - 2y + 1) * (y - 1)²/2)] + [(1/9) * ((y² - 2y + 1) * (y - 1)³/3)] - ...

This is the power series representation of f(x) in sigma notation.Now, let's determine its radius of convergence. Using ratio test:

aₙ = (1/9) * ((y² - 2y + 1) * (y - 1)) * ((y - 1)/y)ⁿ₋¹

Therefore, |aₙ+1/aₙ| = |(y - 1)/(y + 1)|

This value of |(y - 1)/(y + 1)| should be less than 1 for the series to converge. Therefore:

|(y - 1)/(y + 1)| < 1

=> -1 < (y - 1)/(y + 1) < 1

=> -y - 1 < -2 < y - 1

=> -y < -1 < y

=> 1 < y < 3

Therefore, the radius of convergence is 1 < y < 3 or 1/3 < x < 1.

The power series representation in x is given by: f(x) = ∑ (n=0 to ∞) [(1/9) * ((-1)ⁿ⁺¹ * (n+1)!) / n!] * (3x)ⁿ²

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3. If you invest $2000 compounded continuously at 3% per annum, how much will this investment be worth in 4 years?

Answers

If you invest $2000 compounded continuously at a 3% interest rate per annum, the investment will be worth approximately $2,254.99 in 4 years.

To calculate the future value of an investment compounded continuously, you can use the formula:

[tex]A = P * e^{rt}[/tex]

Where:

A is the future value of the investment

P is the principal amount (initial investment)

e is the mathematical constant approximately equal to 2.71828

r is the interest rate (in decimal form)

t is the time period (in years)

In this case, the principal amount (P) is $2000, the interest rate (r) is 3% (or 0.03 as a decimal), and the time period (t) is 4 years.

Plugging in the values, we can calculate the future value (A):

[tex]A = 2000 * e^{0.03 * 4}[/tex]

Using a calculator, we can evaluate the exponential term:

[tex]A = 2000 * e^{0.12}[/tex]

A = 2000 * 1.12749685158

A = $ 2,254.99

Therefore, if you invest $2000 compounded continuously at a 3% interest rate per annum, the investment will be worth approximately $2,254.99 in 4 years.

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Question #3 C8: "Find the derivative of a function using a combination of Product, Quotient and Chain Rules, or combinations of these and basic derivative rules." Use "shortcut" formulas to find

Answers

To find the derivative of a function using a combination of Product, Quotient, and Chain Rules, we can apply the shortcut formulas associated with each rule.

These formulas provide a quick way to differentiate functions that involve products, quotients, and compositions. When using the Product Rule, the shortcut formula states that if we have two functions u(x) and v(x), the derivative of their product is given by: (d/dx)(u(x) * v(x)) = u'(x) * v(x) + u(x) * v'(x). Similarly, when using the Quotient Rule, the shortcut formula states that if we have two functions u(x) and v(x), the derivative of their quotient is given by: (d/dx)(u(x) / v(x)) = (u'(x) * v(x) - u(x) * v'(x)) / (v(x))^2. Lastly, when using the Chain Rule, the shortcut formula states that if we have a composition of two functions f(g(x)), the derivative is given by: (d/dx)(f(g(x))) = f'(g(x)) * g'(x)

By combining these shortcut formulas with basic derivative rules such as the power rule, exponential rule, and trigonometric rule, we can efficiently find the derivative of a function. It is important to correctly apply these rules and formulas, taking into account the order of operations and applying the rules iteratively if necessary.

By employing these shortcut formulas and rules, we can differentiate functions involving products, quotients, and compositions without explicitly expanding and simplifying the expression. This allows us to find derivatives more efficiently and accurately. However, it is essential to be cautious and double-check the application of the rules to avoid any mistakes in the process.

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Find the solution of the given initial value problem.
ty′+4y=t2−t+7, y(1)=6, t>0
Enclose numerators and denominators in parentheses. For example, (a−b)/(1+n).
y=

Answers

The solution to the initial value problem:

[tex]\[y = \frac{1}{7}t^3 - \frac{1}{6}t^2 + \frac{7}{4} + \frac{6 - \frac{1}{7} + \frac{1}{6} - \frac{7}{4}}{t^4}\][/tex]

What is the first-order linear differential equation?

A first-order linear differential equation is a type of ordinary differential equation (ODE) that can be expressed in the form:

[tex]\[\frac{dy}{dt} + P(t)y = Q(t),\][/tex]

where y is the dependent variable,t is the independent variable, and [tex]$P(t)$[/tex] and [tex]$Q(t)$[/tex] are given functions of t.

To solve the given initial value problem:

[tex]\[ty' + 4y = t^2 - t + 7, \quad y(1) = 6, \quad t > 0\][/tex]

We can use the method of integrating factors to solve this linear first-order differential equation.

First, we rewrite the equation in standard form:

[tex]\[y' + \frac{4}{t}y = \frac{t}{t}^2 - \frac{t}{t} + \frac{7}{t}\][/tex]

The integrating factor is given by [tex]\(\mu(t) = e^{\int \frac{4}{t} \, dt} = e^{4\ln t} = t^4\).[/tex] Multiplying both sides of the equation by the integrating factor, we have:

[tex]\[t^4y' + 4t^3y = t^6 - t^5 + 7t^3\][/tex]

Now, we can rewrite the left side of the equation as the derivative of the product

[tex]\(t^4y\):\[\frac{d}{dt}(t^4y) = t^6 - t^5 + 7t^3\][/tex]

Integrating both sides with respect to t, we get:

[tex]\[t^4y = \int (t^6 - t^5 + 7t^3) \, dt\][/tex]

Simplifying and integrating each term separately:

[tex]\[t^4y = \frac{1}{7}t^7 - \frac{1}{6}t^6 + \frac{7}{4}t^4 + C\][/tex]

Where [tex]\(C\)[/tex]is the constant of integration.

Now, we can solve for y by dividing both sides by[tex]\(t^4\):\[y = \frac{1}{7}t^3 - \frac{1}{6}t^2 + \frac{7}{4} + \frac{C}{t^4}\][/tex]

Using the initial condition[tex]\(y(1) = 6\),[/tex] we can substitute [tex]\(t = 1\) and \(y = 6\)[/tex] into the equation to find the value of[tex]\(C\):\[6 = \frac{1}{7} - \frac{1}{6} + \frac{7}{4} + \frac{C}{1^4}\][/tex]

Simplifying and solving for

[tex]\(C\):\[C = 6 - \frac{1}{7} + \frac{1}{6} - \frac{7}{4}\][/tex]

Finally, substituting the value of C back into the equation for y we get the solution to the initial value problem:

[tex]\[y = \frac{1}{7}t^3 - \frac{1}{6}t^2 + \frac{7}{4} + \frac{6 - \frac{1}{7} + \frac{1}{6} - \frac{7}{4}}{t^4}\][/tex]

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use the linear correlation coefficient given to determine the coefficient of determination, r^2 . interpret each r^2 .
a. r=-0.32
b. r=0.13
c. r=0.40
d. r=0.93

Answers

a. [tex]r^2 = 0.1024[/tex]: Approximately 10.24% of the variance in the dependent variable can be explained by the independent variable(s).

b. [tex]r^2 = 0.0169[/tex]: Only about 1.69% of the variance in the dependent variable can be explained by the independent variable(s).

c. [tex]r^2 = 0.1600[/tex]: Approximately 16% of the variance in the dependent variable can be explained by the independent variable(s).

d. [tex]r^2 = 0.8649[/tex]: About 86.49% of the variance in the dependent variable can be explained by the independent variable(s).

What is variance?

In statistics, variance is a measure of the spread or dispersion of a set of data points around the mean. It quantifies the average squared deviation of each data point from the mean.

The coefficient of determination, denoted as [tex]r^2[/tex], represents the proportion of the variance in the dependent variable that can be explained by the independent variable(s). It ranges between 0 and 1, where 0 indicates no linear relationship, and 1 indicates a perfect linear relationship.

To determine the coefficient of determination, we square the linear correlation coefficient (r) to find [tex]r^2[/tex].

Let's calculate the coefficient of determination for each given linear correlation coefficient:

[tex]a. r = -0.32\\\\r^2 = (-0.32)^2 = 0.1024[/tex]

The coefficient of determination, [tex]r^2[/tex], is approximately 0.1024. This means that about 10.24% of the variance in the dependent variable can be explained by the independent variable(s).

[tex]b. r = 0.13\\\\r^2 = (0.13)^2 = 0.0169[/tex]

The coefficient of determination, [tex]r^2[/tex], is approximately 0.0169. This means that only about 1.69% of the variance in the dependent variable can be explained by the independent variable(s).

[tex]c. r = 0.40\\\\r^2 = (0.40)^2 = 0.1600[/tex]

The coefficient of determination, [tex]r^2[/tex], is 0.1600. This means that approximately 16% of the variance in the dependent variable can be explained by the independent variable(s).

[tex]d. r = 0.93\\\\r^2 = (0.93)^2 = 0.8649[/tex]

The coefficient of determination, [tex]r^2[/tex], is approximately 0.8649. This indicates that about 86.49% of the variance in the dependent variable can be explained by the independent variable(s).

In summary:

a. [tex]r^2 = 0.1024[/tex]: Approximately 10.24% of the variance in the dependent variable can be explained by the independent variable(s).

b. [tex]r^2 = 0.0169[/tex]: Only about 1.69% of the variance in the dependent variable can be explained by the independent variable(s).

c. [tex]r^2 = 0.1600[/tex]: Approximately 16% of the variance in the dependent variable can be explained by the independent variable(s).

d. [tex]r^2 = 0.8649[/tex]: About 86.49% of the variance in the dependent variable can be explained by the independent variable(s).

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let a = . (a) (5 pts) describe the set of all solutions to the homogeneous system ax = 0. (b) (12 pts) find a−1, if it exists.

Answers

The set of all solutions to the homogeneous system ax = 0, where 'a' is a scalar, is the null space or kernel of the matrix 'a'. To find the inverse of 'a', we need to check if 'a' is invertible. If 'a' is non-zero, then its inverse 'a^-1' exists and is equal to 1/a. However, if 'a' is zero, it does not have an inverse.

To describe the set of all solutions to the homogeneous system ax = 0, we consider the equation in the form of a matrix-vector multiplication: A*x = 0, where A is a matrix consisting of 'a' as its scalar entry and x is the vector. The homogeneous system ax = 0 represents a linear equation in which the right-hand side is the zero vector.

The solution to this system, x, is the null space or kernel of the matrix 'a'. The null space is the set of all vectors x such that Ax = 0. If 'a' is a non-zero scalar, the null space consists only of the zero vector since any non-zero vector multiplied by 'a' would not equal zero. However, if 'a' is zero, then any vector can be a solution since the equation would always yield zero.

To find the inverse of 'a', we need to check if 'a' is invertible. If 'a' is a non-zero scalar, then it has an inverse 'a^-1' which is equal to 1/a. Multiplying 'a' by its inverse would yield the identity matrix. However, if 'a' is zero, it does not have an inverse. The concept of an inverse is defined for non-zero values only.

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E Determine whether the series converges or diverges. Justify your answer. Σ- 2 an (n° +4)

Answers

The limit is a constant value (-2a), indicating that the given series shares the same convergence behavior as the series Σ1/n^2. Therefore, if Σ1/n^2 converges, the series Σ(-2an)/(n^2 + 4) also converges.

Since Σ1/n^2 converges, we can conclude that the series Σ(-2an)/(n^2 + 4) converges as well.

To determine whether the series Σ(-2an)/(n^2 + 4) converges or diverges, we need to analyze the behavior of the terms as n approaches infinity.

First, let's consider the individual term (-2an)/(n^2 + 4). As n approaches infinity, the denominator n^2 + 4 dominates the term since the degree of n is higher than the degree of an. Therefore, we can ignore the coefficient -2an and focus on the behavior of the denominator.

The denominator n^2 + 4 approaches infinity as n increases. As a result, the term (-2an)/(n^2 + 4) approaches zero since the numerator is fixed (-2an) and the denominator grows larger and larger.

Now, let's examine the series Σ(-2an)/(n^2 + 4) as a whole. Since the terms approach zero as n approaches infinity, this suggests that the series has a chance to converge.

To further investigate, we can apply the limit comparison test. We compare the given series with a known convergent series. Let's consider the series Σ1/n^2. This series converges as it is a p-series with p = 2, and its terms approach zero.

Using the limit comparison test, we calculate the limit:

lim (n→∞) (-2an)/(n^2 + 4) / (1/n^2)

= lim (n→∞) -2an / (n^2 + 4) * n^2

= lim (n→∞) -2a / (1 + 4/n^2)

= -2a.

The limit is a constant value (-2a), indicating that the given series shares the same convergence behavior as the series Σ1/n^2. Therefore, if Σ1/n^2 converges, the series Σ(-2an)/(n^2 + 4) also converges.

Since Σ1/n^2 converges, we can conclude that the series Σ(-2an)/(n^2 + 4) converges as well.

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7. Let f(x) = -3x+ 9x - 3. a. Determine the x values where f'(x) = 0. b. Fill in the table below to find the open intervals on which the function is increasing or decreasing Select a test value for ea

Answers

The function f(x) = -3x + 9x - 3 is increasing on the interval (-∞, +∞) which entire real number line.

To find the x-values where f'(x) = 0, we need to determine the critical points of the function. The derivative of f(x) is denoted as f'(x) and represents the rate of change of f(x) with respect to x. Let's calculate f'(x) first:

f(x) = -3x + 9x - 3

To find f'(x), we differentiate each term separately:

f'(x) = (-3)'x + (9x)' + (-3)'

= 0 + 9 + 0

= 9

The derivative of f(x) is 9, which is a constant. It means that f(x) does not depend on x, and there are no critical points or values of x where f'(x) = 0.

Now, let's proceed to the table for determining the intervals of increasing and decreasing:

Intervals | Test Value | f'(x) | Conclusion

(-∞, +∞)   |        0          |   9  |   Increasing

Since the derivative of f(x) is a constant (9), it indicates that the function is increasing on the entire real number line (-∞, +∞).

Therefore, the function f(x) = -3x + 9x - 3 is increasing on the interval (-∞, +∞).

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The question is -

Let f(x) = -3x + 9x - 3.

a. Determine the x values where f'(x) = 0.

b. Fill in the table below to find the open intervals on which the function is increasing or decreasing. Select a test value for each interval and evaluate f'(x) for each test value. Finally, decide whether the function is increasing or decreasing on each interval.

Intervals

Test Value

f'(x)

Conclusions

Consider the following integral: Note: answers are to be entered to four significant figures. a) Approximate the integral using the trapezium rule, with N= 4 subintervals I = Round your answer to 4 si

Answers

To approximate the integral using the trapezium rule with N = 4 subintervals, we'll use the following formula:

I ≈ Δx/2 * [f(x₀) + 2f(x₁) + 2f(x₂) + 2f(x₃) + f(x₄)]

where Δx is the width of each subinterval, and f(xi) represents the function evaluated at each interval.

Let's assume the limits of integration are a and b, and we need to evaluate ∫f(x) dx over that range.

Determine the width of each subinterval:

Δx = (b - a) / N

Calculate the values of f(x) at each interval:

f(x₀) = f(a)

f(x₁) = f(a + Δx)

f(x₂) = f(a + 2Δx)

f(x₃) = f(a + 3Δx)

f(x₄) = f(b)

Plug in the values into the formula:

I ≈ Δx/2 * [f(x₀) + 2f(x₁) + 2f(x₂) + 2f(x₃) + f(x₄)]

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Describe the connection between linear of equations and geometry? Sample topics include: Why a single linear equation corresponds to a plane Why the solution of multiple linear equations corresponds t"

Answers

The connection between linear equations and geometry lies in the fact that a single linear equation corresponds to a plane, while the solution of multiple linear equations corresponds to the intersection of these planes, resulting in geometric shapes such as lines, points, or empty sets.

A single linear equation in two variables represents a line on a Cartesian plane. The equation can be rearranged into slope-intercept form (y = mx + b), where 'm' represents the slope of the line and 'b' represents the y-intercept. Each point (x, y) on the line satisfies the equation. In three dimensions, a single linear equation with three variables represents a plane. The equation can be expressed as Ax + By + Cz + D = 0, where A, B, C, and D are constants. Every point (x, y, z) that satisfies the equation lies on the plane.

When multiple linear equations are considered, each equation corresponds to a plane in three-dimensional space. The solution to the system of equations corresponds to the points where these planes intersect. Depending on the configuration of the planes, the solution may result in geometric shapes such as lines, points, or an empty set. For example, if two planes intersect in a single line, the solution represents the coordinates of points along that line. If the planes do not intersect, the system has no solution, indicating an empty set. The relationship between linear equations and geometry allows us to understand and analyze geometric configurations through the language of algebraic equations.

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The vector field F(x, y) = (2xy + y2)i + (x² + 2xy)j is not conservative. Select one True False

Answers

The statement "The vector field F(x, y) = (2xy + y2)i + (x² + 2xy)j is not conservative." is False. The vector field F(x, y) is conservative.

To determine if the vector field F(x, y) = (2xy + y^2)i + (x^2 + 2xy)j is conservative, we need to check if it satisfies the condition of being a curl-free field.

1. Calculate the partial derivatives of the components of F with respect to x and y:

  ∂F/∂x = 2y + 2xy

  ∂F/∂y = 2x + 2y

2. Check if the mixed partial derivatives are equal:

  ∂(∂F/∂y)/∂x = ∂(∂F/∂x)/∂y

  ∂(2x + 2y)/∂x = ∂(2y + 2xy)/∂y

  2 = 2

3. Since the mixed partial derivatives are equal, the vector field F(x, y) is conservative.

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Question 11 Replace the polar equation with an equivalent Cartesian equation. 8r cos 0 +9r sin 0: + = 1 8y + 9x = 1 O 8x +9y = x² + y² 8x + 9y = 1
Question 13 Find the Taylor series generated by fa

Answers

Replace the polar equation with an equivalent Cartesian equation:

8x + 9y = 1

How to replace the polar equation with an equivalent Cartesian equation?

To convert polar equation to an equivalent Cartesian equation. Use the following relations:

x = rcosθ

y = rsinθ

We have:

8r cos θ + 9r sin θ = 1

Since x = rcosθ and y = rsinθ, we can substitute them into 8r cos θ + 9r sin θ = 1. Thus:

8r cos θ + 9r sin θ = 1

8x + 9y = 1

Therefore, replace the polar equation with an equivalent Cartesian equation 8x + 9y = 1.

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6. [-/3 Points) DETAILS SCALCETS 14.3.031. Find the first partial derivatives of the function. f(x, y, z) = xyz? + 9yz f(x, y, z) = fy(x, y, z) = fz(x, y, z) = Need Help? Read it Submit Answer

Answers

The first partial derivatives of the function f(x, y, z) = xyz + 9yz are:

fx(x, y, z) = yzfy(x, y, z) = xz + 9zfz(x, y, z) = xy + 9y

To find the first partial derivatives of the function f(x, y, z) = xyz + 9yz, we need to differentiate the function with respect to each variable (x, y, z) one at a time while treating the other variables as constants.

Let's start with finding the partial derivative with respect to x (fx):

fx(x, y, z) = ∂/∂x (xyz + 9yz)

Since y and z are treated as constants when differentiating with respect to x, we can simply apply the power rule:

fx(x, y, z) = yz

Next, let's find the partial derivative with respect to y (fy):

fy(x, y, z) = ∂/∂y (xyz + 9yz)

Again, treating x and z as constants, we differentiate yz with respect to y:

fy(x, y, z) = xz + 9z

Finally, let's find the partial derivative with respect to z (fz):

fz(x, y, z) = ∂/∂z (xyz + 9yz)

Treating x and y as constants, we differentiate yz with respect to z:

fz(x, y, z) = xy + 9y

Therefore, the first partial derivatives of the function f(x, y, z) = xyz + 9yz are:

fx(x, y, z) = yz

fy(x, y, z) = xz + 9z

fz(x, y, z) = xy + 9y

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Solve 83x ^ 2 + 1 = y ^ 2 by Brahmagupta's method. Begin by noting that (1, 9) is a solution to 83x ^ 2 - 2 = y ^ 2

Answers

(1, 27) is a solution of the equation. Therefore, the general solution of the given equation can be written as: (1, 9) + n (1, 27), where n ∈ Z.

Brahmagupta’s method states that if there exists a solution for a Diophantine equation, then the sum or difference of two solutions is also a solution.

The problem given is 83x² + 1 = y². Here, (1,9) is a solution of the equation 83x² - 2 = y².  Let x = 1 and y = 9.

So, 83(1)² - 2 = 81 = 9²

Substituting this solution in the given equation 83x² + 1 = y², we get:

83(1)² + 1 = y²=> y² = 84

Since the sum or difference of two solutions is also a solution, we can get the remaining solution by considering the difference of the two solutions.

So, let’s consider (1,9) and (1,-9).

Since we need the difference, we will subtract the first solution from the second. Therefore, we get:(1,-9)-(1,9) = (0,-18)

Now, we can use Brahmagupta’s method. We have two solutions (1,9) and (0,-18), which means their difference will be another solution. (1,9) - (0,-18) = (1,27). Hence, (1, 27) is a solution of the equation. Therefore, the general solution of the given equation can be written as: (1, 9) + n (1, 27), where n ∈ Z.

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2. Liam is planting a circular garden with an 18-foot diameter. What is the
area of Liam's garden? Express your answer in terms of pi

Answers

The area of Liam's circular garden can be calculated using the formula for the area of a circle, which is given by:

Area = π * radius^2

In this case, the diameter of the garden is 18 feet. The radius can be calculated by dividing the diameter by 2:

Radius = 18 feet / 2 = 9 feet

Substituting the radius into the formula, we get:

Area = π * (9 feet)^2
= π * 81 square feet

Therefore, the area of Liam's garden is 81π square feet, where π represents the mathematical constant pi.

7 + 7% Let f(x) = Compute = = f(x) f'(2) f(x) f''(x) f(iv) (2) = f(0)(x) f(1) f'(1) f(1) f''(1) f(iv) (1) = f(u)(1) 11 1L 1L 1L 1L || = for k > 1. We see that the first term does not fit a pattern, but we also see that f(k) (1) = Hence we see that the Taylor series for f centered at 1 is given by f(x) = = 14 + IM8 (x - 1) = k=1

Answers

The Taylor series of f centered at 1 is f(x) = 6.93 + 0.07(x - 1).

The Taylor series of a function f centered at x = a is the infinite sum of the function's derivative values at x = a, divided by k!, multiplied by the difference between x and a, raised to the power of k.

The Taylor series in mathematics is a representation of a function as an infinite sum of terms that are computed from the derivatives of the function at a particular point. It offers a function's approximate behaviour at that point.

What is the Taylor series for f centered at 1? Let's take the derivatives of f(x):f(x) = (7 + 7%)(x - 1) = 0.07(x - 1) + 7f'(x) = 0.07f''(x) = 0f(iv)(x) = 0Since all of the derivatives of f(x) at x = 1 are 0, the Taylor series of f centered at 1 is:f(x) = f(1) + f'(1)(x - 1) = 7 + 0.07(x - 1) = 7 + 0.07x - 0.07 = 6.93 + 0.07x

Therefore, the Taylor series of f centered at 1 is f(x) = 6.93 + 0.07(x - 1).

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Evaluate the definite integral. 7 S 2 (3n-2-n-3) din 4 7 471 -2 1568 4 (Type an integer or a simplified fraction.) S (3n-2---3) dn =

Answers

The value of the definite integral ∫[4 to 7] (3n - 2)/(n - 3) dn is 9 + 7 ln 4.

To evaluate the definite integral [tex]∫[4 to 7] (3n - 2)/(n - 3) dn[/tex], we can start by simplifying the integrand and then apply integration techniques.

First, let's simplify the expression [tex](3n - 2)/(n - 3)[/tex]by performing polynomial division:

[tex](3n - 2)/(n - 3) = 3 + (7)/(n - 3)[/tex] as:

[tex]∫[4 to 7] (3 + (7)/(n - 3)) dn[/tex]

To evaluate this integral, we can split it into two parts:

[tex]∫[4 to 7] 3 dn + ∫[4 to 7] (7)/(n - 3) dn[/tex]

The first integral evaluates to:

[tex]∫[4 to 7] 3 dn = 3n[/tex]evaluated from n = 4 to n = 7

[tex]= 3(7) - 3(4)= 21 - 12= 9[/tex]

For the second integral, we can use the natural logarithm function:

[tex]∫[4 to 7] (7)/(n - 3) dn = 7 ln|n - 3|[/tex] evaluated from[tex]n = 4 to n = 7= 7(ln|7 - 3| - ln|4 - 3|)= 7(ln|4| - ln|1|)= 7(ln 4 - ln 1)= 7 ln 4[/tex]

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x² + y² +6y-67= 2y-6x; circumference ​

Answers

The circumference of the circle is approximately 60.27 units.

We have,

To determine the circumference of the circle represented by the equation x² + y² + 6y - 67 = 2y - 6x, we first need to rearrange the equation into the standard form of a circle equation, which is (x - h)² + (y - k)² = r², where (h, k) represents the center of the circle and r represents the radius.

Starting with the given equation:

x² + y² + 6y - 67 = 2y - 6x

Rearranging and grouping like terms:

x² + 6x + y² - 6y - 2y = 67

Combining like terms:

x² + 6x + y² - 8y = 67

To complete the square for the x-terms, we need to add (6/2)² = 9 to both sides and to complete the square for the y-terms, we need to add (-8/2)² = 16 to both sides:

x² + 6x + 9 + y² - 8y + 16 = 67 + 9 + 16

Simplifying:

(x + 3)² + (y - 4)² = 92

Now we can see that the equation is in the standard form of a circle equation, where the center of the circle is at the point (-3, 4) and the radius squared is 92.

Thus, the radius is the square root of 92, which is approximately 9.59.

The circumference of a circle is given by the formula C = 2πr, where r is the radius. Substituting the radius value into the formula, we have:

C = 2π(9.59) ≈ 60.27

Therefore,

The circumference of the circle is approximately 60.27 units.

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Government economists in a certain country have determined that the demand equation for soybeans is given by
p = f(x) = 53/(2x^2)+1 where the unit price p is expressed in dollars per bushel and x, the quantity demanded per year, is measured in billions of bushels. The economists are forecasting a harvest of 2.1 billion bushels for the year, w a possible error of 10% in their forecast. Use differentials to approximate the corresponding error in the predicted price per bushel of soybeans. (Round your answer to one decimal place.)

Answers

The approximate error in the predicted price per bushel of soybeans is approximately -0.1 dollars per bushel.

To approximate the corresponding error in the predicted price per bushel of soybeans, we can use differentials. Given that the quantity demanded per year is x = 2.1 billion bushels and there is a possible error of 10% in the forecast, we need to determine the corresponding error in the predicted price per bushel.

First, let's calculate the predicted price per bushel based on the demand equation:

p = f(x) = 53/(2x^2) + 1

Substituting x = 2.1 billion bushels into the equation:

p = 53/(2(2.1)^2) + 1

Calculating the predicted price per bushel:

p ≈ 5.6746 dollars per bushel

Next, let's calculate the differential of the demand equation:

df(x) = f'(x) dx

Where f'(x) is the derivative of f(x) with respect to x, which we can find by differentiating the demand equation:

f(x) = 53/(2x^2) + 1

Taking the derivative:

f'(x) = -53/(x^3)

Now, we can calculate the error in the predicted price per bushel by considering the possible error in the quantity demanded:

dx = 0.1x

Substituting x = 2.1 billion bushels and dx = 0.1(2.1) billion bushels:

dx ≈ 0.21 billion bushels

Finally, we can use the differential to approximate the corresponding error in the predicted price per bushel:

dp ≈ f'(x) dx

dp ≈ (-53/(x^3)) (0.21)

Substituting x = 2.1 billion bushels:

dp ≈ (-53/(2.1^3)) (0.21)

Calculating the approximate error in the predicted price per bushel:

dp ≈ -0.1038 dollars per bushel

The conclusion of this topic is that by using differentials, we can approximate the corresponding error in the predicted price per bushel of soybeans based on the forecasted harvest quantity. In this case, the demand equation for soybeans, along with the forecasted harvest of 2.1 billion bushels with a possible error of 10%, allows us to calculate the approximate error in the predicted price.

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Let X1, X2,⋯Xn be a random sample from a distribution with density fX(x)=θxθ−1
for 0 < x < 1 and θ > 0.
Find the MLE for θ .

Answers

In the above case, the maximum likelihood estimator (MLE) for is[tex](n/(log(Xi)))(-1)[/tex], where X1, X2,..., Xn are random samples from a distribution with density fX(x) = x(-1) for 0 x 1 and > 0.

We must maximise the likelihood function using the available data in order to determine the maximum likelihood estimator (MLE) for. The joint probability density function (PDF) measured at the observed values of the random sample is referred to as the likelihood function L().

The likelihood function for the given density function fX(x) = x(-1), where x_i stands for the specific observed values in the random sample, can be written as L(x) = (x_i)(-1).

The log-likelihood function is obtained by taking the logarithm of the likelihood function: ln(L()) = (((-1)log(x_i)) + nlog(). In this case, stands for the total of all observed values in the random sample.

We differentiate the log-likelihood function with respect to, put the derivative equal to zero, then solve for to determine the maximum. Following the equation's solution, we obtain the MLE for as (n/(log(Xi)))(-1).

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Mario's wage statement showed 45 hours of work during one week, resulting in $680.20 in gross earnings. What is the hourly rate of pay if the regular workweek is 40
hours and overtime is paid at time -and-a-half the regular rate of pay?

Answers

The hourly rate of pay is approximately $14.32.

What is the hourly rate?

To determine the hourly rate of pay, we need to consider both the regular hours and overtime hours worked, as well as the corresponding earnings.

let x = regular rate

regular earning = 40x

Mario worked 45 hours in total, which means he worked 5 hours of overtime. Since overtime is paid at time-and-a-half the regular rate, the overtime earnings can be calculated as:

Overtime earnings = overtime hours * (1.5 * regular rate of pay) = 5 * (1.5 * x)

The total gross earnings are given as $680.20. Therefore, we can write the equation:

Regular earnings + Overtime earnings = Total gross earnings

40x + 5(1.5x) = 680.20

40x + 7.5x = 680.20

47.5x = 680.20

x = 14.32

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Blythe? in Band of Brothers #3 Carentan Hindsight bias leads people to perceive psychological research outcomes as o unpredictable o unbelievable o unlikely o unsurprising Set up, but do not evaluate, the integral for the surface area of the soild obtained by rotating the curve y= 2ze on the interval 156 about the line z = -4. Set up, but do not evaluate, the integra In the regression model Yi = 0 + 1Xi + 2Di + 3(Xi Di) + ui, where X is a continuous variable and D is a binary variable, 2 B0/1 pt 5399 Details A roasted turkey is taken from an oven when its temperature has reached 185 Fahrenheit and is placed on a table in a room where the temperature is 75 Fahrenheit. Give answers accurate to at least 2 decimal places. (a) If the temperature of the turkey is 155 Fahrenheit after half an hour, what is its temperature after 45 minutes? Fahrenheit (b) When will the turkey cool to 100 Fahrenheit? hours. Question Help: D Video Submit Question In this activity, you need to find reliable Internet sources that describe evidence of Earth's early history. You will also apply what you have already learned in the lesson. You need to find out how scientists estimate Earth's age and when the first life appeared. For example, scientists might try to find out the age of the oldest rocks and fossils, how modern living things might be like the first living things, and how the first living things changed the Earth system.For this topic, you might find reliable information on websites operated by science magazines, natural history museums, or universities. Scientists who study rock layers, fossils, and Earth's history work at natural history museums and universities. Journalists who work at science magazines try to write about scientific discoveries in ways non-scientists can understand.In Part 1, you will start by finding websites with information you can use. The questions in Part 2 will help you take notes. In Part 3, you will use the evidence you gathered to explain how scientists know how long it took life to appear on Earth after it formed.Part 1: Identify Sources (5 points)1. List at least five phrases from the Introduction that you can use in your search for sources. (2 points)2. Identify three websites you will use to start your research. If you use other websites to complete the Research questions in Part 2, add them to this list. Cross out any websites that don't end up helping you complete the activity. (3 points)Part 2: Research (20 points}Use the websites you listed in Part 1 to answer the following questions. Remember to add any new sources you use to your list of sources.1. About how old is Earth? (1 point)2. Why is it difficult to find the first rocks that formed on Earth? (2 points)3. How old are the oldest rocks on Earth? How did scientists determine their age? (2 points)4. Why can scientists use zircon to find the age of the oldest rocks on Earth? (2 points)5. What evidence supports the claim that Earth is older than the oldest rocks? (4 points)6. What are the oldest fossils? How old are the oldest known ones currently accepted by scientists? (2 points)7. Describe the living things that made the first fossils. (1 point)8. How did the first fossils form? (2 points)9. What evidence do today's organisms provide to support scientists' conclusions about the first fossils? (2 points)10. How did the very early living things change Earth? Include evidence from the geologic record to support your answer. (2 points)Part 3: Construct an Explanation (10 points)Now you will use the evidence you gathered through your research. Explain how scientists use evidence to determine Earth's age and when life first appeared on Earth. Start by making a statement. Then support your statement with the evidence you gathered and logical thinking.Statement about Earth's age and when life first appeared (2 points):Evidence and reasoning (8 points):