Let X1, X2, ... , X30 be a random sample of size 30 from a Poisson distribution with a mean of 2/3. Approximate (a) P 15 < 30 i=1 Xi 22 . (b) P 21 30 i=1 Xi < 27 .

Answers

Answer 1

(a) To approximate P(15 < ΣXi < 22), we can use the Central Limit Theorem (CLT) since we have a large enough sample size (n = 30) and the mean and variance of the Poisson distribution are both finite.

First, we need to find the mean and variance of the sample mean, which is also the mean and variance of the Poisson distribution:

μ = λ = 2/3

σ^2 = λ = 2/3

Next, we can standardize the random variable Z = (ΣXi - nμ) / sqrt(nσ^2) to have a standard normal distribution:

Z = (ΣXi - 30(2/3)) / sqrt(30(2/3)) = (ΣXi - 20) / sqrt(20)

Then, we can use a standard normal table or calculator to find the probability:

P(15 < ΣXi < 22) ≈ P(-2.74 < Z < -1.77) ≈ 0.038

Therefore, the approximate probability is 0.038.

(b) To approximate P(21 < ΣXi < 27), we can use the same method with the CLT.

First, we need to find the mean and variance of the sample mean:

μ = λ = 2/3

σ^2 = λ = 2/3

Next, we can standardize the random variable Z = (ΣXi - nμ) / sqrt(nσ^2) to have a standard normal distribution:

Z = (ΣXi - 30(2/3)) / sqrt(30(2/3)) = (ΣXi - 20) / sqrt(20)

Then, we can use a standard normal table or calculator to find the probability:

P(21 < ΣXi < 27) ≈ P(-0.68 < Z < 0.68) ≈ 0.495

Therefore, the approximate probability is 0.495.


Related Questions

rpapenfuse25
2 hours ago
Mathematics
High School
An ordinary (fair) die is a cube with the 1 numbers through 6 on the sides (represented by painted spots). Imagine that such a die is rolled twice in succession and that the face values of the two rolls are added together. This sum is recorded as the outcome of a single trial of a random experiment.
Compute the probability of each of the following events.
Event 1: The sum is greater than 8 .
Event 2: The sum is divisible by 2 .
Write your answers as fraction

Answers

The probability of Event 1 is 5/36 and the probability of Event 2 is 1/2.

What is the probability of each of the given events?

Comparing the results of the roll of two fair die yields the probability of each of the following events:

There are 6 × 6 = 36 outcomes that could occur.

Event 1: The total exceeds eight.

There are five outcomes where the total exceeds eight.

P(Event 1)=5/36

Event 2: The sum can be divided by two.

Where the total is divisible by 2, there are 18 possible results.

The likelihood of this occurrence is:

P(Event 2) =18/36

P(Event 2) equals 1/2

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Shelly invests $594 at 4.5% interest for 10 years. How much money will he have in the account? (round to nearest penny)

Answers

The amount of money he will have in the account is $922.46

How much money will he have in the account

From the question, we have the following parameters that can be used in our computation:

Principal, P = 594

Rate , r = 4.5%

TIme = 10 years

Teh amount of money is calcilated s

Amount =  P * (1 + r)^t

substitute the known values in the above equation, so, we have the following representation

Amount = 594 * (1 + 4.5%)^10

Evaluate

Amount = 922.46

Hence, the amount is $922.46

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PLEASE HELP ME ASAP PLEASE!!!!
SHOW ALL WORK!!!

Answers

The given equation in standard form can be written as (x - 1)² + (y + 3)² = 5².

The given equation is as follows;

x² - 2x + y² + 6y = 15

(x² - 2x) + (y² + 6y) = 15

(x² - 2x + 1 - 1) + (y² + 6y) = 15

The first three terms inside the parentheses can be factored as a perfect square:

(x - 1)² - 1 + (y² + 6y) = 15

(x - 1)² - 1 + (y² + 6y + 9 - 9) = 15

The first three terms inside the second set of parentheses can be factored as a perfect square:

(x - 1)² - 1 + (y + 3)² - 9 = 15

Combining like terms and simplifying, we get:

(x - 1)² + (y + 3)² = 25

So, the equation in standard form is:

(x - 1)² + (y + 3)² = 5²

Therefore, the center of the circle is at (1,-3) and the radius is 5.

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In the context of data patterns and variations in a time series, _____ are characterized by repeatable periods of ups and downs over short periods of time.
a.cyclical patterns
b.irregular variations
c.random variations
d.seasonal patterns

Answers

In the context of data patterns and variations in a time series, cyclical patterns are characterized by repeatable periods of ups and downs over short periods of time. The answer is: a. cyclical patterns.

Cyclical patterns refer to fluctuations that occur over an extended period of time, usually several years or more, and are often related to economic or business cycles. These patterns are not as predictable as seasonal patterns, as they may vary in amplitude and duration from cycle to cycle. Cyclical patterns can also be influenced by a variety of factors, including changes in consumer behavior, technological innovations, and geopolitical events.

Irregular variations, on the other hand, refer to unexpected, random fluctuations in the data that cannot be attributed to any known factors. Random variations are also unpredictable, but they are not necessarily cyclical in nature.

Seasonal patterns refer to regular, predictable fluctuations in the data that occur within a single year. These patterns are often related to seasonal changes in weather, holidays, or other seasonal factors that affect consumer behavior.

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a college board sample estimated the standard deviation of 2016 SAT scores to be 194 points. you are researching the average SAT score. you want to know how many people you should survey if you want to know, at a 98% confidence level, that the sample mean SAT score is within 50 points of the true mean SAT score.

Answers

There are 82 people you should survey if you want to know, at a 98% confidence level, that the sample mean SAT score is within 50 points of the true mean SAT score.

We have,

a college board sample estimated the standard deviation of 2016 SAT scores to be 194 points.

We used the formula,

= x ± Z (α/2) × σ/√n

Here, α = 1 - 98% = 0.02

Z (α/2) = Z (0.02/2) = 2.326

Hence, We get;

Z (α/2) × σ/√n = 50

2.326 x 194 /√n = 50

√n = 2.326 x 194 / 50

n = 82

Therefore, There are 82 people you should survey if you want to know, at a 98% confidence level, that the sample mean SAT score is within 50 points of the true mean SAT score.

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Vic works at a hardware store. He sells 144 bolts for $70. 56. What is the constant of proportionality

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The constant of proportionality for Vic at the hardware shop is found to be $0.49 per bolt sold.

To find the constant of proportionality, we need to divide the total amount earned by the number of bolts sold in the hardware shop.

Let's first calculate the price per bolt:

Price per bolt = Total amount earned / Number of bolts sold

Price per bolt = $70.56 / 144 bolts

Price per bolt = $0.49 per bolt

Now, we can see that for every bolt sold, the price is $0.49. Therefore, the constant of proportionality is $0.49 per bolt.

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a circle has a radius of 6cm. find the length of s of the arc intercepted by a central angle of 1.1 raidans.

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The length of the arc intercepted by a central angle of 1.1 radians is 6.6 cm.

A central angle is an angle with its vertex at the center of a circle and its rays extending out to the edge of the circle, creating an intercepted arc.

The length of the arc intercepted by a central angle of 1.1 radians can be found by using the formula:

Length of arc = (central angle / 2π) × 2πr

where r is the radius of the circle.

Plugging in the given values, we get:

Length of arc = (1.1 / 2π) × 2π(6)

Length of arc = 1.1 × 6

Length of arc = 6.6 cm

Therefore, the length of the arc intercepted by a central angle of 1.1 radians is 6.6 cm.

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teenagers who had no prior experience in tying knots were divided into groups to practice tying knots five days a week for five weeks. during the practice period, the blocked practice group practiced the butterfly knot each day of the week. the random practice group practiced the barrel hitch, butterfly knot, carrick bend, backup knot, and french whipping randomly in every practice session. the result of the retention and transfer tests proved that the performance of the random practice group was better than the blocked practice group. this scenario is an example of the

Answers

This statistics is an example of the "interference theory" in motor learning.

Interference theory suggests that when individuals learn multiple skills or movements in a random order, they perform better in retention and transfer tests compared to those who learn the same skills or movements in a blocked or constant order. The random practice group in this scenario was able to better transfer their knot-tying skills to new situations because they learned the knots in a more varied and unpredictable way, which helped them develop more adaptable and flexible motor patterns.

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Determine whether the polygons are similar. If so, write the similarity ratio and a similarity statement.

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The polygons are similar with similarity ratio of 1.5, respectively

Determining whether the polygons are similar.

To check if the polygons are similar, we divide corresponding sides and check if the ratios are equal

So, we have

Rectangle

Scale factor = 135/90 = 45/30Scale factor = 1.5 = 1.5 --- true

So, the similarity ratio is 1.5

Triangle

Scale factor = 12/8 = 15/10Scale factor = 1.5 = 1.5 --- true

So, the similarity ratio is 1.5

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Needing help to solve this (algebra 8th grade)

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Using the Pythagorean's theorem we can see that length of the segment AB =is6.4 units

What is the length of AB?

We can see that this is a right triangle, notice that we know two sides, these are

AC = 4

CB = 5

(to know that just count the number of squares between the given vertices)

Using Pythagorean's theorem (the sum of the squares of the legs is equal to the square of the hypotenuse) we can write an equation that allows us to find the length of AB, the hypotenuse of the right triangle:

AB² = 4² + 5²

AB = √(16 + 25)

AB = 6.4 units.

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help please and thank youu

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The statements that must be true based on the histogram are as follows:

A. The range of the data set is 50 min.

C. The most common amount of exercise is 0 to 9 min.

E. The distribution is skewed right.

How to determine the distribution

You can say that the distribution of a histogram is skewed right if the highest point in the distribution lies towards the left-hand side of the graph.

The graph above is an example of a distribution that is skewed right. Also, the range of the dataset is between 0 to 50 and the most common amount of exercise engaged in by the students is 0 to 9 min.

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Find the area of the figure.

Answers

Step-by-step explanation:

Answer:

306cm

Step-by-step explanation:

15x12=180  18+7=126

180+126=306

P.S i'm emo

Find the length of the curve. r(t) = (5t, 3 cos t, 3 sin t), -4 lessthanorequalto t lessthanorequalto 4 Find the length of the curve. squareroot 2 ti + e^t j + e^-t k, 0 lessthanorequalto t lessthanorequalto 2 Reparametrize the curve with respect to arc length measured from the point where t 0 in the direction of increasing t. (Enter your answer in terms of s.) r(t) = 3ti + (6 - 4t)j + (8 + 2t)k r(t(s)) =

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To find the length of the curve r(t) = (5t, 3 cos t, 3 sin t), -4 ≤ t ≤ 4, we can use the formula for arc length: L = ∫√(dx/dt)^2 + (dy/dt)^2 + (dz/dt)^2 dt
Applying this formula to r(t),

we get: L = ∫_(-4)^(4) √(25 + 9sin^2t + 9cos^2t) dt Simplifying the expression under the square root, we get: L = ∫_(-4)^(4) √34 dt
Evaluating the integral, we get: L = 8√34


Therefore, the length of the curve is 8√34, To find the length of the curve √2ti + e^tj + e^-tk, 0 ≤ t ≤ 2, we can use the same formula: L = ∫√(dx/dt)^2 + (dy/dt)^2 + (dz/dt)^2 dt.


Applying this formula to the given curve, we get:
L = ∫_0^(2) √(2^2 + e^(2t) + e^(-2t)) dt, Simplifying the expression under the square root, we get: L = ∫_0^(2) √(e^(2t) + 2 + e^(-2t)) dt
Making a substitution u = e^t + e^(-t),

we get: L = 1/2 ∫_2^(e^2 + e^(-2)) √(u^2 - 4) du Making another substitution v = u/2, we get:
L = ∫_√2^(√(e^2 + e^(-2))/2) √(v^2 - 1) dv
Using a trigonometric substitution v = sec θ, we get:
L = ∫_(π/4)^(π/2) sec θ dθ
Evaluating the integral, we get:
L = ln(1 + √2) + ln(√(e^2 + e^(-2)) + 1)
Therefore, the length of the curve is ln(1 + √2) + ln(√(e^2 + e^(-2)) + 1).


To reparametrize the curve r(t) = 3ti + (6 - 4t)j + (8 + 2t)k with respect to arc length measured from the point where t = 0 in the direction of increasing t, we can use the formula for arc length:
s = ∫√(dx/dt)^2 + (dy/dt)^2 + (dz/dt)^2 dt.


We first find the arc length of the curve from t = 0 to some arbitrary value t: s = ∫_0^t √(9 + 16 + 4) dt
Simplifying, we get:
s = 3√29 t
Solving for t in terms of s, we get:
t = s/(3√29)
Substituting this expression into the given curve, we get:
r(s) = 3(s/(3√29))i + (6 - 4(s/(3√29)))j + (8 + 2(s/(3√29)))k
Simplifying,

we get: r(s) = si/√29 + (6 - 4s/(3√29))j + (8 + 2s/(3√29))k
Therefore, the reparametrized curve is r(s) = si/√29 + (6 - 4s/(3√29))j + (8 + 2s/(3√29))k.

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an online survey of college parents was conducted during february and march 2007. emails were sent to 41,000 parents who were listed in either the college parents of america database or the student advantage database. parents were invited to participate in the online survey. out of those invited, 1727 completed the online survey. the survey protected the anonymity of those participating in the survey but did not allow more than one response from an individual ip address.

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The data collected from the survey was then used to inform decision-making and planning in relation to college programs and services.

In February and March 2007, an online survey was conducted to collect data from college parents. The survey was sent via email to 41,000 parents who were listed in either the College Parents of America database or the Student Advantage database. The goal was to invite parents to participate in the survey and provide their feedback.

Out of the 41,000 parents who were invited, 1727 completed the online survey. The survey was designed to protect the anonymity of the participants, meaning their identities were not disclosed, and their responses were kept confidential.

However, the survey did not allow more than one response from an individual IP address. This means that if multiple responses were received from the same IP address, only the first response would be counted.

Overall, this online survey was conducted to gather information from college parents, and the results were based on the responses received from the 1727 parents who completed the survey. The data collected from the survey was then used to inform decision-making and planning in relation to college programs and services.

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a movie theater is offering a special summer pass. Passholders pay $8 per movie for the first 5 movies and watch additional movies for free, up to a maximum of 15 movies. The function C gives the total cost in dollars, for a passholder to watch n movies. If function C a piecewise fuction? Explain and describe the domain of c and range of c

Answers

Yes, the function C is a piecewise function.

The domain of C is the set of non-negative integers (0, 1, 2, 3, ...),

The range of C is the set of non-negative real numbers

(0, 8, 16, 24, ..., 40),

We have,

The function C is a piecewise function.

When a passholder watches between 1 and 5 movies, the cost is $8 per movie, so the total cost C is:

C(n) = 8n

When a passholder watches more than 5 movies, but not more than 15 movies, the cost is a fixed price of $40 for the first 5 movies plus additional movies watched for free.

Therefore, the total cost C is:

C(n) = 40, for 5 < n ≤ 15

When a passholder watches more than 15 movies, the cost is undefined since the maximum number of movies allowed is 15.

The domain of C is the set of non-negative integers (0, 1, 2, 3, ...), since you cannot watch a negative or fractional number of movies.

However, since the maximum number of movies allowed is 15, the domain is restricted to integers between 0 and 15, inclusive.

The range of C is the set of non-negative real numbers (0, 8, 16, 24, ..., 40), since the cost per movie is $8 and the cost for watching between 6 and 15 movies is a fixed price of $40.

The minimum cost is 0 (if no movies are watched) and the maximum cost is 40 (if 15 or more movies are watched).

Thus,

The domain of C is the set of non-negative integers (0, 1, 2, 3, ...),

The range of C is the set of non-negative real numbers

(0, 8, 16, 24, ..., 40),

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the sum of the two numbers is 16 and their difference is 27 what are these two numbers demonstrated with a system of equation​

Answers

Answer:Let's call the two numbers we are trying to find "x" and "y".

We know that the sum of these two numbers is 16, so we can write the equation:

x + y = 16

We also know that the difference between these two numbers is 27, so we can write the equation:

x - y = 27

Now we have two equations and two unknowns. We can use substitution or elimination to solve for x and y.

Using the substitution method, we can solve for y in the first equation:

y = 16 - x

Now we can substitute this expression for y into the second equation:

x - (16 - x) = 27

Simplifying this equation, we get:

2x - 16 = 27

Adding 16 to both sides, we get:

2x = 43

Dividing both sides by 2, we get:

x = 21.5

Now we can substitute this value for x into either of the original equations to solve for y:

y = 16 - x = 16 - 21.5 = -5.5

So the two numbers are 21.5 and -5.5.

Step-by-step explanation:

You play a video game for 13 minutes. You lose 78 points. What integer represents the mean chanpe
in points per minute?

Answers

The integer 6 represents the mean change in points per minute.

We have,

Video played for 13 min.

points loose= 78

So, the mean change in points per minute is

=  ( total loss of points / total minutes of playing the game )

= 78/ 13

= 6 points per minute.

Thus, the mean change in points per minute is 6.

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Hello! I'm really having trouble with this problem,if you can't see the image clearly here is the directions.

Determine if the two figures shown below are congruent,similar,or neither. Prove your answers using the transformations.

The transformations are Translation, Rotation,and Reflection.

Here's the words for the bottom part if you can't read it

Josiah believes the scale factor from ABC to FED is 1.5 since AB=2 and FE=3 (you can multiply by 1.5) why is he incorrect?


Please take your time with this, I know this is a lot.

Answers

The two given figures are neither similar nor congruent

How to determine if a figure is similar or congruent?

Congruent figures are geometric figures that have the same shape and size. That is, if you can transform one figure into another figure by a sequence of translations , rotations , and/or reflections , then the two figures are congruent.

Similar triangles are defined as triangles that have the same shape, but their sizes may vary. Therefore, if two triangles are similar, then their corresponding angles are congruent and corresponding sides are in equal proportion.

Now, it is clear that both shapes are not congruent because the lengths are not congruent.

Similarly, the ratio of the two corresponding sides are not the same. Thus:

We can say neither of both are similar or congruent.

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please please please help me

Determine the value of a in the right triangle.
Hint: The Pythagorean Theorem states that for any right
triangle, the sum of the squares of the legs will always
equal the square of the hypotenuse.
(leg₁)² + (leg₂)² = (hypotemuse) ²

Answers

The value of a in the right triangle is 5

Determining the value of a in the right triangle.

From the question, we have the following parameters that can be used in our computation:

The right triangle

Using the pythagoras theorem, we have

(leg₁)² + (leg₂)² = (hypotemuse) ²

Substitute the known values in the above equation, so, we have the following representation

(a + 1)² + (a + 3)² = (a + 5)²

When evaluated, we have

a = 5

Hence, the value of a is 5

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Priscilla opens a savings account with a deposit of $8,100. Priscilla’s account pays 5% interest compounded annually. If Priscilla makes no deposits or withdrawals over the next 4 years, how much money will she earn in interest?

Answers

To solve the problem, we can use the formula for compound interest:

A = P(1 + r/n)^(n*t)

where A is the final amount, P is the principal (initial deposit), r is the interest rate (as a decimal), n is the number of times interest is compounded per year, and t is the time (in years).

In this case, P = $8,100, r = 0.05, n = 1 (compounded annually), and t = 4. Plugging these values into the formula, we get:

A = $8,100(1 + 0.05/1)^(1*4)

A = $8,100(1.05)^4

A = $10,563.23

Therefore, Priscilla will earn $10,563.23 - $8,100 = $2,463.23 in interest over the next 4 years.

Which statement is true based on the image below? A rectangle with a long side of 3. An arrow points to a larger rectangle with a long side of 7.5 Question 6 options: A scale factor of 2.5 was applied to create the enlargement A scale factor of 2.5 was applied to create the reduction A scale factor of 25 was applied to create the reduction A scale factor of 0.25 was applied to create the enlargement

Answers

The statement true about the rectangle and scale factor is

A scale factor of 2.5 was applied to create the enlargement

Given data ,

A rectangle with a long side of 3 and an arrow points to a larger rectangle with a long side of 7.5

Now , the long side of the original rectangle is 3 units, and the long side of the enlarged rectangle is 7.5 units.

And , the ratio of the long sides is 7.5/3 = 2.5, which indicates that the rectangle was enlarged by a factor of 2.5.

Hence , the scale factor of dilation is d = 2.5

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find the future value of an annuity due of $1,000 paid at the beginning of each 6-month period for 5 years if the interest rate is 6%, compounded semiannually. (round your answer to the nearest cent.)

Answers

The future value of the annuity due is $1,848.20, rounded to the nearest cent.

To find the future value of an annuity due of $1,000 paid at the beginning of each 6-month period for 5 years, we can use the formula:

[tex]FV = Pmt x ((1 + r/m)^n - 1) x (1 + r/m)[/tex]

where:

Pmt is the payment amount, which is $1,000 in this case

r is the interest rate per year, which is 6%

m is the number of compounding periods per year, which is 2 since interest is compounded semiannually

n is the total number of compounding periods, which is 10 since there are 5 years and interest is compounded semiannually

(1 + r/m) is the interest factor

Substituting the values, we get:

[tex]FV = $1,000 x ((1 + 0.06/2)^10 - 1) x (1 + 0.06/2)[/tex]

= $1,000 x [tex](1.06^{10[/tex] - 1) x 1.03

= $1,000 x 1.79155 x 1.03

= $1,848.20

Therefore, the future value of the annuity due is $1,848.20, rounded to the nearest cent.

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Based on past data, the Student Recreation Center knew that the proportion of students who prefer exercising outside over exercising in a gym was 0.822. To update their records, the SRC conducted a survey. Out of 84 students surveyed, 73 indicated that they preferred outdoor exercise over exercising in a gym. The 90% confidence interval is ( 0.8085 , 0.9296 ). Which of the following statements is the best conclusion?

Answers

Based on the survey results, it can be concluded with 90% confidence that the proportion of students who prefer exercising outside over-exercising in a gym is between 0.8085 and 0.9296. This interval does not include the previously known proportion of 0.822, which suggests that there may have been a change in student preferences over time.

However, it should be noted that the sample size of 84 is relatively small and there may be some degree of sampling error present. Overall, the SRC should continue to monitor student preferences for exercising and consider offering a variety of options to accommodate different preferences.

In the Student Recreation Center, it was found that 73 out of 84 students preferred exercising outside over exercising in a gym. This gives us a sample proportion of 73/84 = 0.869. This proportion's 90% confidence interval is (0.8085, 0.9296).

Since the past data proportion of 0.822 falls within the 90% confidence interval, we can conclude that there is no significant difference between the past data and the current survey results regarding students' preferences for outdoor exercise over gym exercise.

Based on past data, the Student Recreation Center knew that the proportion of students who prefer exercising outside over-exercising in a gym was 0.822. To update their records, the SRC conducted a survey. Out of 84 students surveyed, 73 indicated that they preferred outdoor exercise over-exercising in a gym. The 90% confidence interval is ( 0.8085, 0.9296 ).

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Find the range of possible measures for the third side.

Answers

Answer:

-13 < x < 13

Step-by-step explanation:

let base, b = 11

side, a = 7

missing side, hypotenuse, c = x

according to the phythagoras theorem,

a² + b² = c²

7² + 11² = c²

49 + 121 = c²

170 = c²

thus, third side = +- 13

25 POINTS IF U ANSWER THIS

Answers

The values of the variables x and y are 12 and 3 respectively, while the measure of angles m∠A and m∠B are 36° and 126° respectively

How to to evaluate for the values of variables and angles

1). m∠A and m∠D are complementary angles so their sum is equal to 90°

3x + (4x + 6)° = 90°

7x = 90° - 6°

x = 84/7

x = 12

2). m∠A = 3(12) = 36°

3). m∠B and m∠C are on a straight line and their sum is equal to 180° {also called supplementary angles}.

18y + 42y = 180°

60y = 180°

y = 180°/60°

y = 3

4). m∠C = 42(3) = 126°

In conclusion, the values of the variables x and y are 12 and 3 respectively, while the measure of angles m∠A and m∠B are 36° and 126° respectively

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1. Describe the type of association you'd expect to see between the following v your choices. a. The length of a movie and the number of actors in the movie b. The number of hours a musician spends practicing and the number of mistakes the musician makes in a performance ​

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Based on the information, we can infer that the relationship between the duration of a film and the number of actors is positive, that is, the more actors, the more time. On the other hand, the relationship between hours of practice and errors is inverse.

What would be the relationship between these factors?

Based on the information, we can infer that the relationship between these factors would be the following:

Case A

For the length of a movie and the number of actors in the movie, I would expect to see a positive association. Typically, movies with larger ensemble casts will require a longer runtime to properly develop each character and storyline.

Case B.

For the number of hours a musician spends practicing and the number of mistakes the musician makes in a performance, I would expect to see a negative association. The more time a musician spends practicing, the better prepared they will be for their performance.

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seasonality is a regular, repeating pattern in the data that takes longer than 1 year to complete. group of answer choices true false

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True. Seasonality refers to a regular, repeating pattern in the data that takes longer than one year to complete. It can occur in various forms such as monthly, quarterly, or even weekly patterns.

These patterns are usually associated with external factors such as weather, holidays, or other events that influence consumer behavior. By identifying seasonality in the data, businesses can use it to predict future trends and adjust their strategies accordingly. This information can be valuable in a range of industries such as retail, tourism, and agriculture.

Overall, understanding the repeating patterns in data is essential for making informed decisions and staying ahead of the competition.

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set up and evaluate the optimization problems. (enter your answers as comma-separated lists.) find two positive integers such that their sum is 16, and the sum of their squares is minimized.

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The two positive integers that satisfy the conditions and minimize the sum of their squares are 4 and 4.

We can use the method of Lagrange multipliers to solve this problem. Let x and y be the two positive integers we want to find, then we want to minimize the function [tex]f(x,y) = x^2 + y^2[/tex] subject to the constraint g(x,y) = x + y - 16 = 0.

The Lagrange function is L(x,y,λ) = f(x,y) - λg(x,y) =[tex]x^2 + y^2[/tex] - λ(x + y - 16).

Taking partial derivatives of L with respect to x, y, and λ, we get:

dL/dx = 2x - λ = 0

dL/dy = 2y - λ = 0

dL/dλ = x + y - 16 = 0

Solving for λ in the first two equations, we get λ = 2x = 2y. Substituting this into the third equation, we get 4x = 16, or x = 4. Then y = 4 as well, since λ = 2x = 2y.

Therefore, the two positive integers that satisfy the conditions and minimize the sum of their squares are 4 and 4.

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P(A) x P(b) = P(a and b) in what type of data

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Probabilistic data refers to data that involves uncertain or random events.

it is typically analyzed using probability theory or statistical methods. Examples of probabilistic data include the outcomes of a coin toss, the probability of a person having a certain genetic trait, or the likelihood of an event occurring given certain conditions. The formula P(A) x P(B) = P(A and B) is a probability formula that applies to probability theory and statistics, which deal with random events and their likelihoods. Therefore, it is related to probabilistic data

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You may need to use the appropriate spend table or technology to the custom The following results are for independent random samples taken from the populations ASK YOUR TEACHER PRACTICE Sample Sample - 20 - 30 * - 223, -20.1 -24 5-40 (a) What is the point estimate of the difference between the two population means?

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The point estimate of the difference between the two population means is -51.975.

The point estimate of the difference between the two population means can be calculated by finding the difference between the sample means. From the given samples, the sample mean for the first sample is (-20 + 30 + (-223))/3 = -71, and the sample mean for the second sample is (-20.1 -24 + 5 - 40)/4 = -19.025.

It is important to note that this is only an estimate and may not perfectly represent the true difference between the two population means.

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