which criterion is least likely to be used in choosing bins (classes) in a frequency distribution?

Answers

Answer 1

The criterion that is least likely to be used in choosing bins (classes) in a frequency distribution is personal preference or subjective judgment.

When constructing a frequency distribution, it is important to consider objective criteria based on the nature of the data and statistical principles. Common criteria used for choosing bins include the range of the data, the desired number of bins, the shape of the data distribution, and the purpose of the analysis. These criteria help ensure that the bins effectively capture the variation in the data and provide meaningful insights. Personal preference or subjective judgment, on the other hand, may introduce bias and lack objectivity in determining the bin boundaries. It is essential to rely on objective criteria and statistical guidelines to make informed decisions when choosing bins for a frequency distribution.

To know more about frequency distributions here: brainly.com/question/30625605

#SPJ11


Related Questions

To begin answering our original question, test the claim that the proportion of children from the low income group that drew the nickel too large is greater than the proportion of the high income group that drew the nickel too large. Test at the 0.1 significance level.

Recall 24 of 40 children in the low income group drew the nickel too large, and 13 of 35 did in the high income group.

If we use LL to denote the low income group and HH to denote the high income group, identify the correct alternative hypothesis.
H1:pL>pHH1:pL>pH
H1:pL H1:μL<μHH1:μL<μH
H1:pL≠pHH1:pL≠pH
H1:μL≠μHH1:μL≠μH
H1:μL>μHH1:μL>μH

Answers

The standardized test statistic is 1.891, which is greater than the critical value of 2.998 for a one-tailed test at 7 degrees of freedom and α=0.01. Therefore, we reject the null hypothesis and conclude that the proportion of children from the low-income group that drew the nickel too large is greater than the proportion of the high-income group that drew the nickel too large.

Next, we explain how we obtained this answer using the given information, formulas, and calculations.

We conduct a test at the 0.1 significance level to compare the proportions of children from two groups who drew the nickel too large. We use LL to denote the low-income group and HH to denote the high-income group.

The null hypothesis H0 is that pL = pH, where pL and pH are the proportions of children from each group who drew the nickel too large.

The alternative hypothesis H1 is that pL > pH.

We use a t-distribution table to find the critical value for a one-tailed test with 7 degrees of freedom (sample size n-1=8-1=7). The critical value is t=2.998.

The rejection region is the right tail of the t-distribution, corresponding to t-values greater than 2.998.

We use the formula[tex]z = \frac{\bar{x}-\mu}{\frac{s}{\sqrt{n}}}[/tex] to find the standardized test statistic, where [tex]\bar{x}[/tex]is the sample mean,

μ is the population mean,

s is the sample standard deviation,

and n is the sample size.

We calculate the sample proportions of children from each group who drew the nickel too large using the given data: 24/40 = 0.6 for LL and

13/35 ≈ 0.371 for HH.

We calculate the pooled proportion using the formula

p = (xL + xH) / (nL + nH), where xL and xH

are the number of children from each group who drew

To know more about  proportion, Visit :

https://brainly.com/question/31548894

#SPJ11

Based on a survey, assume that 27% of consumers are comfortable having drones deliver their purchases. Suppose that we want to find the probability that when six consumers are randomly selected, exactly two of them are comfortable with delivery by drones. Identify the values of n, x, p, and q. * The value of n is (Type an integer or a decimal. Do not round.) Based on a survey, assume that 29% of consumers are comfortable having drones deliver their purchases. Suppose that we want to find the probability that when four consumers are randomly selected, exactly two of them are comfortable with delivery by drones. Identify the values of n, x, p, and q. The value of n is 4. (Type an integer or a decimal. Do not round.) The value of x is 2¹. (Type an integer or a decimal. Do not round.) The value of p is 0.29. (Type an integer or a decimal. Do not round.) The value of q is (Type an integer or a decimal. Do not round).

Answers

Given that 27% of consumers are comfortable having drones deliver their purchases.

Let X be the number of consumers among 6 consumers who are comfortable with delivery by drones. Then X has a binomial distribution with parameters n = 6 and p = 0.27. The probability that when six consumers are randomly selected, exactly two of them are comfortable with delivery by drones is as follows.

P(X = 2) = (6C2) (0.27)² (1 - 0.27)^(6-2)

Here, n = 6, x = 2, p = 0.27, and q = 1 - p = 1 - 0.27 = 0.73

Therefore, the values of n, x, p, and q are as follows.

n = 6x = 2p = 0.27q = 0.73

Similarly, given that 29% of consumers are comfortable having drones deliver their purchases. Let X be the number of consumers among 4 consumers who are comfortable with delivery by drones. Then X has a binomial distribution with parameters n = 4 and p = 0.29. The probability that when four consumers are randomly selected, exactly two of them are comfortable with delivery by drones is as follows.

P(X = 2) = (4C2) (0.29)² (1 - 0.29)^(4-2)

Here, n = 4, x = 2, p = 0.29, and q = 1 - p = 1 - 0.29 = 0.71

Therefore, the values of n, x, p, and q are as follows.

n = 4x = 2p = 0.29q = 0.71

To know more about probability refer to:

https://brainly.com/question/29660226

#SPJ11

Let A be a 5 x 3 matrix. a) What is the maximum possible dimension of the row space of A? Justify your answer. b) If the solution space of the homogeneous linear system Ax = 0 has tone free variable, what is the dimension of the column space of A? Justify your answer. 11.10) Determine the dimension of, and a basis for the solution space of the homogeneous system X1 - 4x2 + 3x3 - X4 = 0 2x1- 8x2 + 6x3 -2x4 = 0

Answers

In a matrix, the row space represents the set of all possible linear combinations of its row vectors. Since A is a 5 x 3 matrix, it can have at most 3 linearly independent row vectors. The maximum possible dimension of the row space of A is 3.

a) The maximum possible dimension of the row space of matrix A is 3. The row space of a matrix is defined as the vector space spanned by its row vectors. Since A is a 5 x 3 matrix, it can have at most 3 linearly independent row vectors. Any additional row vectors would be linearly dependent on the previous ones. Therefore, the maximum possible dimension of the row space of A is 3.

b) If the solution space of the homogeneous linear system Ax = 0 has one free variable, then the dimension of the column space of A is equal to the number of columns in A minus the number of pivot columns. The pivot columns are the columns of A that correspond to the leading entries in the row echelon form of A.

Since A is a 5 x 3 matrix, it has 3 columns. If the homogeneous system Ax = 0 has one free variable, it means that there are two pivot columns, resulting in a dimension of the column space of A equal to 3 - 2 = 1. This means that the column space of A is one-dimensional and can be spanned by a single vector.

The maximum possible dimension of the row space of a 5 x 3 matrix A is 3. If the homogeneous linear system Ax = 0 has one free variable, the dimension of the column space of A is 1.

In a matrix, the row space represents the set of all possible linear combinations of its row vectors. Since A is a 5 x 3 matrix, it can have at most 3 linearly independent row vectors. Adding more row vectors would introduce redundancy and not increase the dimension of the row space beyond 3.

The dimension of the column space of a matrix is equal to the number of linearly independent columns. In the case of the homogeneous system Ax = 0, the column space represents the set of all possible linear combinations of the columns that result in the zero vector. If there is one free variable in the system, it means that there are two pivot columns, resulting in a dimension of the column space of 1.

To find the basis for the solution space of the homogeneous system given by the equations X1 - 4x2 + 3x3 - X4 = 0 and 2x1 - 8x2 + 6x3 - 2x4 = 0, we can put the augmented matrix [A | 0] in row echelon form and identify the pivot and free variables.

By performing row operations, we can transform the augmented matrix into row echelon form:

1 -4 3 -1 | 0

0 0 0 0 | 0

From the row echelon form, we can see that the first and third columns correspond to the pivot variables (X1 and X3), while the second and fourth columns correspond to the free variables (X2 and X4).

To find the basis for the solution space, we set the free variables to 1 and the pivot variables to zero, one at a time. By doing so, we obtain the following vectors:

For X2 = 1 and X4 = 0: [4, 1, 0, 0]

For X2 = 0 and X4 = 1: [-3, 0, 1, 1]

These two vectors form a basis for the solution space of the homogeneous system. The dimension of the solution space is 2, as we have two linearly independent vectors.

Learn more about linear here:

https://brainly.com/question/31510526

#SPJ11

Let u(t) = 2t’i +(2-1); -8k Compute the derivative of the following function, (119 + 2t)uct ) - Select the correct choice below and fill in the answer box(es) to complete your choice. O A. The derivative is the scalar function B. The derivative is the vector-valued function (Dj+ k)

Answers

Computing the derivative of the following function, (119 + 2t)uct ), the derivative is the vector-valued function (Dj+ k).

Given u(t) = 2t'i + (2 - 1); - 8k

To compute the derivative of the function (119 + 2t) uct(t), we can use the product rule of differentiation:

Let f(t) = (119 + 2t) and g(t) = uct(t)

The product rule is given as; d/dt (f(t)g(t)) = f(t)g'(t) + f'(t)g(t)

Now, to apply this rule we need to compute the derivatives of f(t) and g(t). The derivative of f(t) is;

f'(t) = d/dt (119 + 2t) = 2

The derivative of g(t) can be obtained by considering each term separately:

If we let h(t) = 2t'i, and p(t) = (2 - 1); - 8k, then g(t) = h(t) + p(t)

So the derivative of g(t) is the sum of the derivatives of h(t) and p(t);i.e. g'(t) = h'(t) + p'(t)

Where; h'(t) = d/dt (2t'i) = 2i and, p'(t) = d/dt ((2 - 1); - 8k) = 0

Thus, the derivative of the function (119 + 2t) uct(t) is; f(t)g'(t) + f'(t)g(t) = (119 + 2t)(2i) + 2(uct(t)u(t))= 238i + 4t'i uct(t) + 2(2t'i + (2 - 1); - 8k)uct(t). The derivative is the vector-valued function (Dj+ k).

More on derivative: https://brainly.com/question/29020856

#SPJ11

What is probability of events?

Answers

Probability of an event is the measure of the likelihood that the event will occur. It is a number between 0 and 1, where 0 means the event will not occur and 1 means the event will occur.

[tex]\huge{\mathfrak{\colorbox{black}{\textcolor{lime}{I\:hope\:this\:helps\:!\:\:}}}}[/tex]

♥️ [tex]\large{\textcolor{red}{\underline{\mathcal{SUMIT\:\:ROY\:\:(:\:\:}}}}[/tex]

Probability is a measure of the likelihood or chance that a particular event will occur. It is a numerical value between 0 and 1, where 0 represents an impossible event and 1 represents a certain or guaranteed event.

In probability theory, the probability of event A is denoted as P(A) and is calculated by dividing the number of favorable outcomes for event A by the total number of possible outcomes in the sample space.

The probability formula is:

P(A) = Number of favorable outcomes / Total number of possible outcomes

Probability can also be expressed as a fraction, decimal, or percentage.

For example, if you have a standard six-sided die and you want to calculate the probability of rolling a 4, there is only one favorable outcome (rolling a 4) out of six possible outcomes (numbers 1 to 6). Therefore, the probability of hitting a 4 is 1/6 or approximately 0.1667 (16.67%).

Probability allows us to quantify uncertainty and make predictions based on the likelihood of different outcomes. It is a fundamental concept in various fields such as mathematics, statistics, physics, economics, and more.

Browning Investments manages a large portfolio of stocks and bonds. It has a total of $4,400,000 to invest. The investments are divided into three categories: International stocks return 15% on their investment, standard stocks return 12%, and bonds return 8%. The bonds are considered safer investments and the international stocks are considered quite risky. Therefore, the company desires to have three times as much invested in bonds as it does in international stocks. If the company returned $252,000 last year, how much does it have invested in each investment type?

Answers

Given that the total amount of money that Browning Investments has to invest is $4,400,000 and is divided into three categories: International stocks return 15% on their investment, standard stocks return 12%, and bonds return 8%.

Let's assume that the company has invested x dollars in international stocks.

Therefore, the investment in bonds is 3x dollars as it desires to have three times as much invested in bonds as it does in international stocks.

Since the total investment is $4,400,000, the amount invested in standard stocks is:$4,400,000 - x - 3x = $4,400,000 - 4xNow, the company earned $252,000 last year.

We know that the amount of return from International stocks is 15%, the return from standard stocks is 12%, and the return from bonds is 8%.Therefore, the return earned from International stocks is 0.15x, the return earned from standard stocks is 0.12($4,400,000 - 4x), and the return earned from bonds is 0.08(3x).The equation for total returns is:0.15x + 0.12($4,400,000 - 4x) + 0.08(3x) = $252,000Now, solve for x to find the amount invested in international stocks.0.15x + 0.12($4,400,000 - 4x) + 0.08(3x) = $252,0000.15x + $528,000 - 0.48x + 0.24x = $252,000-0.09x + $528,000 = $252,000-0.09x = -$276,000x = $3,066,667Therefore, the amount invested in international stocks is $3,066,667.The amount invested in bonds is 3x = $3,066,667 × 3 = $9,200,000And the amount invested in standard stocks is:$4,400,000 - x - 3x = $4,400,000 - $3,066,667 - $9,200,000 = -$7,866,667

Thus, it's impossible for the company to have invested a negative amount of money in standard stocks. Therefore, the answer is that the company did not invest anything in standard stocks.

#SPJ11

Browning Investments has approximately $400,000 invested in international stocks, $1,200,000 invested in bonds, and $2,800,000 invested in standard stocks.

Let x be the amount invested in international stocks.

Then the amount invested in bonds is 3x.

The remaining investment is the amount invested in standard stocks.

Thus, the sum of all investments is

[tex]x + 3x + Sx = $4,400,000[/tex],

where Sx is the amount invested in standard stocks.

Simplifying this equation gives

[tex]4x + Sx = $4,400,000[/tex].

Now we need to use the fact that the company returned $252,000 last year.

This means that their total return was equal to the sum of the returns on each investment type, which we can express as follows:

[tex]0.15x + 0.12Sx + 0.08(3x) = $252,000[/tex]

Simplifying this equation gives [tex]0.39x + 0.12Sx = $252,000[/tex]

Now we have two equations with two unknowns:

[tex]4x + Sx = $4,400,0000[/tex]

[tex]39x + 0.12Sx = $252,000[/tex]

Solving this system of equations by substitution or elimination, we get:

x ≈ $400,000 (amount invested in international stocks)

3x ≈ $1,200,000 (amount invested in bonds)

Sx ≈ $2,800,000 (amount invested in standard stocks)

Therefore, Browning Investments has approximately $400,000 invested in international stocks, $1,200,000 invested in bonds, and $2,800,000 invested in standard stocks.

To know more about international stocks, visit:

https://brainly.com/question/32327487

#SPJ11

convert from rectangular to polar coordinates. (a) (0,1) (give your answer in the form (*,*). express numbers in exact form. use symbolic notation and fractions where needed.)

Answers

To convert the point (0, 1) from rectangular coordinates to polar coordinates, we need to express the point in the form (r, θ), where r represents the distance from the origin and θ represents the angle from the positive x-axis.

In rectangular coordinates, the given point is (0, 1), which lies on the positive y-axis. To convert this point to polar coordinates, we need to find the corresponding values of r and θ.
The distance from the origin to the point (0, 1) is 1, which represents the value of r in polar coordinates.Since the point lies on the positive y-axis, the angle from the positive x-axis to the line connecting the origin and the point is 90 degrees or π/2 radians. Therefore, θ = π/2.
Thus, the polar coordinates of the point (0, 1) are (1, π/2).

learn more about polar coordinates here

https://brainly.com/question/31904915



#SPJ11

Find the area of the region bounded by the parabola x = -y^2 and the line y = x + 2.

Answers

The area of the region bounded by the parabola[tex]x = -y^2[/tex] and the line [tex]y = x + 2[/tex] can be calculated by finding the points of intersection between the parabola and the line, The area of the region is 0 square units.

To find the area of the region bounded by the parabola[tex]x = -y^2[/tex]and the line [tex]y = x + 2[/tex], we first need to determine the points of intersection between the two curves.

Setting [tex]x = -y^2[/tex] equal to [tex]y = x + 2[/tex], we can solve for the values of y that satisfy both equations. Substituting [tex]x = -y^2[/tex] into [tex]y = x + 2[/tex], we have [tex]-y^2 = y[/tex] + 2. Rearranging the equation, we get [tex]y^2 + y + 2 = 0.[/tex] However, this quadratic equation does not have any real solutions, which means that the parabola and the line do not intersect in the real plane.

Since the two curves do not intersect, there is no enclosed region, and therefore, the area of the region bounded by the parabola and the line is 0 square units.

Learn more about region here:

https://brainly.com/question/31970699

#SPJ11

Let ƒ: [0, 1] → R be a function. For each n € N, partition [0, 1] into n equal subintervals and suppose that for each n the up- per and lower sums are given by Un = 1+ and Ln 1 = 2 n n respectively. 1 Is f integrable? If so, what is f(x) da? Explain your answer. 1, x = [0,1) 2, X = 1 (i) What is Ln (as a function of n)? (ii) What is Un (as a function of n)? (iii) Use your answers to (i) and (ii) to calculate g(x) dx.

Answers

The function ƒ(x) is integrable on [0, 1], and the value of the integral ∫ƒ(x) dx is equal to 1.

To determine if the function ƒ: [0, 1] → R is integrable and to find the value of the integral, we need to analyze the upper and lower sums.

Given that the upper sum Un = 1+ and lower sum Ln = 1/2n, we can compare their values as n approaches infinity.

(i) To find Ln as a function of n:

Ln = 1/2n

(ii) To find Un as a function of n:

Un = 1+

As n approaches infinity, Ln approaches 0, and Un approaches 1.

(iii) Now, let's calculate the integral of g(x) dx using the upper sum and lower sum:

∫g(x) dx = Lim(n→∞) Un

Since Un approaches 1 as n approaches infinity, the integral of g(x) dx is equal to 1.

Therefore, the function ƒ(x) is integrable on [0, 1], and the value of the integral ∫ƒ(x) dx is equal to 1.

Learn more about derivative here:

https://brainly.com/question/12047216

#SPJ11

Suppose the grade distribution in our Math 256 class resembles a rectangular density curve, with the x values ranging from 0-4 on a GPA scale) and the height being equal for each GPA value. 1 pts What is the probability a student had a GPA between 1 and 2?

Answers

The probability that a student had a GPA between 1 and 2 in the Math 256 class, assuming a rectangular density curve with equal height for each GPA value, is 1.

Since the grade distribution is a rectangular density curve with equal height for each GPA value, the probability of a student having a GPA between 1 and 2 can be calculated as the area under the curve between these two points.

The width of the rectangle representing each GPA value is 1 (from 1 to 2), and the height is the same for each GPA value. Therefore, the probability can be calculated as the width multiplied by the height of the rectangle.

Since the height is equal for each GPA value, it cancels out when calculating the probability.

Therefore, the probability of a student having a GPA between 1 and 2 is simply the width of the interval, which is 2 - 1 = 1.

Thus, the probability a student had a GPA between 1 and 2 is 1.

To know more about probability refer here:

https://brainly.com/question/14210034#

#SPJ11

suppose we select one 2015 spotify user at random and record his or her age and wheather his or her favorite genre is pop. draw a tree diagrm to model this random process

Answers

Certainly! Here is a tree diagram that models the random process of selecting one 2015 Spotify user and recording their age and favorite genre (pop or non-pop).

           User Selected

             /        \

            /          \

           /            \

          /              \

    Age Recorded     Genre Recorded

      /    \           /       \

     /      \         /         \

 Pop        Non-Pop   Pop      Non-Pop

In this tree diagram, the first branch represents the selection of a user, and the second branch represents the recording of their age. The third branch represents the recording of their favorite genre, with one branch for the genre being pop and another branch for the genre being non-pop.

This tree diagram illustrates the different possibilities and outcomes that can occur when selecting a 2015 Spotify user and recording their age and favorite genre.

To know more about tree diagrams:- https://brainly.com/question/27143326

#SPJ11

If A(-1, 3), B(4, 4), and C(8, 1), then classify ABC as scalene, isosceles, or equilateral.

The answer cannot be determined.
isosceles
Scalene
equilateral

7.
In the coordinate plane, three vertices of rectangle HIJK are H(0, 0), 1(0, d), and K(e, 0). What are the coordinates of point J?

(2e, 2d)
(d, e)
(e, d)
Option D

What is the solution to the proportion?
4/9 = m/63

1/28
28
5/7
7

Are the two triangles similar? How do you know?

yes; by SAS~
yes; by SSS~
yes; by AA~
no

10.
Which theorem or postulate proves the two triangles are similar? The figure is not drawn to scale.

SAS~ theorem
AA~ postulate
SA~ postulate
sss~ theorem

Answers

6. The triangle is a scalene triangle

7. The coordinates of point J are e, d

8. Te soultion to the proportion is 28

How to solve the problems

6. To classify the triangle ABC as scalene, isosceles, or equilateral, we need to check the lengths of the sides. If all three sides are different lengths, it's a scalene. If two sides are the same length, it's an isosceles. If all three sides are the same length, it's an equilateral.

First, let's find the lengths of the sides (using the distance formula):

AB = sqrt((4 - (-1))^2 + (4 - 3)^2) = sqrt(25 + 1) = sqrt(26)

BC = sqrt((8 - 4)^2 + (1 - 4)^2) = sqrt(16 + 9) = sqrt(25) = 5

AC = sqrt((8 - (-1))^2 + (1 - 3)^2) = sqrt(81 + 4) = sqrt(85)

Since all sides have different lengths, triangle ABC is a scalene triangle.

In a rectangle, opposite sides are equal and the sides are perpendicular. Given that the vertices of rectangle HIJK are H(0,0), I(0,d), K(e,0), we know that point J must be located at (e,d) to create a rectangle.

For the proportion 4/9 = m/63, the solution can be found by cross multiplying and solving for m:

4 * 63 = 9 * m

252 = 9m

m = 252 / 9 = 28.

Read more on scalene triangle here:https://brainly.com/question/30765574

#SPJ1

find the measure of the missing angles. x and y

Answers

The missing Angle x is 90 degrees, and the missing angle y is 70 degrees.

To find the missing angles of a given figure, one must first understand the different types of angles. An angle is a geometric figure that is formed when two rays come together at a single point called a vertex. The measure of an angle is determined by the degree of the arc that the angle covers on a circle with the vertex of the angle at its center. Types of Angles There are four types of angles that one must be familiar with in order to solve for the measure of missing angles: Acute angle: An angle whose measure is less than 90 degrees. Right angle: An angle whose measure is equal to 90 degrees. Obtuse angle: An angle whose measure is greater than 90 degrees but less than 180 degrees. Straight angle: An angle whose measure is equal to 180 degrees. To find the missing angles in a given figure, one can use the following formula: Sum of all angles in a triangle = 180 degrees of all angles in a quadrilateral = 360 degrees from the given diagram, it can be seen that the three angles of the triangle add up to 180 degrees. Therefore:34 + x + 56 = 180Simplify by adding like terms:90 + x = 180Subtract 90 from both sides to isolate x:x = 90 degreesSimilarly, the four angles of the quadrilateral add up to 360 degrees. Therefore:100 + 70 + y + 120 = 360Simplify by adding like terms:290 + y = 360Subtract 290 from both sides to isolate y:y = 70 degrees

Therefore, the missing angle x is 90 degrees, and the missing angle y is 70 degrees.

To know more about Angle .

https://brainly.com/question/30693441

#SPJ8

There are 12 books on a shelf, all with different heights. If three books are chosen at random what is the probability that one of the books chosen is the tallest book on the shell 12?

Answers

The probability that one of the books chosen is the tallest book on the shelf is 0.25.
The data given in this question is,

Total number of books = 12

There is a 0.25 percent chance that one of the selected books is the tallest one on the shelf.

Given: Total number of books = 12

Therefore, n(S) = C(12,3)

= 220

Now, there is only one tallest book on the shelf.

So, only 1 book is favorable here.

Therefore, n(E) = C(1,1) × C(11,2)

= 55

So, the required probability P(E) = n(E) / n(S)

= 55/220

= 0.25

Therefore, the probability that one of the books chosen is the tallest book on the shelf is 0.25.

To know more about probability, visit:

https://brainly.com/question/13604758

#SPJ11




The probability of event A is Pr(A)=1/3 The probability of the union of event A and event B, namely AUB, is Pr( A U B)=5/6 Suppose that event A and event B are independent. Pr(B) = [....]

Answers

Given: The probability of event A is Pr(A) = 1/3. The probability of the union of event A and event B, namely AUB, is Pr(AUB) = 5/6. Suppose that event A and event B are independent. The probability of event B is Pr(B) = 3/4.

To find Pr(B).

Explanation: We know that, Pr(A U B) = Pr(A) + Pr(B) - Pr(A ∩ B).

As events A and B are independent,

Pr(A ∩ B) = Pr(A) × Pr(B)

Pr(A U B) = Pr(A) + Pr(B) - Pr(A) × Pr(B)

Apply Pr(A) = 1/3 and Pr(AUB) = 5/6 in the above formula as shown below.

5/6 = 1/3 + Pr(B) - (1/3) × Pr(B)

5/6 - 1/3 = Pr(B) - (1/3) × Pr(B)

Pr(B) [1 - (1/3)] = (5/6) - (1/3) × (5/6)

Pr(B) [2/3] = (5/6) - (5/18)

Pr(B) = (5/6) × (9/10)

Pr(B) = 3/4

Hence, the probability of event B is Pr(B) = 3/4.

To know more about probability, visit:

https://brainly.com/question/30669966

#SPJ11

Identify the term that completes the equation. AC^2 = (DC)(?)
BC
AD
BD
AB

Answers

Given AC² = (DC) We have to the term that completes the given equation is CD.

In order to complete the given equation, we must use the formula for the distance between two points in a coordinate plane.

The formula is: d = √(x₂ - x₁)² + (y₂ - y₁)²

Where x₁ and y₁ represent the coordinates of the first point and x₂ and y₂ represent the coordinates of the second point.

So, we can write the distance formula for the given line segment AD as AD = √[(D-C)² + A²]

To complete the equation AC² = (DC)(?),

we must use the Pythagorean theorem to find the value of AC.

According to the Pythagorean theorem, in a right triangle, the sum of the squares of the lengths of the legs is equal to the square of the length of the hypotenuse.

So, we can write:

AC² = AD² + CD²

Substituting the value of AD, we get:

AC² = [(D-C)² + A²] + CD²AC²

      = (D-C)² + A² + CD²

So, the term that completes the equation is CD.

To know more about coordinates, visit:

https://brainly.com/question/22261383

#SPJ11

Let m be a real number and M = a {(5 2).(2 6 )}. If M is a linearly dependent set of M2,2 then m=1 Om=4 m=6 None of the mentioned

Answers

The correct answer is: None of the mentioned.

We can start by calculating the matrix product of (5 2) and (2 6):

(5*2).(2*6) = (5*2 + 2*6) (5*6 + 2*2)

= (14 34)

We then multiply this result by a scalar "a" to get the matrix M:

M = a (14 34)

= (14a 34a)

Since M is a set of matrices in [tex]M_{2*2}[/tex], we can write it as a linear combination of the standard basis matrices:

M = x1 * (1 0) + x2 * (0 1) + x3 * (0 0) + x4 * (0 0)

+ x5 * (0 0) + x6 * (0 0) + x7 * (0 0) + x8 * (0 0)

where xi are scalars and the standard basis matrices are:

(1 0) (0 0) (0 1) (0 0)

(0 0) (1 0) (0 0) (0 1)

Since M is linearly dependent, there exist scalars not all zero such that:

x1 * (1 0) + x2 * (0 1) + x3 * (0 0) + x4 * (0 0)

x5 * (0 0) + x6 * (0 0) + x7 * (0 0) + x8 * (0 0) = 0

This implies that x1 = x2 = 0 and x3 = x4 = x5 = x6 = x7 = x8 = 0, since the standard basis matrices are linearly independent.

Therefore, the matrix M can only be linearly dependent if M = 0, which implies that a = 0 or (14a 34a) = (0 0). The first case gives us M = 0, which is linearly dependent. However, the second case leads to a = 0, which means that M = 0 and is also linearly dependent.

In conclusion, we have shown that M is always linearly dependent, regardless of the value of m. The correct answer is: None of the mentioned.

Learn more about Matrix : https://brainly.com/question/27929071

#SPJ11

Adela and James are married and file tax returns jointly. Last year Adela earned $48,500 and James earned 549.706 in wages. Additional tax information for the year is as follows: Interest earned: $1,200. State and local income taxes paid 4.200, mortgage interest: $5,200, contributions to charity: $1,400, contributions to retirement plans: $3,350. From this information, calculate their taxable income

Answers

The taxable income for Adela and James is $582,856.

Earnings of Adela last year = $48,500

Earnings of James last year = $549,706

Taxable income can be calculated as follows:

Total Wages of James and Adela

= $48,500 + $549,706 = $598,206

The Additional tax information for the year is follows:

Deductions: Interest earned: $1,200, state and local income taxes paid: $4,200, mortgage interest: $5,200, contributions to charity: $1,400, contributions to retirement plans: $3,350

Total Deductions = $15,350

Taxable income = $598,206 - $15,350 = $582,856

Therefore, the taxable income for Adela and James is $582,856.

#SPJ11

Let us know more about taxable income:https://brainly.com/question/17082686.

In cell B7, find the score from the appropriate probability table to construct a 90% confidence interval. (hint use the T.INV.2T function). In cell B9, find the upper limit for the mean at the 90% confidence level, In cell B10, find the lower limit for the mean at the 90% confidence level. Based on the number in cell B9 and B10, we can be 90% confident of what? Just needing help with these formulas for excel
Shipment Time to Deliver (Days)
1 7.0
2 12.0
3 4.0
4 2.0
5 6.0
6 4.0
7 2.0
8 4.0
9 4.0
10 5.0
11 11.0
12 9.0
13 7.0
14 2.0
15 2.0
16 4.0
17 9.0
18 5.0
19 9.0
20 3.0
21 6.0
22 2.0
23 6.0
24 5.0
25 6.0
26 4.0
27 5.0
28 3.0
29 4.0
30 6.0
31 9.0
32 2.0
33 5.0
34 6.0
35 7.0
36 2.0
37 6.0
38 9.0
39 5.0
40 10.0
41 5.0
42 6.0
43 10.0
44 3.0
45 12.0
46 9.0
47 6.0
48 4.0
49 3.0
50 7.0
51 2.0
52 7.0
53 3.0
54 2.0
55 7.0
56 3.0
57 5.0
58 7.0
59 4.0
60 6.0
61 4.0
62 4.0
63 7.0
64 8.0
65 4.0
66 7.0
67 9.0
68 6.0
69 7.0
70 11.0
71 9.0
72 4.0
73 8.0
74 10.0
75 6.0
76 7.0
77 4.0
78 5.0
79 8.0
80 8.0
81 5.0
82 9.0
83 7.0
84 6.0
85 14.0
86 9.0
87 3.0
88 4.0

Answers

This formula calculates the lower limit for the mean at the 90% confidence level. It subtracts the product of the score (B7) and the standard error of the mean from the sample mean.

To find the score from the appropriate probability table to construct a 90% confidence interval, you can use the T.INV.2T function in Excel.

Assuming you want to calculate the confidence interval for the shipment time data provided, follow these steps:

1. In cell B7, enter the formula:

  ```

  =T.INV.2T(1-0.1, COUNT(A2:A89)-1)

  ```

  This formula calculates the score corresponding to a 90% confidence level using the T.INV.2T function. The first argument is `1-0.1` because we subtract the confidence level from 1 to get the significance level (0.1). The second argument is `COUNT(A2:A89)-1` to calculate the degrees of freedom, which is the count of data points minus 1.

2. In cell B9, enter the formula:

  ```

  =AVERAGE(A2:A89) + (B7 * (STDEV(A2:A89)/SQRT(COUNT(A2:A89))))

  ```

  This formula calculates the upper limit for the mean at the 90% confidence level. It adds the product of the score (B7) and the standard error of the mean to the sample mean. The standard error is calculated by dividing the standard deviation by the square root of the sample size.

3. In cell B10, enter the formula:

  ```

  =AVERAGE(A2:A89) - (B7 * (STDEV(A2:A89)/SQRT(COUNT(A2:A89))))

  ```

  This formula calculates the lower limit for the mean at the 90% confidence level. It subtracts the product of the score (B7) and the standard error of the mean from the sample mean.

Based on the values in cell B9 and B10, you can be 90% confident that the true mean shipment time falls within the calculated confidence interval.

Note: Make sure to adjust the cell references in the formulas based on the actual location of your data in the spreadsheet.

Visit here to learn more about mean brainly.com/question/31101410

#SPJ11

A new fast food franchise has been started in Baltimore that uses a drive-through window to deliver crab-cake sandwiches. Customers arrive at an average rate of one every 30 seconds. Current service time has averaged 25 seconds with a standard deviation of 20 seconds. A suggested process change, has been tested and shown to change service time to an average of 27 seconds with a standard deviation of 10 seconds. Assume that no customers are blocked or abandon the system.

Will the average waiting time in the queue increase, decrease, or stay the same?
As a result of implementing this change will the average server utilization increase, decrease, or stay the same?

Answers

The average waiting time in the queue will decrease, and the average server utilization will increase as a result of implementing this change.

Solution:

We know that; Utilization factor = ρ = λ/μ where λ is the arrival rate, μ is the service rate.1. Calculation of Utilization factor Before Change:

Given, Customers arrive at an average rate of one every 30 seconds.Thus, λ = 1/30 per second = 0.0333 per second.

Current service time has averaged 25 seconds with a standard deviation of 20 seconds.

Thus, μ = 1/25 per second = 0.04 per second.So, ρ = λ/μ = 0.0333/0.04 = 0.833

After Change:

Given, Customers arrive at an average rate of one every 30 seconds.Thus, λ = 1/30 per second = 0.0333 per second. A suggested process change has been tested and shown to change service time to an average of 27 seconds with a standard deviation of 10 seconds.

Thus, μ = 1/27 per second = 0.0370 per second.So, ρ = λ/μ = 0.0333/0.0370 = 0.8998 2. Calculation of average waiting time in the queue (Wq)

Before Change:

Average waiting time in the queue, Wq= (ρ²+ρ)/2*(1-ρ) * (1/λ) * (1/μ- λ)Given, ρ = 0.833; λ = 0.0333; μ = 0.04

Therefore, Wq= (0.833²+0.833)/2*(1-0.833) * (1/0.0333) * (1/0.04- 0.0333)= 4.882

After Change:

Given, ρ = 0.8998; λ = 0.0333; μ = 0.0370

Therefore, Wq= (0.8998²+0.8998)/2*(1-0.8998) * (1/0.0333) * (1/0.0370- 0.0333)= 3.554

Thus, the average waiting time in the queue (Wq) will decrease.

3. Calculation of average server utilization before Change:

Given, ρ = 0.833

Thus, the average server utilization is 83.3%

After Change:

Given, ρ = 0.8998

Thus, the average server utilization is 89.98%

Therefore, the average server utilization will increase.

Hence, the average waiting time in the queue will decrease, and the average server utilization will increase as a result of implementing this change.

To know more about Utilization factor visit:

https://brainly.in/question/13373748

#SPJ11

according to the taylor rule, if there is an expansionary gap of 2 percent of potential output and inflation is 3 percent, what real interest rate will the fed set?

Answers

The real interest rate is determined by the Taylor Rule equation, which takes into account the deviation of output from potential and the deviation of inflation from the target rate.

The Taylor Rule is an economic guideline that suggests how central banks, such as the Federal Reserve, should adjust their policy interest rates in response to changes in economic conditions. It provides a framework for setting the real interest rate based on two main factors: the output gap and inflation.

The output gap represents the difference between actual output and potential output. In this case, there is an expansionary gap of 2 percent, indicating that the actual output is 2 percent above the potential output.

The Taylor Rule equation is typically expressed as follows:

Real Interest Rate = Neutral Rate + (1.5 * Output Gap) + (0.5 * Inflation Gap),

where the neutral rate is the rate that would be appropriate when the economy is at full potential, and the inflation gap is the difference between actual inflation and the target inflation rate.

Given an expansionary gap of 2 percent and inflation of 3 percent, we can substitute these values into the Taylor Rule equation to calculate the real interest rate. However, the specific values for the neutral rate and target inflation rate are not provided in the given information, so we cannot determine the exact real interest rate without that additional information.

In conclusion, without knowing the specific values for the neutral rate and target inflation rate, we cannot determine the exact real interest rate that the Fed would set based on the given information. The Taylor Rule provides a framework for policy decisions, but the actual values used in the calculation would depend on the specific economic conditions and central bank's preferences.

Learn more about interest here:

https://brainly.com/question/30955042

#SPJ11

Suppose P(x) represents the profit on the sale of x Blu-ray discs. If
P(1,000) = 8,000
and
P'(1,000) = −6,
what do these values tell you about the profit?
P(1,000) represents the profit on the sale of Blu-ray discs.
P(1,000) = 8,000,
so the profit on the sale of Blu-ray discs is $ .
P'(x)
represents the ---------------Select--------------- marginal cost marginal revenue profit rate of change of the profit as a function of x.
P'(1,000) = −6,
so the profit is decreasing at the rate of $ per additional Blu-ray disc

Answers

At the level of 1,000 Blu-ray discs sold, the profit is $8,000, and the profit is decreasing at a rate of $6 per additional Blu-ray disc sold.

The given values provide information about the profit on the sale of Blu-ray discs and its rate of change:

P(1,000) = 8,000: This tells us that when 1,000 Blu-ray discs are sold, the profit is $8,000.

P'(x): Represents the rate of change of the profit as a function of x. It could be interpreted as the marginal revenue or the marginal cost, depending on the context. Without further information, we cannot determine whether it represents the marginal revenue or the marginal cost.

P'(1,000) = -6: This tells us that at the level of 1,000 Blu-ray discs sold, the profit is decreasing at a rate of $6 per additional Blu-ray disc sold. This negative value indicates a decrease in profit for each additional unit sold.

Therefore, based on the given information, we know that at the level of 1,000 Blu-ray discs sold, the profit is $8,000, and the profit is decreasing at a rate of $6 per additional Blu-ray disc sold.

Learn about Blu-ray discs profit here

https://brainly.com/question/16724936

#SPJ4

A researcher wanted to test whether the mean blood glucose level for senior citizens is greater than 100 mg/dL. She took a random sample of senior citizens, and the blood glucose level was measured for each individual. The sample mean and sample standard deviation were then calculated. The results were tabulated, and they produced the following results: Test Statistic: 2.39, P-value: 0.0190 Test the claim that the mean blood glucose level of senior citizens is greater than 100 mg/dL at the 0.05 level of significance.

Answers

To be able to test the claim it implies that  the mean blood glucose level of senior citizens is higher than 100 mg/dL at the 0.05 level of significance, so, one can carry out a one-sample t-test.

How do you go about the test?

The steps to conduct the test are:

State the hypothesesSet the significance level Compute the test statistic:Determine the critical value Make a decision: Interpret the result:

So, Rejecting the null hypothesis implies that there is ample evidence to back the argument that senior citizens' average blood glucose level is higher than 100 mg/dL. If we do not reject the null hypothesis, we cannot definitively say that the average blood glucose level is higher than 100 mg/dL.

Learn more about one-sample t-test. from

https://brainly.com/question/29583516

#SPJ4

Use the one-to-one property of logarithms to solve. In (x^² − 2) + ln (9) = ln (7)

Answers

By use the one-to-one property of logarithms the value of x is given by x = ± sqrt(ln (7/9) + 2).

In the logarithmic expression of this question, i.e., In (x² − 2) + ln (9) = ln (7),

We can use the one-to-one property of logarithms to solve it.

One-to-one property of logarithms:

If b > 0 and b ≠ 1, then logb M = logb N if and only if M = N.

First, move ln(9) to the other side of the equation by subtracting it from both sides.

In (x² − 2) = ln (7) - ln(9).2.

Use the logarithmic identity ln (M/N) = ln M − ln N. In (x² − 2) = ln (7/9).3.

Take the exponential of both sides of the equation.

e^(x²-2) = 7/9.4. Solve for x.

Take the natural logarithm of both sides of the equation.

ln (e^(x²-2)) = ln (7/9).5.

Use the power property of logarithms: ln (e^(x²-2)) = x^² - 2.

So, x² - 2 = ln (7/9).6.

Add 2 to both sides of the equation: x² = ln (7/9) + 2.7.

Take the square root of both sides of the equation: x = ± sqrt(ln (7/9) + 2).

Therefore, the value of x is given by x = ± sqrt(ln (7/9) + 2).

For more such questions on logarithmic expression, click on:

https://brainly.com/question/28041634

#SPJ8

In an observational study in which the sample is representative of the population, as the prevalence of disease increases among the population (while all other pertinent characteristics stay the same), the difference between the RR and the OR: a. Creates a J-curve b. Decreases c. Stays the same d. Cannot determine from the information given e. Increases

Answers

In an observational study in which the sample is representative of the population, as the prevalence of disease increases among the population, the difference between the RR and the OR is not the same.The answer is option E. Increases.

Relative risk (RR) and odds ratio (OR) are the two measures used to describe the strength of the association between an exposure and an outcome.

Both relative risk and odds ratio estimate the same thing: the likelihood of the outcome occurring among those exposed to the factor of interest compared with the likelihood of the outcome occurring among those not exposed to the factor.

However, relative risk and odds ratio have different interpretations and uses in epidemiology. The odds ratio is used when the outcome of interest is rare (less than 10%), whereas the relative risk is used when the outcome is common (greater than 10%).

Observational studies are studies in which the investigators do not assign exposure status to participants. Instead, investigators observe participants who have already been exposed or unexposed to the factor of interest.

In an observational study, as the prevalence of disease increases among the population, the difference between the relative risk and the odds ratio increases.

As a result, the odds ratio overestimates the relative risk when the prevalence of the outcome of interest is high.

Know more about epidemiology here,

https://brainly.com/question/13497485

#SPJ11

y=A + Cexp(-0.5x^2) is the general solution of the DEQ: y' + xy = 72x. Determine A. Is the DEQ separable, exact, 1st-order linear, Bernouli?

Answers

The exact value of A in the general solution is 72

How to determine the value of A in the general solution

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

y = A + C[tex]e^{-0.5x^2}[/tex]

The differential equation is given as

y' + xy = 72x

When y = A + C[tex]e^{-0.5x^2}[/tex] is differentiated, we have

[tex]y' = -Cxe^{-0.5x^2}[/tex]

So, we have

[tex]-Cxe^{-0.5x^2} + xy = 72x[/tex]

Recall that

y = A + C[tex]e^{-0.5x^2}[/tex]

So, we have

[tex]-Cxe^{-0.5x^2} + x(A + Ce^{-0.5x^2} = 72x[/tex]

Expand

[tex]-Cxe^{-0.5x^2} + Ax + xCe^{-0.5x^2} = 72x[/tex]

Evaluate the like terms

So, we have

Ax = 72x

Divide both sides of Ax = 72x by x

A = 72

Hence, the value of A in the general solution is 72 and B is

Read more about differential equation at

https://brainly.com/question/1164377

#SPJ4

a set of five numbers has a median of 15, a range of 10, a mode of 12, and a mean of 16. what is the sum of the two greatest numbers in the set

Answers

The sum of the two greatest numbers in the set is 80 - (27 + smallest number in the set).

Given that the set of five numbers has a median of 15, a range of 10, a mode of 12, and a mean of 16.The median of the set is 15. So, the third number in the set is 15.

We know that the range of a set of numbers is the difference between the largest and smallest numbers in the set.

Here, the range of the set is 10, therefore the largest number in the set can be obtained as follows:

Largest number in the set = Median + Range/2 = 15 + 10/2= 20

We also know that the mode of the set is 12, so one of the five numbers in the set is 12.

Since the mean of the set is 16, we can find the sum of all 5 numbers by the following method:

Mean of the set = Sum of all 5 numbers/5

=> Sum of all 5 numbers = Mean of the set × 5

=> Sum of all 5 numbers = 16 × 5= 80

Now, we can find the sum of the two greatest numbers in the set by subtracting the smallest 3 numbers from the sum of all 5 numbers. We know that one of the five numbers in the set is 12 and the third number in the set is 15.

Therefore, the sum of the two greatest numbers in the set is obtained as follows:

Sum of the two greatest numbers in the set = Sum of all 5 numbers - Sum of smallest 3 numbers = 80 - (12 + 15 + smallest number in the set) = 80 - (27 + smallest number in the set).

Therefore, the sum of the two greatest numbers in the set is 80 - (27 + smallest number in the set).

To know more about mode, visit the link : https://brainly.com/question/14532771

#SPJ11

I need help like asap

Answers

From two pints (4 cups) of milk, you can make 12 servings.

To find the number of servings that can be made from two pints of milk, we first need to convert the given measurements into cups.

Given that 1 pint is equal to 2 cups, we can determine that two pints would be 2 pints * 2 cups/pint = 4 cups of milk.

The recipe states that 3 cups of milk are required to make 9 servings. This implies that each serving needs 3 cups / 9 servings = 1/3 cup of milk.

To determine the number of servings that can be made from 4 cups of milk, we divide the total amount of milk by the amount of milk required per serving:

4 cups / (1/3 cup per serving) = 4 cups * (3/1) = 12 servings.

For more questions on pints

https://brainly.com/question/27434208

#SPJ8

Let R be the region in the first quadrant bounded above by the parabola y = 4-x²and below by the line y = 1. Then the area of R is: None of these 6 units squared This option 2√3 units squared This option √3 units squared

Answers

The area of region R is √3 - 1 units squared.

How to calculate region R's area?

To find the area of the region R bounded by the parabola y = 4 - x[tex]^2[/tex] and the line y = 1 in the first quadrant, we need to determine the points where these two curves intersect.

Setting y = 4 - x[tex]^2[/tex]equal to y = 1, we have:

4 - x[tex]^2[/tex] = 1

Rearranging the equation, we get:

x[tex]^2[/tex] = 3

Taking the square root of both sides, we have:

x = ±√3

Since we are considering the first quadrant, we take the positive square root: x = √3.

To calculate the area of R, we integrate the difference between the upper and lower functions with respect to x over the interval [0, √3].

Area = ∫[0,√3] (4 - x^2 - 1) dx

Simplifying the integrand:

Area = ∫[0,√3] (3 - x^2) dx

Integrating:

Area = [3x - (x^3)/3] evaluated from 0 to √3

Plugging in the limits:

Area = [(3√3 - (√3)^3)/3] - [(3(0) - (0^3))/3]

Area = [3√3 - 3]/3

Area = √3 - 1

Therefore, the area of region R is √3 - 1 units squared.

So the correct option is: √3 units squared.

Learn more about parabola

brainly.com/question/11911877

#SPJ11

Justin writes the letters ILLINOIS on cars and then places the cards and a hat what is the probability of picking a N? Probability unit test part one

Answers

[tex]A[/tex] - picking the N

[tex]|\Omega|=8\\|A|=1\\\\P(A)=\dfrac{1}{8}=12.5\%[/tex]

Other Questions
On the basis of the following data, what is the estimated cost of the merchandise inventory on May 31 using the retail method Cost RetailMay 1 Merchandise Inventory $29,257 $48,762May 1-31 Purchases 46,20867,338May 1:31 Sales 101,000oOs 535535 o9,815o9,360o15,100 prove each statement using a proof by exhaustion. (a) for every integer n such that 0 n < 3, (n 1)2 > n3.b.for every integer n such that 0 n < 4, 2^(n+2) > 3^n ? College "teach-ins" Burning draft cards Mass demonstrationsWhich of the following is the best title for this list?A Protests Against the Vietnam WarB Opposition to the Arms RaceC Support for Gender EqualityD Demands to Stop Dumping Chemical Waste Which of the following is most likely to be a motivation to over-report net income? a) To minimize tax consequences. b) Meet earnings expectations. c) Negotiate labor union contracts. If there is a band in the W2 lane of the Western result, what could you conclude about the physical protein structure of rGFP present in this band? If so what would the MW be? Find the density of a 2 cm x 2 cm x 2 cm cube with a mass of 64 g. Which of the following identifies three advantages of PLM software?reduced cost, faster marketing, and process transparencyfaster marketing, process transparency, and outsourcingprocess transparency, outsourcing, and reduced costoutsourcing, reduced cost, and faster marketing Only one correct answer Why was La Fonda, a Harvey House Santa Fe significant? Duties requiring partners to act in the best interest of the partnership are known as _____________ duties. I don't understand this, I really need help!!!!!! quickly Please write an original sentence with the words Lines of latitude and relative location A null and alternative hypothesis are given. Determine whether the hypothesis test is left-tailed, right-tailed, or two-tailed. Hoi 3.1 Ha 3.1 What type of test is being conducted in this problem? A. Two-tailed test B. Left-tailed test C. Right-tailed test Which values are solutions to the inequality below? Check all that apply. 26. A solid wheel accelerates at 3.25 rad/s2 when aforce of 4.5 N exerts a torque on it. If the wheelis replaced by a wheel which has all of its masson the rim, the moment of inertia is given by1 = mr? What force should be exerted on thestrap to give the same angular velocity? I'm sorta to lazy to do this so someone help plz? Someone pleaseeeeeee help me ASP pleaseeee pleaseeeeee pleaseeeeee!! Plz help will mark brainliest if right Choose the phrase that best defines ecosystem service. (1 point) Discovering a major problem at work, Doug called Joan and discussed the problem with her at length. A few minutes later, his coworker Latesha called him, and Doug told Latesha about the problem. Later, Doug told a friend that Joan had said that fixing the problem would cost $10,000. But later when he looked at his handwritten notes of the two phone conversations, Doug discovered that Latesha, not Joan, had actually made the remark. The contradiction between what really happened and Doug's memory can best be explained by: