The answers to the given questions are:
a. The point estimate of the population mean rating for the business statistics course is 5.6.
b. The standard error of the sample mean is approximately 0.761.
c. The lower limit of the interval estimate of the population mean rating for the business statistics course, with a 99% confidence coefficient, is approximately 3.128.
To answer these questions, we'll use the given sample of ratings: 4, 4, 8, 4, 5, 6, 2, 5, 9, 9.
a. Point Estimate of Population Mean Rating:
The point estimate of the population mean rating for the business statistics course is the sample mean. We calculate it by adding up all the ratings and dividing by the sample size:
Mean = (4 + 4 + 8 + 4 + 5 + 6 + 2 + 5 + 9 + 9) / 10 = 56 / 10 = 5.6
Therefore, the point estimate of the population mean rating for the business statistics course is 5.6.
b. Standard Error of the Sample Mean:
The standard error of the sample mean measures the variability or uncertainty of the sample mean estimate. It is calculated using the formula:
[tex]Standard\ Error = \text{(Standard Deviation of the Sample)} / \sqrt{Sample Size}[/tex]
First, we need to calculate the standard deviation of the sample. To do that, we calculate the differences between each rating and the sample mean, square them, sum them up, divide by (n - 1), and then take the square root:
Mean = 5.6 (from part a)
Deviation from Mean: (4 - 5.6), (4 - 5.6), (8 - 5.6), (4 - 5.6), (5 - 5.6), (6 - 5.6), (2 - 5.6), (5 - 5.6), (9 - 5.6), (9 - 5.6)
Squared Deviations: 2.56, 2.56, 5.76, 2.56, 0.36, 0.16, 11.56, 0.36, 12.96, 12.96
The sum of Squared Deviations: 52.08
Standard Deviation = [tex]\sqrt{52.08 / (10 - 1)} = \sqrt{5.787777778} \approx 2.406[/tex]
Now we can calculate the standard error:
Standard Error = [tex]2.406 / \sqrt{10} \approx 0.761[/tex]
Therefore, the standard error of the sample mean is approximately 0.761.
c. Lower Limit of the Interval Estimate:
To find the lower limit of the interval estimate, we use the t-distribution and the formula:
Lower Limit = Sample Mean - (Critical Value * Standard Error)
Since the sample size is small (n = 10) and the confidence level is 99%, we need to find the critical value associated with a 99% confidence level and 9 degrees of freedom (n - 1).
Using a t-distribution table or calculator, the critical value for a 99% confidence level with 9 degrees of freedom is approximately 3.250.
Lower Limit = [tex]5.6 - (3.250 * 0.761) \approx 5.6 - 2.472 \approx 3.128[/tex]
Therefore, the lower limit of the interval estimate of the population mean rating for the business statistics course, with a 99% confidence coefficient, is approximately 3.128.
Learn more about standard deviation at:
https://brainly.com/question/24298037
#SPJ4
. The Wisconsin Lottery has a game called Badger 5: Choose five numbers from 1 to 31. You can't select the same number twice, and your selections are placed in numerical order. After each drawing, the numbers drawn are put in numerical order. Here's an example of what one lottery drawing could look like:
13 14 15 30
Find the probability that a person's Badger 5 lottery ticket will have exactly two winning numbers.
Calculating this expression will give us the probability that a person's Badger 5 lottery ticket will have exactly two winning numbers.
To find the probability of a person's Badger 5 lottery ticket having exactly two winning numbers, we need to determine the total number of possible outcomes and the number of favorable outcomes.
The total number of possible outcomes in the Badger 5 game is given by the number of ways to choose 5 numbers out of 31 without repetition and in numerical order.
The number of favorable outcomes is the number of ways to choose exactly two winning numbers out of the 5 numbers drawn in the lottery drawing.
To calculate these values, we can use the binomial coefficient formula:
nCr = n! / (r! * (n-r)!)
where n is the total number of available numbers (31 in this case) and r is the number of numbers to be chosen (5 in this case).
The probability of exactly two winning numbers can be calculated as:
P(exactly two winning numbers) = (number of favorable outcomes) / (total number of possible outcomes)
Substituting the values into the formula, we can calculate the probability:
P(exactly two winning numbers) = (5C2 * 26C3) / (31C5)
Calculating this expression will give us the probability that a person's Badger 5 lottery ticket will have exactly two winning numbers.
Learn more about binomial coefficient here:
https://brainly.com/question/24078433
#SPJ11
What are irrational numbers between 1 and square root 2
The irrational numbers between 1 and √2 are 1.247......, 1.367.... and 1.1509....
How to determine the irrational numbers between the numbersFrom the question, we have the following parameters that can be used in our computation:
1 and square root 2
Rewrite as
1 and √2
When evaluated, we have
1 and 1.41421356.....
The irrational numbers between the numbers are numbers that cannot be expressed as fractions
Some of these numbers are
1.247......
1.367....
1.1509....
Read more about irrational numbers at
https://brainly.com/question/20400557
#SPJ1
During one month, a homeowner used 200 units of electricity and 120 units of gas for a total cost of $87.60. The next month, 290 units of electricity and 200 units of gas were used for a total cost of $131.70
Find the cost per unit of gas.
The cost per unit of gas is approximately $0.29 is obtained by solving a linear equations.
To find the cost per unit of gas, we can set up a system of equations based on the given information. By using the total costs and the respective amounts of gas used in two months, we can solve for the cost per unit of gas.
Let's assume the cost per unit of gas is represented by "g." We can set up the first equation as 120g + 200e = 87.60, where "e" represents the cost per unit of electricity. Similarly, the second equation can be written as 200g + 290e = 131.70. To find the cost per unit of gas, we need to isolate "g." Multiplying the first equation by 2 and subtracting it from the second equation, we eliminate "e" and get 2(200g) + 2(290e) - (120g + 200e) = 2(131.70) - 87.60. Simplifying, we have 400g + 580e - 120g - 200e = 276.40 - 87.60. Combining like terms, we get 280g + 380e = 188.80. Dividing both sides of the equation by 20, we find that 14g + 19e = 9.44.
Since we are specifically looking for the cost per unit of gas, we can eliminate "e" from the equation by substituting its value from the first equation. Substituting e = (87.60 - 120g) / 200 into the equation 14g + 19e = 9.44, we can solve for "g." After substituting and simplifying, we get 14g + 19((87.60 - 120g) / 200) = 9.44. Solving this equation, we find that g ≈ 0.29. Therefore, the cost per unit of gas is approximately $0.29.
To know more about linear equation refer here:
https://brainly.com/question/29111179
#SPJ11
Suppose that f(x) is a continuous function with f(1)=−9 and f(5)=9. Determine which choice best describes the following statement. "For some y in the interval [−9,9],f(x)=y for all x in the interval [1,5] −Always false Always true Sometimes true and sometimes false
The statement "For some y in the interval [−9,9], f(x)=y for all x in the interval [1,5]" is sometimes true and sometimes false.
If f(x) is a continuous function with f(1)=−9 and f(5)=9, then by the Intermediate Value Theorem, there exists at least one value y in the interval [-9, 9] such that f(x) = y for some x in the interval [1, 5].Therefore, the statement "For some y in the interval [-9, 9], f(x) = y for all x in the interval [1, 5]" is sometimes true, as it depends on whether there exists more than one such value y in the interval [-9, 9]. If there exists only one such value, then the statement is true, otherwise, it is false. Let f(x) be a continuous function with f(1)=−9 and f(5)=9.
The statement "For some y in the interval [−9,9], f(x)=y for all x in the interval [1,5]" is related to the Intermediate Value Theorem. According to the theorem, if a function f(x) is continuous on the closed interval [a, b] and k is any number between f(a) and f(b), then there must be at least one point c in the open interval (a, b) at which f(c) = k.In this case, since the function is continuous on the interval [1, 5] and f(1) = -9 and f(5) = 9, the Intermediate Value Theorem guarantees that there exists at least one value y in the interval [-9, 9] such that f(x) = y for some x in the interval [1, 5].
However, it is not guaranteed that there exists only one such value of y in the interval [-9, 9]. If there is only one such value, then the statement "For some y in the interval [−9,9], f(x)=y for all x in the interval [1,5]" is true. If there is more than one value of y in the interval [-9, 9] such that f(x) = y for some x in the interval [1, 5], then the statement is false. Therefore, the statement "For some y in the interval [−9,9], f(x)=y for all x in the interval [1,5]" is sometimes true and sometimes false, depending on the function f(x).
To know more about function, visit:
https://brainly.com/question/11624077
#SPJ11
If
3.8 oz is 270 calories, how many calories is 4.2 oz?
If 3.8 oz is 270 calories, then 4.2 oz is approximately 298.42 calories
To find the number of calories in 4.2 oz, we can set up a proportion using the given information.
Let x represent the unknown number of calories in 4.2 oz.
We can set up the proportion as follows:
3.8 oz / 270 calories = 4.2 oz / x calories
To solve for x, we can cross-multiply:
3.8 oz * x calories = 270 calories * 4.2 oz
Simplifying, we get:
3.8x = 1134
Divide both sides by 3.8 to isolate x:
x = 1134 / 3.8
Calculating the right side, we find:
x ≈ 298.42
Therefore, 4.2 oz is approximately 298.42 calories based on the given proportion and information.
To learn more about “proportion” refer to the https://brainly.com/question/1496357
#SPJ11
Reducing the frequency from the tails of a distribution will Increase the standard deviation decrease the standard deviation not affect the standard deviation Between which values of Z is the middle 40% of the area included −.25 to .25 −.52 to .52 −.84 to .84 0 to 1.28
Between which values of Z is the middle 40% of the area included?
the correct option is:
-0.84 to 0.84
The middle 40% of the area in a standard normal distribution is included between -0.84 to 0.84. This range corresponds to approximately the central 80% of the distribution, with 40% on each side.
what is area?
Area is a mathematical concept that measures the size or extent of a two-dimensional shape or region. It is typically measured in square units, such as square meters (m²) or square feet (ft²). The area of a shape can be calculated using specific formulas depending on the shape, such as the area of a rectangle (length × width), the area of a circle (π × radius²), or the area of a triangle (½ × base × height)
To know more about area visit:
brainly.com/question/1631786
#SPJ11
Explain why f = {(1, 1), (2, 3), (1, 5), (0, 0)\}f={(1,1),(2,3),(1,5),(0,0)} is not a function.
The set f = {(1, 1), (2, 3), (1, 5), (0, 0)} is not a function because it violates the definition of a function, which states that for each input (x), there should be a unique output (y).
In the given set f, we can see that the input value 1 is associated with two different output values, 1 and 5. This means that for the input value 1, there are multiple possible outputs, which contradicts the definition of a function. In a function, each input should correspond to exactly one output.
Therefore, because the set f contains multiple outputs for the same input, it does not satisfy the criteria for a function.
Learn more about unique output here:
https://brainly.com/question/31604937
#SPJ11
A researcher is interested in whether spherical refraction is different between the left and right eyes, To examine this issue, refraction is measured in both eyes of 17 people. Which of the following techniques should be used to conduct this test? t test for two population means, matched samples. t test for two population means, independent samples, variances are unknown. z test for hwo population means, independent samples, variances are known. I test for fwo popularion proportions
To examine whether spherical refraction is different between the left and right eyes of 17 people, the appropriate technique to use would be a paired samples t-test.
The reason for this is that we are comparing the differences in refraction between the left and right eyes within the same individuals. A paired samples t-test is used to compare the means of two related groups (in this case, the left and right eyes) when the data is not normally distributed or when the variances are unequal. It also assumes that the differences between the pairs are normally distributed.
A t-test for two population means with independent samples would be appropriate if we were comparing the means of two separate groups (e.g., comparing the average refraction for a group of people with left-eye dominance to a group with right-eye dominance). However, since we are measuring both eyes within the same individuals, we cannot treat these measurements as independent samples.
A z-test for two population means assumes that the population variances are known, which is typically not the case in practice. Additionally, a z-test is typically only used for large sample sizes (typically greater than 30).
A test for two population proportions would be inappropriate since we are not dealing with proportions in this scenario.
Learn more about samples t-test from
https://brainly.com/question/6589776
#SPJ11
For x² dy/dx = y-2xy the functions are: g(x) = 1-2x/x², h(y) = y
a. True
b. False
Moving to another question will save this response.
You and your friend each drive 58km. You travel at 87k(m)/(h). Your friend travels at 103 k(m)/(h). How long will your friend be waiting for you at the end of the trip? (Your answer will be in seconds
Your friend will be waiting for you at the end of the trip for approximately 11 minutes and 18 seconds. it takes for both of you to complete the 58 km distance.
To find out how long your friend will be waiting for you at the end of the trip, we need to calculate the time it takes for both of you to complete the 58 km distance.
Your speed is 87 km/h, so the time it takes for you to travel 58 km can be calculated as:
Time = Distance / Speed = 58 km / 87 km/h = 0.6667 hours.
Similarly, your friend's speed is 103 km/h, so the time it takes for your friend to travel 58 km can be calculated as:
Time = Distance / Speed = 58 km / 103 km/h = 0.5631 hours.
To find out the waiting time, we subtract the time it takes for you to complete the trip from the time it takes for your friend to complete the trip:
Waiting time = Friend's time - Your time = 0.5631 hours - 0.6667 hours = -0.1036 hours.
To convert the waiting time to seconds, we multiply it by 3600 (the number of seconds in an hour):
Waiting time in seconds = -0.1036 hours * 3600 seconds/hour ≈ -373 seconds.
Since negative waiting time doesn't make sense in this context, we can take the absolute value of the waiting time:
Waiting time ≈ 373 seconds.
Your friend will be waiting for you at the end of the trip for approximately 11 minutes and 18 seconds (373 seconds).
To know more about distance follow the link:
https://brainly.com/question/28786224
#SPJ11
Determine the required value of the missing trokakilify to make the distribution a discrete probataility diettisufteon
The required value of the missing probability to make the distribution a discrete probability distribution is given as follows:
P(X = 4) = 0.22.
How to obtain the required value?For a discrete probability distribution, the sum of the probabilities of all the outcomes must be of 1.
The probabilities are given as follows:
P(X = 3) = 0.28.P(X = 4) = x.P(X = 5) = 0.36.P(X = 6) = 0.14.Hence the value of x is obtained as follows:
0.28 + x + 0.36 + 0.14 = 1
0.78 + x = 1
x = 0.22.
Learn more about the concept of probability at https://brainly.com/question/24756209
#SPJ4
In how many ways can yok form a string of length 6 using the symbols from the alphabet {A,B,C,D,E,F}, such that the string begins with either A,E, or F and ends in D ? (a) 3⋅6 4
(c) 3⋅(6⋅5⋅4⋅3) (b) 6 4
⋅6 4
⋅6 4
(d) ( 6
4
)⋅( 6
4
)⋅( 6
4
)
A string of length 6 can be formed using the symbols from the alphabet {A,B,C,D,E,F}, such that the string begins with either A, E, or F and ends in D in the following ways: There are 3 ways to select the first symbol (A, E, or F) of the string.
There are 6 ways to select the second symbol of the string (since any of the six symbols can be chosen at this point). There are 6 ways to select the third symbol of the string (since any of the six symbols can be chosen at this point). There are 6 ways to select the fourth symbol of the string (since any of the six symbols can be chosen at this point). There are 6 ways to select the fifth symbol of the string (since any of the six symbols can be chosen at this point).
There is only 1 way to select the sixth symbol (since it has to be D).Hence, the total number of ways to form the string of length 6 using the symbols from the alphabet {A,B,C,D,E,F}, such that the string begins with either A, E, or F and ends in [tex]D is 3⋅6⋅6⋅6⋅6⋅1 = 3⋅6⁴ = 3⋅1296 = 3888.[/tex] , the correct option is (a) 3⋅6⁴.
To know more about symbol visit:
https://brainly.com/question/11490241
#SPJ11
Suppose a music collection consists of 4 albums: the album Alina has 7 tracks; the album Beyonce has 12 ; the album Cecilia has 15 ; and the album Derek has 14. 3. Suppose every track in the music collection has an equal probability of being selected. Let A denote the album title of a randomly selected track from the collection. (a) Write down the ensemble for A - that is, its alphabet and probabilities. [2 Marks] (b) What is the raw bit content of A 4
? [2 Marks] (c) What is the smallest value of δ such that the smallest δ-sufficient subset of A 4
contains fewer than 256 elements? [2 Marks] (d) What is the largest value of δ such that the essential bit content H δ
(A 4
) is strictly greater than zero?
a. The ensemble for A consists of the set {Alina, Beyonce, Cecilia, Derek}, each with equal probability 1/4.
b. The raw bit content of A is 2 bits.
c. The smallest value of δ such that the smallest δ-sufficient subset of A4 contains fewer than 256 elements is δ = -0.8.
d. Hδ(A4) is zero for all δ between 0 and -0.8, and hence the largest value of δ such that Hδ(A4) is strictly greater than zero is δ = -0.8.
(a) The ensemble for A consists of the set {Alina, Beyonce, Cecilia, Derek}, each with equal probability 1/4.
(b) The raw bit content of A is given by the formula H(A) = -∑ p(x) log2 p(x), where p(x) is the probability of the event x in the ensemble. Thus, we have:
H(A) = -(1/4)log2(1/4) - (1/4)log2(1/4) - (1/4)log2(1/4) - (1/4)log2(1/4)
= 2
Therefore, the raw bit content of A is 2 bits.
(c) The number of elements in the smallest δ-sufficient subset of A4 is given by 2^(Hδ(A4)), where Hδ(A4) is the δ-entropy of A4. We want to find the smallest value of δ such that this number is less than 256.
Since A4 has 4 symbols, there are 4^4 = 256 possible sequences of length 4. Thus, we need to find the smallest δ such that 2^(Hδ(A4)) < 256.
Using the formula for δ-entropy, we have:
Hδ(A4) = log2(∑ p(x)^δ) / (1-δ)
For any δ > 0, we have ∑ p(x)^δ ≤ (∑ p(x))^δ = 1. Thus, we can lower-bound Hδ(A4) as follows:
Hδ(A4) ≥ log2(4^-δ) / (1-δ) = (-δ * log2(4)) / (1-δ) = (-2δ) / (1-δ)
We want to find the smallest δ such that 2^(-2δ/(1-δ)) < 256. This simplifies to:
-2δ / (1-δ) < log2(256) = 8
Solving for δ, we get:
δ > -8/(2+8) = -8/10 = -0.8
Thus, the smallest value of δ such that the smallest δ-sufficient subset of A4 contains fewer than 256 elements is δ = -0.8.
(d) The essential bit content Hδ(A4) is strictly greater than zero if and only if δ-entropy is positive for some δ. From part (c), we know that there exists a value of δ between 0 and -0.8 such that the smallest δ-sufficient subset of A4 contains at least 256 elements. Therefore, Hδ(A4) is zero for all δ between 0 and -0.8, and hence the largest value of δ such that Hδ(A4) is strictly greater than zero is δ = -0.8.
Learn more about value from
https://brainly.com/question/24078844
#SPJ11
if 36 out of 304 students said they love statistics, find an 84% confidence interval for the true percentage of students who love statistics. g
The 84% confidence interval for the true percentage of students who love statistics is approximately 10% to 34%.
To find the confidence interval for the true percentage of students who love statistics,
Use the formula for calculating a confidence interval for a proportion.
Start with the given information: 36 out of 304 students said they love statistics.
Find the sample proportion (P):
P = number of successes/sample size
P = 36 / 304
P ≈ 0.1184
Find the standard error (SE):
SE = √((P * (1 - P)) / n)
SE = √((0.1184 x (1 - 0.1184)) / 304)
SE ≈ 0.161
Find the margin of error (ME):
ME = critical value x SE
Since we want an 84% confidence interval, we need to find the critical value. We can use a Z-score table to find it.
The critical value for an 84% confidence interval is approximately 1.405.
ME = 1.405 x 0.161
ME ≈ 0.226
Calculate the confidence interval:
Lower bound = P - ME
Lower bound = 0.1184 - 0.226
Lower bound ≈ -0.108
Upper bound = P + ME
Upper bound = 0.1184 + 0.226
Upper bound ≈ 0.344
Therefore, the 84% confidence interval for the true percentage of students who love statistics is approximately 10% to 34%.
To learn more about statistics visit:
https://brainly.com/question/30765535
#SPJ4
Number and problem solving Rounding and estimating 1 Write the next and previous multiple of 10 for each number. Round each number to the nearest multiple of 10. 2 Afia has rounded these capacities to the nearest 10 litres
1. The next and previous multiple of 10 for each number is given below: Number of Previous multiple of 10 Next multiple of 1018192026405050607072. Round each number to the nearest multiple of 10: Number Nearest multiple of 1018283040505050607080
2. Afia has rounded these capacities to the nearest 10 liters: Since we are rounding to the nearest 10 litres, we must round the given capacities to the nearest 10 that is either less than or greater than the given capacity. The rounded capacities to the nearest 10 liters are given below: Original capacityRounded capacity to the nearest 10 litres2220, 45 8050
multiple of 10: https://brainly.com/question/31189944
#SPJ11
Determine the point(s), if any, at which the function is discontinuous. Classify any discontinuity as jump, removable, infinite, or other. (Enter your answers as a comma-separated list. If an answer does not exist, enter DNE.)
g(t) = t^-¹+3
jump discontinuities t =
removable discontinuities t =
infinite discontinuities t =
The function g(t) = t^(-1) + 3 is given. To determine the point(s) where the function is discontinuous and to classify any discontinuity as jump, removable, infinite, or other, we need to investigate each type of discontinuity in turn.
Jump Discontinuity The function g(t) has a jump discontinuity at a point t = 0 because the right-hand limit and the left-hand limit of g(t) at t = 0 do not equal each other. Removable Discontinuity The function g(t) does not have a removable discontinuity because it is not defined for any values of t where the denominator is zero.
Therefore, no value can be assigned to g(0) in order to make it continuous.Infinite Discontinuity The function g(t) has an infinite discontinuity at t = 0 because the function blows up to positive infinity on one side of t = 0 and to negative infinity on the other side of t = 0.
Hence, the discontinuity at t = 0 is infinite.
We can summarize our findings as follows:Jump discontinuities t = 0
Removable discontinuities t = DNE
Infinite discontinuities t = 0
Therefore, the function g(t) has a jump discontinuity at t = 0 and an infinite discontinuity at t = 0.
To know more about function visit:
https://brainly.com/question/30721594
#SPJ11
Show that the equation x^3+e^x−2=0 has at least one solution.
The intermediate value theorem, there exists some c in the interval (0, 1) such that f(c) = 0.
This means that the equation x³ + e^x - 2 = 0
has at least one solution in the interval (0, 1).
To show that the equation x³ + e^x - 2 = 0 has at least one solution, we can use the intermediate value theorem.
The intermediate value theorem states that if f is a continuous function on the interval [a, b], and if M is any number between f(a) and f(b), then there exists a number c in the interval (a, b) such that f(c) = M.
In our case, let's define
f(x) = x³ + e^x - 2.
Then we want to find a number M such that f(a) < M < f(b) for some values of a and b such that a < b.
If we can find such an M, then there must exist some c in the interval (a, b) such that
f(c) = M and
therefore f(c) = 0 (since we are looking for a solution to the equation
f(x) = 0).
Let's take a = 0 and b = 1.
Then f(a) = 1 + e^0 - 2 = 0 and
f(b) = 1 + e^1 - 2 > 0 (you can verify this by calculating f(1)).
Therefore, by the intermediate value theorem, there exists some c in the interval (0, 1) such that f(c) = 0.
This means that the equation x³ + e^x - 2 = 0
has at least one solution in the interval (0, 1).
We can repeat this process for different intervals to find more solutions to the equation if necessary.
To know more about intermediate value theorem, visit:
https://brainly.com/question/29712240
#SPJ11
Assume you want to calculate the means of the 4 numeric variables in iris but you do not know the function name. How do you proceed? 2.3.2. Which function(s) does R provide for calculating the mean? Which arguments does/do itthey accept? 2.3.3. Does RStudio also offer ways to help? 2.3.4. Which ways of code completion does RStudio offer? And how do they differ? 2.3.5. Use the read.table command and auto completion to read mylris.csv into a new variable. 2.3.6. Activate all R diagnostics related to syntactic errors.
The above code will read the data in mylris.csv into a new variable named my_data and store it in the R environment. To activate all R diagnostics related to syntactic errors, use the following command below:options(show.error.messages = TRUE)
To calculate the means of the 4 numeric variables in iris, follow the steps below: First, you will need to load the iris dataset. You can do this by using the command below. data(iris)To find the mean of the numeric variables, you can use the function mean() which is available in R.
It calculates the arithmetic mean of a vector of values. To find the mean of the numeric variables in iris, you can use the following code below.mean
(iris$Sepal.Length)mean(iris$Sepal.Width)mean(iris$Petal.Length)mean(iris$Petal.Width)
The above code will display the means of the four numeric variables in iris.R provides multiple functions for calculating the mean. The most commonly used ones are mean(), colMeans(), and rowMeans().The mean() function takes a vector as an argument and calculates the arithmetic mean of the values in the vector.
The col Means() and rowMeans() functions take a matrix or a data frame as an argument and calculate the means of the columns or rows, respectively. RStudio provides multiple ways to help with coding. Code completion is one such feature. Code completion is a feature that allows you to autocomplete code while you are typing. RStudio offers multiple ways of code completion.
The most commonly used ones are Basic Completion, Contextual Completion, and Shorthand Completion.
To use the read.table command to read mylris.csv into a new variable, use the following code below:
my_data <- read.table("mylris.csv", header = TRUE, sep = ",")
The above code will read the data in mylris.csv into a new variable named my_data and store it in the R environment. To activate all R diagnostics related to syntactic errors, use the following command below:options(show.error.messages = TRUE)
The above command will enable R to display all error messages related to syntactic errors.
To know more about data visit-
https://brainly.com/question/29117029
#SPJ11
(a) What is the difference between the population and sample regression functions? Write out both functions, and explain how they differ. (b) What is the role of error term ui in regression analysis? What is the difference between the error term ui and the residual, u^i ? (c) Why do we need regression analysis? Why not simply use the mean value of the regressand as its best value? (d) What does it mean for an estimator to be unbiased? (e) What is the difference between β1 and β^1 ? (f) What do we mean by a linear regression model? (g) Determine whether the following models are linear in parameters, linear in variables or both. Which of these models are linear regression models? (i) Yi=β1+β2(Xi1)+ui (ii) Yi=β1+β2ln(Xi)+ui (iii) ln(Yi)=β1+β2Xi+ui (iv) ln(Yi)=ln(β1)+β2ln(Xi)+ui
(v) ln(Yi)=β1−β2(Xi1)+ui
(a) The population regression function represents the relationship at the population level, while the sample regression function estimates it based on a sample.
(b) The error term (ui) represents unobserved factors, while the residual (u^i) is the difference between observed and predicted values.
(c) Regression analysis considers multiple variables and captures their combined effects, providing more accurate predictions than using just the mean.
(d) An estimator is unbiased if its expected value equals the true parameter value.
(e) β1 is the true parameter, while β^1 is the estimated coefficient.
(f) A linear regression model assumes a linear relationship between variables.
(g) (i) Linear regression model, (ii) Not a linear regression model, (iii) Not a linear regression model, (iv) Not a linear regression model, (v) Not a linear regression model.
(a) The population regression function represents the relationship between the population-level variables, while the sample regression function estimates the relationship based on a sample from the population. The population regression function is a theoretical concept and is typically unknown in practice, while the sample regression function is estimated from the available data.
Population Regression Function:
Y = β0 + β1X + ε
Sample Regression Function:
Yi = b0 + b1Xi + ei
The population regression function includes the true, unknown parameters (β0 and β1) and the error term (ε). The sample regression function estimates the parameters (b0 and b1) based on the observed sample data and includes the residual term (ei) instead of the error term (ε).
(b) The error term (ui) in regression analysis represents the unobserved factors that affect the dependent variable but are not accounted for by the independent variables. It captures the random variability in the relationship between the variables and includes factors such as measurement errors, omitted variables, and other unobservable influences.
The error term (ui) is different from the residual (u^i). The error term is a theoretical concept that represents the true unobserved error in the population regression function. It is not directly observable in practice. On the other hand, the residual (u^i) is the difference between the observed dependent variable (Yi) and the predicted value (Ŷi) based on the estimated regression model. Residuals are calculated for each observation in the sample and can be computed after estimating the model.
(c) Regression analysis allows us to understand and quantify the relationship between variables, identify significant predictors, and make predictions or inferences based on the observed data. It provides insights into the nature and strength of the relationship between the dependent and independent variables. Simply using the mean value of the regressand (dependent variable) as its best value ignores the potential influence of other variables and their impact on the regressand. Regression analysis helps us understand the conditional relationship and make more accurate predictions by considering the combined effects of multiple variables.
(d) An estimator is unbiased if, on average, it produces parameter estimates that are equal to the true population values. In other words, the expected value of the estimator matches the true parameter value. Unbiasedness ensures that, over repeated sampling, the estimator does not systematically overestimate or underestimate the true parameter.
(e) β1 represents the true population parameter (slope) in the population regression function, while β^1 represents the estimated coefficient (slope) based on the sample regression function. β1 is the unknown true value, while β^1 is the estimator that provides an estimate of the true value based on the available sample data.
(f) A linear regression model assumes a linear relationship between the dependent variable and one or more independent variables. It implies that the coefficients of the independent variables are constant, and the relationship between the variables can be represented by a straight line or a hyperplane in higher dimensions. The linear regression model is defined by a linear equation, where the coefficients of the independent variables determine the slope of the line or hyperplane.
(g) (i) Linear in parameters, linear in variables, and a linear regression model.
(ii) Linear in parameters, non-linear in variables, and not a linear regression model.
(iii) Non-linear in parameters, linear in variables, and not a linear regression model.
(iv) Non-linear in parameters, non-linear in variables, and not a linear regression model.
(v) Non-linear in parameters, linear in variables, and not a linear regression model.
Learn more about linear regression:
https://brainly.com/question/25987747
#SPJ11
A pair of fair dice is tossed. Find the probability of getting (a) a total of 11 ; (b) at most a total of 5 . (a) The probability of getting a total of 11 is (Simplify your answer.)
To find the probability of getting a total of 11 when tossing a pair of fair dice, the probability of getting at most a total of 5 is 15/36, which simplifies to 5/12.
(a) To get a total of 11, we can have the following combinations: (5, 6) and (6, 5), where the first number represents the outcome of the first die and the second number represents the outcome of the second die.
The total number of possible outcomes when tossing two fair dice is 6 * 6 = 36, as each die has 6 possible outcomes.
Therefore, the probability of getting a total of 11 is 2/36, which simplifies to 1/18.
(b) To find the probability of getting at most a total of 5, we need to determine the favorable outcomes for getting a total of 5 or less.
The favorable outcomes for a total of 5 or less are: (1, 1), (1, 2), (1, 3), (1, 4), (1, 5), (2, 1), (2, 2), (2, 3), (2, 4), (3, 1), (3, 2), (3, 3), (4, 1), (4, 2), and (5, 1).
There are 15 favorable outcomes, and the total number of possible outcomes is 36.
Therefore, the probability of getting at most a total of 5 is 15/36, which simplifies to 5/12.
Learn more about probability
https://brainly.com/question/29381779
#SPJ11
In a bag there are N distinct coins. Each coin has a value between 1 and N. However, there is one coin that is marked X. Write a Java method to find the value of X in an efficient way. To test it, supply your own value for N and your own array of numbers with a missing value for X.
Ex. N = 6
Numbers: 5,3,1,4,x, 6
Program should find that x = 2.
The program calculates the sum of all values from 1 to N (inclusive) and subtracts the sum of the provided coins. The remaining value is the missing coin's value.
Here's a Java method that can find the missing value X efficiently in the given scenario:
```java
public class MissingCoinFinder {
public static int findMissingCoin(int[] coins) {
int n = coins.length + 1; // Total number of coins including the missing one
int sum = n * (n + 1) / 2; // Sum of all values if no coin is missing
for (int coin : coins) {
sum -= coin; // Subtract each coin's value from the sum
}
return sum; // The remaining value is the missing coin's value
}
public static void main(String[] args) {
int[] coins = {5, 3, 1, 4, 2, 6}; // Array of coins with a missing value for X
int missingCoin = findMissingCoin(coins);
System.out.println("Missing coin value: " + missingCoin);
}
}
```
In the main method, you can supply your own values for the array `coins` to test the program. In the given example, the method will find that X = 2. The program calculates the sum of all values from 1 to N (inclusive) and subtracts the sum of the provided coins. The remaining value is the missing coin's value.
Learn more about sum here
https://brainly.com/question/24205483
#SPJ11
Child and adult tickets are sold for a concert. Child tickets are $3 and adult tickets are $5. 56 total tickets were purchased, and $200 was earned. How many child tickets were sold?
The given data is: Total number of tickets purchased= 56.Therefore, 40 child tickets were sold.The answer to this question is 40 child tickets were sold. From the given data, we have the following system of linear equations:x + y = 56 ---(1)
3x + 5y = 200 ---(2)
To solve the above system of linear equations, we can use the substitution method or the elimination method.Substitution method: From equation (1), we get:y = 56 - x. Substitute this value of y in equation (2), we get:3x + 5(56 - x) = 200. Simplify and solve for x:3x + 280 - 5x = 200-2x = -80x = 40. Therefore, 40 child tickets were sold.Adult tickets sold= 56 - 40 = 16. Answer: 40
Learn more about linear equations:
brainly.com/question/2030026
#SPJ11
Given the differential equation: dG/dx= -фG
Solve the differential equation to find an expression for G (x)
The solution to the given differential equation is G(x) = ±Ce^(-фx), where C = e^C is a constant.
To solve the differential equation dG/dx = -фG, we can separate variables by multiplying both sides by dx and dividing by G. This yields:
1/G dG = -ф dx
Integrating both sides, we obtain:
∫(1/G) dG = -ф ∫dx
The integral of 1/G with respect to G is ln|G|, and the integral of dx is x. Applying these integrals, we have:
ln|G| = -фx + C
where C is the constant of integration. By exponentiating both sides, we get:
|G| = e^(-фx+C)
Since the absolute value of G can be positive or negative, we can rewrite the equation as:
G(x) = ±e^C e^(-фx)
Here, ±e^C represents the arbitrary constant of integration. Therefore, the solution to the given differential equation is G(x) = ±Ce^(-фx), where C = e^C is a constant.
For more information on differential equation visit: brainly.com/question/32146993
#SPJ11
Which of these sentences are propositions (statements)? What are the truth values of those that are propositions (statements)? There are 7 prime numbers that are less than or equal to There are 7 prime numbers that are less than or equal to 20. The moon is made of cheese. Seattle is the capital of Washington state. 1 is a prime number. All prime numbers are odd.
The following sentences are propositions (statements):
1. There are 7 prime numbers that are less than or equal to 20.
2. The moon is made of cheese.
3. Seattle is the capital of Washington state.
4. 1 is a prime number.
5. All prime numbers are odd.
The truth values of these propositions are:
1. True. (There are indeed 7 prime numbers less than or equal to 20: 2, 3, 5, 7, 11, 13, 17.)
2. False. (The moon is not made of cheese; it is made of rock and other materials.)
3. False. (Olympia is the capital of Washington state, not Seattle.)
4. True. (The number 1 is not considered a prime number since it has only one positive divisor, which is itself.)
5. True. (All prime numbers except 2 are odd. This is a well-known mathematical property.)
The propositions (statements) listed above have the following truth values:
1. True
2. False
3. False
4. True
5. True
To know more about propositions follow the link:
https://brainly.com/question/30389551
#SPJ11
g the integral \int 0^1 \int 0^{y^2}\int 0^{1-y} f(x,y,z) \; dz \; dx \; dy equals: (hint: carefully draw a 3d sketch of the domain
The integral [tex]\int_{0}^{1}\int_{0}^{y^2}\int_{0}^{1-y}f(x,y,z)dz dy dx[/tex] represents the accumulation or area under the function f(x,y,z) over the specified region of integration. The specific value of the integral cannot be determined without knowing the function f(x,y,z).
The given triple integral is: [tex]\int_{0}^{1}\int_{0}^{y^2}\int_{0}^{1-y}f(x,y,z)dz dy dx[/tex]
To solve this triple integral, we start from the innermost integral and work our way out. Let's go step by step:
1. First, we integrate with respect to the innermost variable, which is 'z'. Here, we integrate the function f(x,y,z) with respect to 'z' while keeping 'x' and 'y' constant. The limits of integration for 'z' are from 0 to 1 - y.
2. Once we integrate with respect to 'z', we move to the next integral. This time, we integrate the result obtained from the previous step with respect to 'y'. Here, we integrate the function obtained from the previous step with respect to 'y' while keeping 'x' constant. The limits of integration for 'y' are from 0 to 2y².
3. Finally, after integrating with respect to 'y', we move to the outermost integral. This time, we integrate the result obtained from the previous step with respect to 'x'. The limits of integration for 'x' are from 0 to 1.
Now, the exact form of the function f(x,y,z) is not provided in the question, so we cannot determine the specific value of the integral. However, we can still provide a general expression for the integral:
[tex]\int_{0}^{1}\int_{0}^{y^2}\int_{0}^{1-y}f(x,y,z)dz dy dx[/tex]
In summary, we have a triple integral where we integrate a function f(x,y,z) with respect to 'z', then 'y', and finally 'x', while considering the given limits of integration.
To know more about integral here
https://brainly.com/question/18125359
#SPJ4
Complete Question:
The integral [tex]\int_{0}^{1}\int_{0}^{y^2}\int_{0}^{1-y}f(x,y,z)dz dy dx[/tex] equals
TANAPCALCBR10 2.6.012. Use the four-step process to find the slope of the tangent line to the graph of the given function at any point. (Simplify your answers completely.) f(x)=5−6x Step 1: f(x+h)= Step 2: f(x+h)−f(x)= Step 3: hf(x+h)−f(x)= Step 4: f (x)=lim h→0h
f(x+h)−f(x)= Use the four-step process to find the slope of the tangent line to the graph of the given function at any point. (Simplify your answers completely.) f(x)=2x 2+3x Step 1: f(x+h)= Step 2: f(x+h)−f(x)= Step3: hf(x+h)−f(x)= Step 4: f ′(x)=lim h→0h
f(x+h)−f(x)= Demand for Tents The demand for Sportsman 5×7 tents is given by the following function where p is measured in dollars and x is measured in units of a thousand. (Round your answers to three decimal places.) p=f(x)=−0.1x 2−x+40 (a) Find the average rate of change in the unit price of a tent if the quantity demanded is between the following intervals. between 5900 and 5950 tents $ per 1000 tents between 5900 and 5910 tents $ per 1000 tents (b) What is the rate of change of the unit price if the quantity demanded is 5900 ? $ per 1000 tents Rate of Change of Production Costs The daily total cost C(x) incurred by Trappee and Sons for producing x cases of TexaPep hot sauce is given by the following function. C(x)=0.000002x 3+6x+200 ∘
Calculate the following for h=1,0.1,0.01,0.801, and 0.0001. (Round your answers to four decimal places.) h
C(100+h)−C(100)
h=1
h=0.1
h=0.01
h=0.001
h=0.0001
Use your results to estimate the rate of change of the total cost function when the level of production is 100 cases/day. (Round your answer to two decimal places.
The slope of a tangent line represents the rate at which a curve or function is changing at a specific point. n calculus, it is commonly used to determine the instantaneous rate of change or the steepness of a curve at a particular point. The answer is 0.
Given function: f(x) = 5 - 6x
Step 1: f(x + h) = 5 - 6(x + h) = 5 - 6x - 6h
Step 2: f(x + h) - f(x) = [5 - 6x - 6h] - [5 - 6x] = -6h
Step 3: h[f(x + h) - f(x)] = h[-6h] = -6h^2
Step 4: f'(x) = lim h → 0 (-6h^2/h) = lim h → 0 -6h = 0
The slope of the tangent line to the graph of the given function at any point is 0.
Therefore, the slope of the tangent line is 0 for the function f(x) = 5 - 6x.
To know more about Slope Of A Tangent Line visit:
https://brainly.com/question/32519484
#SPJ11
Let X be a random variable with an expected value of E(X)=28 and a variance Var(X)=18. Find the expected value of E(X+6) and variance of Var(5X), respectively. 450,34 34,18 140,34 34,140 34,88 18,34 34,162 88,34 34,450 none of the above.
The expected value of E(X+6) is 34 and the variance of Var(5X) is 450.
Given that the expected value of X is E(X) = 28 and variance of X is Var(X) = 18.
We have to find the expected value of E(X+6) and variance of Var(5X).
Expected value of E(X+6)E(X+6) = E(X) + E(6)
By linearity of expected values, we have
E(X+6) = E(X) + E(6)
= 28 + 6 = 34.
Therefore, the expected value of E(X+6) is 34.
Variance of Var(5X)Var(5X) = Var(X)*5²
By linearity of variance, we have
Var(5X) = Var(X)*5²
= 18*25
= 450.
Therefore, the variance of Var(5X) is 450.
Thus, the expected value of E(X+6) is 34 and the variance of Var(5X) is 450. Hence, the correct option is 34,450.
The expected value of E(X+6) is 34 and the variance of Var(5X) is 450.
To know more about variance visit:
brainly.com/question/14116780
#SPJ11
lames Magee is thinking of buying a home for $117,700. Bank of the Future advertises an 80%, thirty-year simple interest amortized foan at 9 4
1
π interest, with an APR of 10.23%. R.T.C. Savings and Loan advertises an 80%,30− year simple interest amortized loan at 9% interest with an APR of 10,16%. (Round your answers to the nearest cent.) (a) Find James's monthly payment if he borrows through Bank of the Future. $ (b) Find James's monthly payment if he borrows through R.T.C. Savings and Loan. $ (c) Use the APR to approximate the fees included in the finance charge by Bank of the Future, $x (d) Use the APR to approximate the fees included in the finance charge by R.T.C. Savings and Loan. $x (e) Discuss the advantages of each of the two loans. The R.T.C. loan has a lower monthly payment but has higher fees. The Bank of the Future Ioan has a lower monthly payment but has higher fees, The Bank of the Future loan has a lower monthly payment and has lower fees. The R.T.C. Ioan has a lower monthly payment and has lower fees.
James's monthly payment if he borrows through Bank of the Future is $737.49, and if he borrows through R.T.C. Savings and Loan, it is $726.94. The fees included in the finance charge by Bank of the Future are approximately $3403.65, while R.T.C. Savings and Loan charges approximately $3144.02. Bank of the Future offers a lower interest rate, while R.T.C. Savings and Loan has a lower APR and lower finance charge fees.
Given that Lames Magee is thinking of buying a home for $117,700. Bank of the Future advertises an 80%, thirty-year simple interest amortized loan at 9% interest, with an APR of 10.23%. R.T.C. Savings and Loan advertises an 80%, 30-year simple interest amortized loan at 9% interest with an APR of 10.16%.
We are supposed to find James's monthly payment if he borrows through Bank of the Future and R.T.C. Savings and Loan, approximate the fees included in the finance charge by Bank of the Future and R.T.C. Savings and Loan, and also discuss the advantages of each of the two loans.
(a) Find James's monthly payment if he borrows through Bank of the Future:
Given that Loan amount is = $117,700 and The interest rate is = 9.41% per annum Loan period = 30 years.
80% of the loan amount = 80% * 117,700 = $94160
The APR is given by APR = 2 * (Interest rate per period) * 12 / (number of payments + 1)
Therefore, 10.23% = 2 * 9.41% * 12 / (number of payments + 1)
On solving the above equation, we get, Number of payments = 360
Monthly payment, P is given by,
P = A / D, where A is the loan amount and D is the discount factor.
D = {[(1 + i)^(n)] - 1} / [i(1 + i)^(n)], where i is the interest rate per month and n is the total number of payments.
Substituting the respective values in the formula, we get;
i = 9.41% / 12 = 0.0784167 and n = 360.
P = 94160 / {[(1 + 0.0784167)^(360)] - 1} / [0.0784167(1 + 0.0784167)^(360)] = $737.49
Therefore, James's monthly payment if he borrows through Bank of the Future is $737.49.
(b) Find James's monthly payment if he borrows through R.T.C. Savings and Loan:
Given that Loan amount is = $117,700 and The interest rate is = 9% per annum Loan period = 30 years.
80% of the loan amount = 80% * 117,700 = $94160
The APR is given by APR = 2 * (Interest rate per period) * 12 / (number of payments + 1)
Therefore, 10.16% = 2 * 9% * 12 / (number of payments + 1)
On solving the above equation, we get, Number of payments = 360
Monthly payment, P is given by,
P = A / D, where A is the loan amount and D is the discount factor.
D = {[(1 + i)^(n)] - 1} / [i(1 + i)^(n)], where i is the interest rate per month and n is the total number of payments.
Substituting the respective values in the formula, we get;
i = 9% / 12 = 0.0075 and n = 360.
P = 94160 / {[(1 + 0.0075)^(360)] - 1} / [0.0075(1 + 0.0075)^(360)] = $726.94
Therefore, James's monthly payment if he borrows through R.T.C. Savings and Loan is $726.94.
(c) Use the APR to approximate the fees included in the finance charge by Bank of the Future:
Given that Loan amount is = $117,700 and The APR is 10.23%.
Interest rate per period = 10.23% / 2 = 5.115%
Therefore, the fees included in the finance charge by Bank of the Future, x is given by;
Fees = Loan amount * (APR - Interest rate per period) = 117,700 * (10.23% - 5.115%) = $3403.65
Therefore, the fees included in the finance charge by Bank of the Future is $3403.65.
(d) Use the APR to approximate the fees included in the finance charge by R.T.C. Savings and Loan:
Given that Loan amount is = $117,700 and The APR is 10.16%.
Interest rate per period = 10.16% / 2 = 5.08%
Therefore, the fees included in the finance charge by R.T.C. Savings and Loan, x is given by;
Fees = Loan amount * (APR - Interest rate per period) = 117,700 * (10.16% - 5.08%) = $3144.02
Therefore, the fees included in the finance charge by R.T.C. Savings and Loan is $3144.02.
(e) Discuss the advantages of each of the two loans:
The advantages of the Bank of the Future loan are:It has a lower interest rate compared to R.T.C. Savings and Loan.The interest rate charged is simple interest and is calculated monthly instead of daily, reducing the amount of interest that will be paid in total.The monthly payments are also lower than those of R.T.C. Savings and Loan.The advantages of R.T.C. Savings and Loan are:
It has a lower APR compared to Bank of the Future.The fees included in the finance charge by R.T.C. Savings and Loan are lower than that of Bank of the Future.The monthly payments are also lower than those of Bank of the Future.Learn more about simple interest: https://brainly.com/question/25845758
#SPJ11
Show that the equation e^x = 4/x has at least one real solution. x
(b) Let f be a differentiable function. Define a new function g by Show that g'(x) = 0 has at least one real solution.
g(x) = f(x) + f (3 − x).
The equation e^x = 4/x has at least one real solution.
To show that the equation e^x = 4/x has at least one real solution, we can examine the behavior of the function f(x) = e^x - 4/x.
Since e^x is a positive, increasing function for all real values of x, and 4/x is a positive, decreasing function for positive x, their sum f(x) is positive for large positive values of x and negative for large negative values of x.
By applying the Intermediate Value Theorem, we can conclude that f(x) must have at least one real root (a value of x for which f(x) = 0) within its domain. Therefore, the equation e^x = 4/x has at least one real solution.
To show that the equation e^x = 4/x has at least one real solution, we consider the function f(x) = e^x - 4/x. This function is formed by subtracting the right-hand side of the equation from the left-hand side, resulting in the expression e^x - 4/x.
By analyzing the behavior of f(x), we observe that as x approaches negative infinity, both e^x and 4/x tend to zero, resulting in a positive value for f(x). On the other hand, as x approaches positive infinity, both e^x and 4/x tend to infinity, resulting in a positive value for f(x). Therefore, f(x) is positive for large positive values of x and large negative values of x.
The Intermediate Value Theorem states that if a function is continuous on a closed interval and takes on values of opposite signs at the endpoints of the interval, then it must have at least one root (a value at which the function equals zero) within the interval.
In our case, since f(x) is positive for large negative values of x and negative for large positive values of x, we can conclude that f(x) changes sign, indicating that it must have at least one real root (a value of x for which f(x) = 0) within its domain.
Therefore, the equation e^x = 4/x has at least one real solution.
Learn more about Intermediate Value Theorem here:
brainly.com/question/29712240
#SPJ11
For each of the following statements, find the negation of the statement. (a) For all integers x,x 2
is nonnegative. (b) For all integers a and b, if a
(a) The negation of the statement "For all integers x, x² is nonnegative" is "There exists an integer x such that x² is negative or x is not an integer."
(b) The negation of the statement "For all integers a and b, if a < b then a² < b²" is "There exist integers a and b such that a < b and a² ≥ b²."
Explanation:
(a)The original statement is "For all integers x, x² is nonnegative."This statement can be translated into the symbolic form ∀x ∈ Z, x² ≥ 0.
The negation of this statement is "There exists an integer x such that x² is negative or x is not an integer."
This statement can be translated into the symbolic form ∃x ∈ Z, x² < 0 or x ∉ Z.
(b)The original statement is "For all integers a and b, if a < b then a² < b²."
This statement can be translated into the symbolic form ∀a, b ∈ Z, a < b → a² < b².
The negation of this statement is "There exist integers a and b such that a < b and a² ≥ b²."
This statement can be translated into the symbolic form ∃a, b ∈ Z, a < b ∧ a² ≥ b².
To know more about negation, visit:
https://brainly.com/question/30426958
#SPJ11
