Two causes of the training and validation data having different accuracy rates are overfitting and data sampling bias.
Why would the training and validation data have different accuracy ?The model may be overfitting the training data. This means that the model is learning the specific details of the training data, rather than the general patterns. This can happen when the model is too complex or when the training data is too small.
The training and validation data may not be representative of the entire dataset. This can happen if the data is not randomly sampled or if there are outliers in the data.
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State the domain in interval notation for the function h(x) = 2x^3/∑x-5. Show your work.
The domain of the function h(x) = 2x³/∑x-5, in interval notation, is (-∞, 5) U (5, +∞)
The domain of the function h(x) = 2x³/∑x-5, we need to identify any restrictions on the values of x that would make the denominator equal to zero.
In this case, the denominator is ∑x - 5. For the function to be defined, we cannot divide by zero. Therefore, we need to find the values of x for which ∑x - 5 = 0.
∑x - 5 = 0 x - 5 = 0 (since ∑x represents the sum of all x values) x = 5
So, x cannot be equal to 5 in order to avoid division by zero.
Therefore, the domain of the function h(x) = 2x³/∑x-5, in interval notation, is (-∞, 5) U (5, +∞).
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1 - 4 17 -7 If A=[ - ] and AB =[-¹7 -23] 4 3 3 25 b₁ determine the first and second columns of B. Let b₁ be column 1 of B and b₂ be column 2 of B.
Given that, A = [ 1 - 4 ; 17 - 7] and AB = [-¹7 -23 ; 4 3 ; 3 25]B = [ b₁ b₂ ], the first and second columns of B are [ - 1 1 ] and [ - 6 2 ] respectively.
Calculate the inverse of the matrix A to find B. Multiply A inverse with AB to get B. Calculation of the inverse of A
We will find the inverse of A using the following formula; A inverse = 1 / determinant of A × adjoint of A
To calculate the determinant of A, we will use the following formula; | A | = ( a₁₁ × a₂₂ ) - ( a₁₂ × a₂₁ )| A | = ( 1 × - 7 ) - ( - 4 × 17 )| A | = - 7 + 68| A | = 61
Now, we will find the adjoint of A; Adjoint of A = [ (cofactor of a₁₁) (cofactor of a₁₂) ; (cofactor of a₂₁) (cofactor of a₂₂) ]Cofactor of a₁₁ = -7Cofactor of a₁₂ = 4Cofactor of a₂₁ = -17Cofactor of a₂₂ = 1
Therefore, Adjoint of A = [ - 7 4 ; - 17 1]Now, we will find the inverse of A using the above formula; A inverse = 1 / determinant of A × adjoint of A= 1 / 61 [ - 7 4 ; - 17 1]= [ - 7 / 61 4 / 61 ; - 17 / 61 1 / 61 ]
Calculation of B To calculate B, we will multiply A inverse with AB.B = A inverse × AB⇒ [ b₁ b₂ ] = [ - 7 / 61 4 / 61 ; - 17 / 61 1 / 61 ] × [ - ¹7 -23 ; 4 3 ; 3 25]⇒ [ b₁ b₂ ] = [ - 1 - 6 ; 1 2 ]
Therefore, the first and second columns of B are [ - 1 1 ] and [ - 6 2 ] respectively.
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10. What is the solution of the initial value problem x' = [1 −5] -3 x, x(0) = ? H cost 2 sin t (a) e-t sin t -t (b) cost + 4 sin t sin t (c) cost + 2 sint sin t cost + 2 sint (d) sin t cost + 4 sin t (e) sin t e -2t e e-2t
The solution of the given initial value problem is e-2t[cos t + 2 sin t].
Given that the initial value problem isx' = [1 -5] -3 xand x(0) = ?We know that if A is a matrix and X is the solution of x' = Ax, thenX = eAtX(0)
Where eAt is the matrix exponential given bye
Summary: The initial value problem is x' = [1 -5] -3 x, x(0) = ?. The matrix can be written as [1 -5] = PDP-1, where P is the matrix of eigenvectors and D is the matrix of eigenvalues. Then, eAt = PeDtP-1= 1 / 3 [2 1; -1 1][e-2t 0; 0 e-2t][1 1; 1 -2]. Finally, the solution of the initial value problem is e-2t[cos t + 2 sin
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1. Given an equation of the second degree 3x² + 12xy + 8y² - 30x - 52y + 23 = 0 a. Use translation and rotation to transform the equations in the simplest standard form b. Draw the equation curve c. Determine the focal point of the equation
We have been given an equation of the second degree:[tex]3x² + 12xy + 8y² - 30x - 52y + 23 = 0[/tex]
We have to transform the equations in the simplest standard form, draw the equation curve and determine the focal point of the equation. We draw the equation curve from the simplest standard form of the equation as:
Step-by-step answer:
Given an equation of the second degree [tex]3x² + 12xy + 8y² - 30x - 52y + 23 = 0.[/tex]
a) Transform the equations in the simplest standard form.[tex]3x² + 12xy + 8y² - 30x - 52y + 23[/tex]
[tex]03x² - 30x + 8y² + 12xy - 52y + 23 = 0[/tex]
(Rearranging the terms)
[tex]3(x² - 10x) + 8(y² - 6.5y)[/tex]
= -23 + 0 + 0 - 0 + 0 + 0
Complete the square to get the standard form.
[tex]3[x² - 10x + 25] + 8[y² - 6.5y + 42.25][/tex]
[tex]= -23 + 3(25) + 8(42.25)3[(x - 5)²/25] + 8[(y - 6.5)²/42.25][/tex]
= 21.0625
Simplifying further,[tex]3(x - 5)²/25 + 8(y - 6.5)²/42.25 = 1[/tex]
b) Draw the equation curve by plotting the points on the graph obtained after finding the equation in standard form. The graph will be an ellipse as both x² and y² have the same signs. Let's plot the points.The major axis of the ellipse is 2*sqrt(42.25) = 13. This can be found by 2*sqrt(b²) where b² is the bigger denominator. Here, b² = 42.25
Therefore, the endpoints of the major axis can be found by adding and subtracting 13/2 from 6.5.The minor axis of the ellipse is 2*sqrt(25) = 10. This can be found by 2*sqrt(a²) where a² is the smaller denominator. Here, a² = 25Therefore, the endpoints of the minor axis can be found by adding and subtracting 10/2 from 5.The focal point of the equation can be found using the following formula. The focal points lie on the major axis of the ellipse with the center as the midpoint of the major axis.
[tex]a² = b² - c²c²[/tex]
[tex]= b² - a²c²[/tex]
[tex]= 42.25 - 25c[/tex]
= sqrt(17.25)
The distance between the center and the focal point is c. Therefore, the two focal points can be found by adding and subtracting c from the center.(5, 6.5 - c) and (5, 6.5 + c) When c = sqrt(17.25), the focal points are approximately (5, 1.832) and (5, 11.168).Thus, the major and minor axes and the focal points have been found.
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the height of a rocket is modeled by the equation h=-(t-8)^2+65 here h is height in meters and t is the time in seconds. what is the max height, what height is it launched from, how long is the rocket above 40m
The rocket is above 40 meters for 13 - 3 = 10 seconds.
How to solve for the height of the rocketLaunch height: The rocket is launched at t=0. So, if we substitute t=0 into the equation, we can find the initial height:
h = - (0 - 8)^2 + 65 = -64 + 65 = 1 meter.
Time above 40 meters: To find the time interval when the rocket is above 40 meters, we set h = 40 and solve for t:
40 = - (t - 8)^2 + 65
Simplify to: (t - 8)^2 = 65 - 40 = 25
Take the square root: t - 8 = ±5
Solve for t: t = 8 ± 5
So, the rocket is above 40 meters between t = 8 - 5 = 3 seconds and t = 8 + 5 = 13 seconds.
So, the rocket is above 40 meters for 13 - 3 = 10 seconds.
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In a beauty contest the scores awarded by eight judges weew
5.9 6.7 6.8 6.5 6.7 8.2 6.1 6.3
Using the eight scores determine
The mean ii. The median iii the mode
iv.. the variance of the scores
v. The standard deviation
The results are:
i. Mean = 6.775
ii. Median = 6.6
iii. Mode = No mode
iv. Variance ≈ 0.44936875
v. Standard Deviation ≈ 0.6697
To analyze the given scores awarded by the eight judges, let's calculate the requested measures:
Scores: 5.9, 6.7, 6.8, 6.5, 6.7, 8.2, 6.1, 6.3
i. Mean: The mean is the average of the scores. To calculate it, we sum all the scores and divide by the number of scores:
Mean = (5.9 + 6.7 + 6.8 + 6.5 + 6.7 + 8.2 + 6.1 + 6.3) / 8 = 54.2 / 8 = 6.775
ii. Median: The median is the middle value when the scores are arranged in ascending order. First, let's sort the scores:
Sorted scores: 5.9, 6.1, 6.3, 6.5, 6.7, 6.7, 6.8, 8.2
Since we have an even number of scores, the median is the average of the two middle values: (6.5 + 6.7) / 2 = 6.6
iii. Mode: The mode is the score(s) that appears most frequently. In this case, there is no score that appears more than once, so there is no mode.
iv. Variance: The variance measures the spread or dispersion of the scores. To calculate it, we need to find the squared difference between each score and the mean, sum them up, and divide by the number of scores minus one:
Variance = [(5.9 - 6.775)^2 + (6.1 - 6.775)^2 + (6.3 - 6.775)^2 + (6.5 - 6.775)^2 + (6.7 - 6.775)^2 + (6.7 - 6.775)^2 + (6.8 - 6.775)^2 + (8.2 - 6.775)^2] / (8 - 1)
= [0.592225 + 0.552025 + 0.471225 + 0.454225 + 0.000225 + 0.000225 + 0.005625 + 2.070025] / 7
= 3.145575 / 7
= 0.44936875
v. Standard Deviation: The standard deviation is the square root of the variance. Taking the square root of the variance calculated above, we get:
Standard Deviation = √0.44936875 ≈ 0.6697
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MUX implements which of the following logic? a) NAND-XOR. b) XOR-NOT. c) OR-AND. d) AND-OR.
The MUX (multiplexer) logic implements option (d) AND-OR. A multiplexer is a combinational logic circuit that selects one of several input signals and forwards it to a single output based on a select signal.
The outputs of the AND gates are then fed into an OR gate, which produces the final output. This configuration allows the MUX to select and pass through a specific input signal based on the select signal, performing the AND-OR logic operation. A multiplexer has two sets of inputs: the data inputs and the select inputs. The data inputs represent the different signals that can be selected, while the select inputs determine which signal is chosen.
AND-OR MUX, each data input is connected to an AND gate, along with the select inputs. The outputs of the AND gates are then connected to an OR gate, which produces the final output. The select inputs control which AND gate is enabled, allowing the corresponding data input to propagate through the circuit and contribute to the final output. This implementation enables the MUX to perform the AND-OR logic function.
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Find all possible Jordan forms for a matrix whose characteristic polynomial is (x + 2)²(x - 5)³.
The characteristic polynomial of the matrix is given as (x + 2)²(x - 5)³. To find all possible Jordan forms, we need to determine the possible sizes of Jordan blocks corresponding to each eigenvalue.
The given characteristic polynomial, (x + 2)²(x - 5)³, indicates that the matrix has two distinct eigenvalues: -2 and 5. For each eigenvalue, we determine the possible sizes of Jordan blocks.
1. Eigenvalue -2:
Since the multiplicity of -2 is 2, the possible sizes of Jordan blocks for this eigenvalue are 2x2 and 1x1.
2. Eigenvalue 5:
Since the multiplicity of 5 is 3, the possible sizes of Jordan blocks for this eigenvalue are 3x3, 2x2, and 1x1.
Combining the possible sizes of Jordan blocks for each eigenvalue, we can construct all possible Jordan forms. Here are the potential Jordan forms based on the eigenvalues and their multiplicities:
1. (2x2) block for -2, (3x3) block for 5
2. (2x2) block for -2, (2x2) block for 5, (1x1) block for 5
3. (1x1) block for -2, (3x3) block for 5
4. (1x1) block for -2, (2x2) block for 5, (1x1) block for 5
5. (1x1) block for -2, (2x2) block for 5, (2x2) block for 5
These are all the possible Jordan forms for a matrix whose characteristic polynomial is (x + 2)²(x - 5)³. Each Jordan form corresponds to a different arrangement of Jordan blocks, which determines the matrix's structure and behavior.
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Let V be the vector space of all real-valued functions defined on the interval (-0, 0), and S be the subset of V consisting of those functions satisfying f(-x)=-f(x), for all x in (-0,0). ។ a) Express S in set notation. b) determine (prove) whether S is a subspace of V?
The set S can be expressed as S = {f ∈ V | f(-x) = -f(x), for all x ∈ (-0, 0)}.
Is S a subspace of V?The set S, consisting of all real-valued functions defined on the interval (-0, 0) such that f(-x) = -f(x) for all x in (-0, 0), can be expressed as S = {f ∈ V | f(-x) = -f(x), for all x ∈ (-0, 0)}. To determine whether S is a subspace of V, we need to check if it satisfies the conditions of closure under addition, closure under scalar multiplication, and contains the zero vector.
Closure under addition means that if f and g are two functions in S, then their sum f + g must also be in S. To prove this, let's consider two functions f and g in S. We have:
(f + g)(-x) = f(-x) + g(-x) [by the definition of addition]
= -f(x) + (-g(x)) [since f and g are in S]
= -(f(x) + g(x)) [by the properties of real numbers]
Therefore, (f + g)(-x) = -(f + g)(x), which implies that f + g is in S. Hence, S is closed under addition.
Closure under scalar multiplication means that if f is a function in S and c is a scalar, then the scalar multiple cf must also be in S. Let's consider a function f in S and a scalar c. We have:
(cf)(-x) = c(f(-x)) [by the definition of scalar multiplication]
= c(-f(x)) [since f is in S]
= -(cf)(x) [by the properties of real numbers]
Therefore, (cf)(-x) = -(cf)(x), which implies that cf is in S. Hence, S is closed under scalar multiplication.
Lastly, to show that S contains the zero vector, we need to find a function in S such that f(-x) = -f(x) for all x in (-0, 0). The function f(x) = 0 satisfies this condition because f(-x) = 0 = -0 = -f(x) for all x in (-0, 0). Therefore, the zero function is in S.Since S satisfies all three conditions for a subspace, namely closure under addition, closure under scalar multiplication, and containing the zero vector, we can conclude that S is indeed a subspace of V.
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Use the sample data and confidence level oven A research institute pollasked respondents if they folt vulnerable to identity theft in the poll, n=1019 and x 600 who said "yos. Use a 95% confidence level. a) Find the best point estimate of the population proportion p
The point estimate of the population proportion is: p = 600 / 1019 ≈ 0.588
How toFind the best point estimate of the population proportion pThe best point estimate of the population proportion, denoted as p, can be calculated by dividing the number of respondents who answered "yes" (x) by the total number of respondents (n):
p = x / n
In this case, the number of respondents who said "yes" is 600, and the total number of respondents is 1019.
Therefore, the point estimate of the population proportion is: p = 600 / 1019 ≈ 0.588
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Find a particular solution to the differential equation using the Method of Undetermined Coefficients. x"(t)- 10x'(t) + 25x(t) = 3te5 A solution is x (0)=0
The particular solution to the differential equation using the Method of Undetermined Coefficients is -3D + Bt + 4D[tex]e^5t[/tex]
The differential equation provided is,x’’(t) - 10x’(t) + 25x(t) = [tex]3te^5[/tex]
For the particular solution, we can assume thatx(t) = (A + Bt + C[tex]e^5t[/tex]) + (D[tex]e^5t[/tex]) ….. (1)
Where the first bracket represents the complementary function, and the second bracket represents the particular solution. We can assume the particular solution as (A + Bt + C[tex]e^5t[/tex]) because it has a polynomial of degree 1.
We have considered an exponential function in the second bracket because the right-hand side of the given differential equation has an exponential function with the same exponent 5.
Differentiating (1) we get,
x’(t) = B + 5C[tex]e^5t[/tex]+ 5D[tex]e^5t[/tex] ….. (2
)x’’(t) = 25C[tex]e^5t[/tex] + 25D[tex]e^5t[/tex]….. (3)
Substituting the values from (1), (2), and (3) in the given differential equation,
x’’(t) - 10x’(t) + 25x(t)
= 3te^5[25C[tex]e^5t[/tex] + 25D[tex]e^5t[/tex]] - 10[B + 5Ce^5t + 5D[tex]e^5t[/tex]] + 25[A + Bt + C[tex]e^5t[/tex]]
= 3t[tex]e^5[/tex]
We can further simplify the above equation to get
[25A – 10B + 3t[tex]e^5[/tex]] + [25C – 50D]e^5 = 0
Comparing the coefficients of e^5t, we get the following,
25C – 50D = 0
⇒ 5C – 10D = 0
⇒ C = 2D25A – 10B
= 3
⇒ 5A – 2B = 3/5
Substituting the value of C in equation (1), we get
x(t) = A + Bt + 2D[tex]e^5t[/tex]+ D[tex]e^5t[/tex]
Multiplying the equation by [tex]e^-5t[/tex], we get
[tex]e^-5t[/tex] x(t) = [tex]e^-5t[/tex] (A + Bt + 3D)
Using the initial condition x(0) = 0 in the above equation, we get
0 = A + 3D
⇒ A = -3D
Substituting the values of A and C in the equation (1), we get the following particular solution,
x(t) = -3D + Bt + 3D[tex]e^5t[/tex] + D[tex]e^5t[/tex]
= -3D + Bt + 4D[tex]e^5t[/tex]
Since we don't know the value of A, B, or D, we cannot determine the value of the particular solution.
The values of A, B, or D can be determined using the initial conditions of the differential equation, which are not given in the question.
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"calculus practice problems
Find the area under the graph of f over the interval [3,9]. {2x+7, for x≤7 f(x) = {56 - 5/2 x, for x>7 The area is ..... (Type an integer or a simplified fraction.)"
The area under the graph of f over the interval [3,9] is 149
To find the area under the graph of the function f over the interval [3,9], we need to split the interval into two parts: [3,7] and (7,9]. In the first part, the function is given by f(x) = 2x + 7, and in the second part, it is given by f(x) = 56 - (5/2)x.
First, let's calculate the area under the graph of f(x) = 2x + 7 over the interval [3,7]. We can find the definite integral of 2x + 7 with respect to x:
∫[3 to 7] (2x + 7) dx = [x^2 + 7x] evaluated from 3 to 7.
Substituting the upper and lower limits into the integral, we get:
[(7^2 + 7(7)) - (3^2 + 7(3))] = (49 + 49) - (9 + 21) = 98 - 30 = 68.
Next, let's calculate the area under the graph of f(x) = 56 - (5/2)x over the interval (7,9]. We can find the definite integral of 56 - (5/2)x with respect to x:
∫[7 to 9] (56 - (5/2)x) dx = [56x - (5/4)x^2] evaluated from 7 to 9.
Substituting the upper and lower limits into the integral, we get:
[(56(9) - (5/4)(9^2)) - (56(7) - (5/4)(7^2))] = (504 - 202.5) - (392 - 171.5) = 301.5 - 220.5 = 81.
Finally, to find the total area under the graph of f over the interval [3,9], we sum up the areas from both parts:
Total area = Area from [3 to 7] + Area from (7 to 9] = 68 + 81 = 149.
Therefore, the area under the graph of f over the interval [3,9] is 149.
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2. M and N 1.5. KP 1.25 MR 0.75 NR Prove that AKPM ||| ARNM.
Thus, we can say that AKPM and ARNM are parallel.
Given, M and N 1.5, KP 1.25, MR 0.75, and NRNow, we have to prove that AKPM ||| ARNM. Let's look at the given figure:Figure 1We need to prove AKPM ||| ARNM. If we prove this, then we can say that AKPM and ARNM are parallel. This is only possible if the corresponding angles of these two triangles are equal. That is, we need to prove that ∠KAP = ∠NAR and ∠MPA = ∠MNR. Let's consider the first condition:
To prove ∠KAP = ∠NAR, we need to prove that ∠KAP + ∠PAM = ∠NAR + ∠ARN or ∠KAP + ∠PAM + ∠ARN = ∠NARIf we see triangle AKN, we have: ∠KAN + ∠AKN + ∠AKP = 180°or ∠KAN + ∠AKP = 180° - ∠AKN ...(i)Similarly, we can write for triangle ANR, we have ∠NAR + ∠ARN = 180° - ∠NRALet's
add these two equations:i.e., ∠KAN + ∠AKP + ∠NAR + ∠ARN = 360° - (∠AKN + ∠NRA)As ∠KAN + ∠NAR = 180° (because KN ||| AR),∠AKP + ∠ARN = 180° - ∠AKN - ∠NRA (using equation
(i))On adding these two equations, we get:∠KAP + ∠PAM + ∠NAR + ∠ARN = 360° - (∠AKN + ∠NRA)Thus, we get ∠KAP + ∠PAM + ∠NAR + ∠ARN = 360° - (∠KPA + ∠ARN)or ∠KAP + ∠PAM + ∠NAR = 180° - ∠KPA or ∠KAP + ∠PAM = 180° - ∠KPA - ∠NAR ..
(ii)In triangle KPM, we have ∠MPK + ∠KPM + ∠MKP = 180°or ∠MPA + ∠KPA + ∠AKP + ∠PAM = 180°or ∠MPA + ∠KAP + ∠PAM = 180° - ∠AKP ...
(iii)Let's look at the second condition:To prove ∠MPA = ∠MNR, we need to prove that ∠MPA + ∠PAK = ∠MNR + ∠NRK or ∠MPA + ∠PAK + ∠NRK = ∠MNRIn triangle MNR, we have ∠NRK + ∠NRK + ∠MNR = 180°or ∠NRK + ∠MNR = 180° - ∠NRK ...(iv)In triangle MPA, we have ∠MPA + ∠PAK + ∠KPA = 180°or ∠MPA + ∠PAK = 180° - ∠KPA ...(v)Adding equations (iv) and (v), we get:∠MPA + ∠PAK + ∠NRK + ∠MNR = 360° - (∠KPA + ∠NRK)
Now, we know that ∠KPA + ∠NRK = 180° (because KN ||| AR)Thus, we get:∠MPA + ∠PAK + ∠NRK + ∠MNR = 180°This can be rewritten as:∠MPA + ∠PAK + ∠NRM = 180° ...(vi)From equations
(ii) and (vi), we can say that:∠KAP + ∠PAM = ∠NRM + ∠PAKIf we observe, this is the condition to prove that AKPM ||| ARNM (corresponding angles of both triangles are equal).
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Katie invests money in two bank accounts: one paying 3% and the other paying 11% simple interest per year. Katie invests twice as much money in the lower-yielding account because it is less risky. If the annual interest is $6,035, how much did Katie invest at each rate? Amount invested at 3% interest is $ Amount invested at 11% interest is $
Amount
invested at 3% interest is $24,140.Amount invested at 11% interest is $48,280.
Let the amount invested at 3% be x, then the amount invested at 11% will be 2x (since she invests twice as much in the lower-yielding account).
Given that the annual interest is $6,035.
The interest from the amount
invested
at 3% is 0.03x and the interest from the amount invested at 11% is 0.11(2x) = 0.22x.
Therefore, we have:0.03x + 0.22x = 6035
Combine like terms to get:0.25x = 6035
Divide both sides by 0.25 to solve for
x:x = 6035/0.25
= $24,140
This means that Katie invested $24,140 at 3% interest.
She invested twice as much (2x) at 11% interest, which is:$24,140 * 2
= $48,280
Therefore, the amount invested at 11% interest is $48,280.
Hence,Amount invested at 3% interest is $24,140.Amount invested at 11%
interest
is $48,280.
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Question 1 (2 points) Expand and simplify the following as a mixed radical form. (√5 + 1) (2-√3)
The given expression, (√5 + 1)(2 - √3) is equal to 2√5 - √15 - √3 + 2.
Given √5+1 as a mixed radical form, we get,(√5+1) = (√5+1)
Now, (√5+1)(2-√3) can be expanded
using the distributive property of multiplication.
√5(2) + √5(-√3) + 1(2) + 1(-√3)
= 2√5 - √15 + 2 - √3
Thus, the answer is 2√5 - √15 - √3 + 2 in a mixed radical form.
We can use the distributive property of multiplication to simplify the given expression.
(√5 + 1)(2 - √3)= √5(2) + √5(-√3) + 1(2) + 1(-√3)
= 2√5 - √15 + 2 - √3
Therefore, the given expression, (√5 + 1)(2 - √3) is equal to 2√5 - √15 - √3 + 2.
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A metropolitan police classifies crimes committed in the city as either "violent" or "non-violent". An investigation has been ordered to find out whether the type of crime depends on the age of the person who committed the crime. A sample of 100 crimes was selected at random from its files. The results are in the table: Age Type of crime under 25 25 to 50 over 50 violent 15 30 10 non-violent 5 30 10 (a) State the null and alternate hypotheses. (b) Does it appear that there is any relationship between the age of a criminal and the nature of the crime, at the 5% level of significance, using the critical value method? (c) List the assumptions associated with this procedure.
(a) Null hypothesis: The type of crime does not depend on the age of the person who committed the crime.
Alternate hypothesis: The type of crime depends on the age of the person who committed the crime.
(b) To determine if there is a relationship between the age of a criminal and the nature of the crime at the 5% level of significance, we can use the critical value method.
First, we need to calculate the expected values for each cell under the assumption of independence between age and type of crime. We can calculate the expected values using the row and column totals:
Expected value = (row total * column total) / sample size
Expected values for the table are as follows:
graphql
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Age | Type of Crime
| Violent | Non-violent | Total
CSS
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under 25 | 10 | 10 | 20
25 to 50 | 20 | 20 | 40
over 50 | 10 | 10 | 20
mathematical
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Total | 40 | 40 | 80
Next, we can calculate the chi-square statistic using the formula:
chi-square = ∑ ((observed value - expected value)^2) / expected value
Using the observed and expected values from the table, we can calculate the chi-square statistic:
chi-square = ((15-10)^2)/10 + ((30-20)^2)/20 + ((10-10)^2)/10 + ((5-10)^2)/10 + ((30-20)^2)/20 + ((10-10)^2)/10 = 1.5 + 2.5 + 0 + 2.5 + 2.5 + 0 = 9
To determine if there is a relationship between the age of a criminal and the nature of the crime, we need to compare the chi-square statistic to the critical value from the chi-square distribution table. The degrees of freedom for this test is (number of rows - 1) * (number of columns - 1) = (3-1) * (2-1) = 2.
Using a significance level of 5% and 2 degrees of freedom, the critical value is approximately 5.991.
Since the chi-square statistic (9) is greater than the critical value (5.991), we reject the null hypothesis. This suggests that there is a relationship between the age of a criminal and the nature of the crime.
(c) Assumptions associated with this procedure:
The data used for the analysis is a random sample from the population of crimes in the city.
The observations are independent of each other.
The expected values in each cell of the contingency table are not too small (typically, they should be at least 5).
The chi-square test assumes that the variables being analyzed are categorical and the data is frequency-based.
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From experience, the expected grade in the final Probability exam is 60 points.
1. Using Markov's inequality, what can you say about the probability that a student's grade is greater than 75?
2. IF it is known that σ = 10 using Chebyshev's inequality approximates the probability that the note is between 70 and 80 ?
Using Markov's inequality, we can say that the probability that a student's grade is greater than 75 is at most 60/75 or 0.8. This means that at least 80% of the students should score above 60 points. Markov's inequality gives an upper bound on the probability of a random variable taking a large value. It can be used for any non-negative random variable.
Here, the grade of a student is a non-negative random variable that takes values between 0 and 100.2. Chebyshev's inequality states that for any random variable, the probability that the value of the random variable deviates from the mean by more than k standard deviations is at most 1/k^2. Using this, we can say that the probability that the note is between 70 and 80 is at least 1 - 1/2^2 or 0.75. We can see that this is a weaker bound than the one obtained using the normal distribution, which would have given a probability of 0.9545.
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Find the remainder when 170^1801 is divided by 19.
a. 13
b. None of the mentioned.
c. 18
d. 15
e. 17
Option B. None of the mentioned is the remainder when 170^1801 is divided by 19.
How to find the remainderAccording to Euler's Theorem, 170¹⁸ = 1 (mod 19).
Next, note that 1801 = 100*18 + 1. Therefore, we can write:
170¹⁸⁰¹ = (170¹⁸)¹⁰⁰ * 170
= 1¹⁰⁰ * 170
= 170 (mod 19).
Therefore, the remainder when170¹⁸⁰¹ is divided by 19 is the same as the remainder when 170 is divided by 19.
170 mod 19 = 2 (since 19*9=171, which is just over 170).
So, the remainder when 170¹⁸⁰¹ is divided by 19 is 2, which is not among the provided options.
Hence, the correct answer is:
b. None of the mentioned.
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step by step
2. Find all values of c, if any that satisfies the conclusion of the Mean Value Theorem for the function f(x)=x²+x-4on the interval [-1,2]. I
To find the values of c that satisfy the conclusion of the Mean Value Theorem for the function f(x) = x² + x - 4 on the interval [-1, 2], we need to check if the function satisfies the two conditions of the Mean Value Theorem:
Continuity: The function f(x) = x² + x - 4 is a polynomial and, therefore, continuous on the interval [-1, 2].
Differentiability: The function f(x) = x² + x - 4 is a polynomial and, therefore, differentiable on the interval (-1, 2).
Since the function satisfies both conditions, we can apply the Mean Value Theorem, which states that there exists at least one value c in the interval (-1, 2) such that the derivative of the function evaluated at c is equal to the average rate of change of the function over the interval [-1, 2].
The average rate of change of the function over the interval [-1, 2] is given by:
f'(c) = (f(2) - f(-1)) / (2 - (-1)).
Let's calculate f'(c) and simplify the equation:
f'(x) = d/dx (x² + x - 4) = 2x + 1.
f'(c) = 2c + 1.
Setting f'(c) equal to the average rate of change:
2c + 1 = (f(2) - f(-1)) / 3.
Now, we need to evaluate f(2) and f(-1):
f(2) = 2² + 2 - 4 = 4 + 2 - 4 = 2,
f(-1) = (-1)² + (-1) - 4 = 1 - 1 - 4 = -4.
Substituting these values into the equation:
2c + 1 = (2 - (-4)) / 3.
2c + 1 = 6 / 3.
2c + 1 = 2.
2c = 2 - 1.
2c = 1.
c = 1/2.
Therefore, the only value of c that satisfies the conclusion of the Mean Value Theorem for the function f(x) = x² + x - 4 on the interval [-1, 2] is c = 1/2.
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The general idea behind two-sample tests is to create a test statistic that represents:
a.The square of the average of the variations within the two individual groups.
b.The variation within the individual groups minus the variation between the two groups.
c.The variation within the individual groups divided by the variation between the groups.
d.The variation between the two groups minus the variation within the individual groups.
e.The variation between the two groups divided by the variation within the individual groups.
f.The square root of the variation between the two groups.
The correct answer is b. The variation within the individual groups minus the variation between the two groups.
Two-sample tests are statistical tests used to compare the means or variances of two independent groups or populations. The goal is to determine if there is a significant difference between the two groups based on the observed data.
In order to create a test statistic that represents the difference between the groups, we need to consider both the within-group variation (variability of data within each group) and the between-group variation (difference between the groups). By subtracting the within-group variation from the between-group variation, we can quantify the extent of the difference between the groups.
This test statistic is commonly used in various two-sample tests, such as the independent samples t-test and analysis of variance (ANOVA). It allows us to assess whether the observed difference between the groups is statistically significant, providing valuable insights into the relationship between the groups under investigation.
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An oak tree grows about 2 feet per year. Use dimensional analysis to find this growth rate in centimeters (cm) per day. Round to the nearest hundredth. Show your work. Include units in your work and result.
The growth rate of an oak tree in centimeters per day is 0.17 cm/day.
To convert the growth rate of an oak tree from feet per year to centimeters per day, we can use dimensional analysis to convert the units accordingly.
Growth rate of oak tree = 2 feet/year
We can set up the following conversion factors:
1 foot = 30.48 centimeters (since 1 foot is equal to 30.48 centimeters)
1 year = 365 days (approximate value)
We'll start with the given growth rate in feet per year and convert it to centimeters per day:
(2 feet/year) x (30.48 centimeters/foot) x (1 year/365 days)
Let's calculate the result:
= (2 feet/year) x (30.48 centimeters/foot) x (1 year/365 days)
= (2 x 30.48 / 365) (centimeters/day)
= 0.16739726027 centimeters/day
Rounding to the nearest hundredth, the growth rate of the oak tree in centimeters per day is approximately 0.17 cm/day.
Therefore, the growth rate of the oak tree is approximately 0.17 cm/day.
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Counting Principles Score 7/80 20/20 weet Scent try 1 of 4pts. See Decor sonry below ry, a player pros Hombers to 1104. afferent choices on the we Wonder citate There 494,481 to the lattery Question to do? Stron :: E R т. Y O S D F G H J к L X с V B N M . 36 mand CE
There are 3.72 × 10²⁵ different possible outcomes. If a player selects options from the given set, we need to calculate the number of possible different outcomes. It is a permutation problem
We are given that the player has different choices on the Wonder citate.
There are 494,481 to the lattery.
If a player selects options from the given set, we need to calculate the number of possible different outcomes.
It is a permutation problem, and we need to apply the formula for permutation to solve this problem.
Formula for permutation NPn= n!
Where n is the total number of items and Pn is the total number of possible arrangements.
Using the given values, we can apply the formula to get the number of possible outcomes:
Since we are given a set of 36 characters, we can find the number of possible arrangements for 36 items:
nP36= 36!
nP36= 371993326789901217467999448150835200000000
nP36= 3.72 × 10²⁵
Using this formula, we get the number of possible arrangements to be 3.72 × 10²⁵.
Therefore, the long answer is that there are 3.72 × 10²⁵ different possible outcomes.
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Consider the following linear transformation of R³: T(x1, x2, x3) =(-7x₁7x2 + x3,7 x1 +7.x2x3, 56 x1 +56x2-8-x3). (A) Which of the following is a basis for the kernel of T? O(No answer given) O{(7,0,49), (-1, 1, 0), (0, 1, 1)} O {(-1,1,-8)} O {(0,0,0)) O {(-1,0, -7), (-1, 1,0)} [6marks] (B) Which of the following is a basis for the image of T? O(No answer given) O {(2,0, 14), (1,-1,0)) O {(1, 0, 0), (0, 1, 0), (0, 0, 1)) O ((-1, 1,8)) O ((1,0,7), (-1, 1, 0), (0, 1, 1)) [6marks]
Answer:the correct answers are:
(A) Basis for the kernel of T: {(-1, 1, -8)}
(B) Basis for the image of T: {(1, -1, 0), (0, 1, 1)}
Step-by-step explanation:
To find the basis for the kernel of the linear transformation T, we need to find the vectors that get mapped to the zero vector (0, 0, 0) under T.
The kernel of T is the set of vectors x = (x₁, x₂, x₃) such that T(x) = (0, 0, 0).
Let's set up the equations:
-7x₁ + 7x₂ + x₃ = 0
7x₁ + 7x₂x₃ = 0
56x₁ + 56x₂ - 8 - x₃ = 0
We can solve this system of equations to find the kernel.
By solving the system of equations, we find that x₁ = -1, x₂ = 1, and x₃ = -8 satisfies the equations.
Therefore, a basis for the kernel of T is {(-1, 1, -8)}.
For the image of T, we need to find the vectors that are obtained by applying T to all possible input vectors.
To do this, we can substitute different values of (x₁, x₂, x₃) and observe the resulting vectors under T.
By substituting various values, we find that the vectors in the image of T can be represented as a linear combination of the vectors (1, -1, 0) and (0, 1, 1).
Therefore, a basis for the image of T is {(1, -1, 0), (0, 1, 1)}.
So, the correct answers are:
(A) Basis for the kernel of T: {(-1, 1, -8)}
(B) Basis for the image of T: {(1, -1, 0), (0, 1, 1)}
The basis for the kernel of the linear transformation T is {(0,0,0)}. The basis for the image of T is {(2,0,14), (1,-1,0)}. By examining the given linear transformation T, we can find that the vectors (2,0,14) and (1,-1,0) are linearly independent and can be obtained as outputs of T for certain inputs.
The kernel of a linear transformation consists of all the vectors in the domain that get mapped to the zero vector in the codomain. In this case, we need to find vectors (x1, x2, x3) such that T(x1, x2, x3) = (0,0,0). By substituting these values into the given transformation equation, we can solve for the kernel basis.
For the given linear transformation T, it can be observed that the only vector that satisfies T(x1, x2, x3) = (0,0,0) is (0,0,0) itself. Therefore, the basis for the kernel of T is {(0,0,0)}.
On the other hand, the image of a linear transformation consists of all the vectors in the codomain that can be obtained by applying the transformation to vectors in the domain. To find the basis for the image, we need to determine which vectors in the codomain can be obtained by applying T to different vectors in the domain.
By examining the given linear transformation T, we can find that the vectors (2,0,14) and (1,-1,0) are linearly independent and can be obtained as outputs of T for certain inputs. Therefore, these vectors form a basis for the image of T.
In summary, the basis for the kernel of T is {(0,0,0)}, and the basis for the image of T is {(2,0,14), (1,-1,0)}.
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Find the volume of the rectangular prism. 4 cm 3 cm 2 cm
The volume of the rectangular prism is 24 cm³
Calculating the volume of a rectangular prism
From the question, we are to calculate the volume of the rectangular prism with the given measurements
The given measurements are 4 cm, 3 cm, and 2 cm.
The volume of a rectangular prism can be calculated by using the formula,
Volume = Length × Width × Height
From the given information,
Let length = 4 cm
width = 3 cm
and height = 2 cm
Thus,
The volume of the rectangular prism is
Volume = 4 cm × 3 cm × 2 cm
Volume = 24 cm³
Hence, the volume is 24 cm³
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The hypotheses for this problem are: H0: μ = 47 H1: μ > 47 a) Find the test statistic. Round answer to 4 decimal places. Answer: b) Find the p-value. Round answer to 4 decimal places. Answer: c) What is the correct decision? Accept H0 Do not reject H1 Reject H1 Reject H0 Do not reject H0 d) What is the correct summary? There is not enough evidence to support the claim that the mean workweek for employees at start-up companies work more than 47 hours. There is enough evidence to support the claim that the mean workweek for employees at start-up companies work more than 47 hours.
The test statistic and p-value cannot be determined without the sample data. Thus, we cannot provide a specific answer for parts (a) and (b). Without the test statistic and p-value, we cannot make a correct decision regarding accepting or rejecting the null hypothesis (H0) or the alternative hypothesis (H1).
Consequently The specific values for the test statistic, p-value, and decision would depend on the analysis of the sample data using the appropriate statistical test, such as a t-test or z-test.
a) The test statistic for this problem would depend on the sample data and the type of test being conducted. Without the sample data, it is not possible to determine the exact test statistic required to make a decision.
b) Similarly, the p-value would depend on the sample data and the type of test being conducted. Without the sample data, it is not possible to calculate the p-value.
c) Without the test statistic and the p-value, it is not possible to make a correct decision regarding accepting or rejecting the null hypothesis (H0) or the alternative hypothesis (H1).
d) Based on the information provided, we cannot determine the correct summary as it relies on the test statistic, p-value, and decision made based on the data.
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differential equations
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Find a particular solution to the differential equation using the method of Undetermined Coefficients x"(t) - 16x (1) +64X(t)=te R. A solution is xp (0) =
The particular solution is given by
[tex]xp(t) = (t/64)e^(Rt) + (1/256)te^(Rt)[/tex] when xp(0) = 0
Given differential equation:
[tex]xp(t) = (t/64)e^(Rt) + (1/256)te^(Rt)[/tex]
We need to find the particular solution using the method of Undetermined Coefficients.
The Method of Undetermined Coefficients, also known as the method of trial and error, is a technique used to guess a particular solution to a non-homogeneous linear second-order differential equation. The method involves making an informed guess about the form of the particular solution and then using the derivatives of that guess to determine the coefficients.
To solve the above differential equation, we assume the particular solution in the form of polynomial equation of first order:
x(t) = At + B
Substituting this particular solution in the differential equation:
[tex]x''(t) - 16x'(t) + 64x(t) = te^(Rt)[/tex]
Differentiating the assumed particular solution: x'(t) = A and x''(t) = 0
Substituting these values in the differential equation:
[tex]0 - 16(A) + 64(At + B) = te^(Rt)[/tex]
On comparing coefficients of t on both sides, we get the value of A.
[tex]64A = te^(Rt)A = (t/64)e^(Rt)[/tex]
On comparing constant terms on both sides, we get the value of B.
-16A + 64B = 0
B = (1/4)
[tex]A = (1/256)te^(Rt)[/tex]
Thus the particular solution of the given differential equation is:
xp(t) = At + B
[tex]xp(t) = (t/64)e^(Rt) + (1/256)te^(Rt)[/tex]
Now, xp(0) = B
= (1/256)*0
= 0
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6. What principal invested at 13% compounded continuously for 6 years will yield $9000? Round the answer to two decimal places.
The principal invested at 13% compounded continuously for 6 years that will yield $9000 is approximately $4,645.85.
To calculate the principal, we can use the continuous compounding formula:
A = P * [tex]e^{(rt)[/tex]
Where:
A = Final amount ($9000)
P = Principal
e = Euler's number (approximately 2.71828)
r = Interest rate (13% or 0.13)
t = Time in years (6)
Substituting the given values into the formula, we have:
9000 = P * [tex]e^{(0.13 * 6)[/tex]
To solve for P, we can isolate it by dividing both sides of the equation by [tex]e^{(0.13 * 6)[/tex]:
P = 9000 / [tex]e^{(0.13 * 6)[/tex]
Using a calculator, we find that [tex]e^{(0.13 * 6)[/tex] = [tex]2.71828^{(0.78)[/tex] = 2.17448.
Therefore, the principal invested at 13% compounded continuously for 6 years that will yield $9000 is approximately $4,645.85.
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Which of the following functions has the longest period? O f(x) = 2 sin(0.5x) - 11 = Of(x) = 8 cos(2x) - 4 = O f(x)= 7 cos(x) + 13 O f(x) = 6 sin(3x) + 20 (1 point) The productivity of a person at work on a scale of 0 to 10) is modelled by a cosine function: 5 cos + 5, where tis in hours. If the person starts work at t= 0, 2t being 8:00 a.m., at what times is the worker the least productive? IT 10 a.m., 12 noon, and 2 p.m. 10 a.m. and 2 p.m. 11 a.m. and 3 p.m. 12 noon
Hence, the worker is least productive at 10 a.m. and 2 p.m.
We have four functions as given below:O f(x) = 2 sin(0.5x) - 11 = Of(x) = 8 cos(2x) - 4 = O f(x)= 7 cos(x) + 13 O f(x) = 6 sin(3x) + 20
To determine which of the above functions has the longest period, we will use the formula to calculate the period of a function:
Period (T) = 2π / b1) O f(x) = 2 sin(0.5x) - 11
In this function, b = 0.5
Period (T) = 2π / b = 2π / 0.5 = 4π2) O f(x) = 8 cos(2x) - 4
In this function, b = 2
Period (T) = 2π / b
= 2π / 2
= π3) O f(x)
= 7 cos(x) + 13
In this function, b = 1
Period (T) = 2π / b
= 2π / 1
= 2π4) O f(x)
= 6 sin(3x) + 20
In this function, b = 3
Period (T) = 2π / b
= 2π / 3
The function with the longest period is O f(x) = 2 sin(0.5x) - 11.
The productivity of a person at work on a scale of 0 to 10 is modeled by a cosine function: 5 cos + 5, where t is in hours. If the person starts work at t = 0, 2t being 8:00 a.m.
The cosine function for this productivity is given by:
P (t) = 5 cos(πt) + 5At t = 0, the worker starts his job, and 2t is 8:00 a.m.
T = 2π / b
= 2π / π
= 2
We can see that the worker is unproductive every 2 hours. We can determine the hours that he/she is least productive by adding 2 to the starting time (0) and multiplying the result by the period
(2).We get 0 + 2(2)
= 4 and 4 + 2(2)
= 8.
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The American Safety Council has allocated $500,000 for projects designed to prevent auto- mobile accidents. Four proposals were submitted: (a) TV advertisements, (b) teenage safety education, (c) improved airbags, and (d) enforcement of driving laws. The projects are ex- pected to result in the reduction of both fatalities and property damage, as shown in the table to the right. The council has decided that no single project will be awarded more than $250,000. They also wish to award at least $50,000 for teenage education. Finally, they want to award at least $1 for improved airbags for each dollar awarded for TV advertisements. The federal government, for internal analysis purposes, has assessed the average value of a human life as being $400,000.
The American Safety Council has a budget of $500,000 to allocate to four proposals aimed at preventing automobile accidents. The proposals include TV advertisements, teenage safety education, improved airbags, and enforcement of driving laws.
The council has set certain criteria for the allocation: no single project can receive more than $250,000, at least $50,000 must be awarded for teenage education, and the funding for improved airbags should be at least equal to that for TV advertisements. Additionally, the federal government values a human life at $400,000 for analysis purposes.
The American Safety Council has a total budget of $500,000, which needs to be distributed among four proposals. To ensure fairness and effectiveness, certain allocation criteria have been set. No single project can receive more than $250,000, ensuring a balanced distribution of resources. At least $50,000 must be awarded for teenage education, reflecting the importance of educating young drivers. Furthermore, for each dollar awarded for TV advertisements, at least $1 must be allocated for improved airbags, emphasizing the significance of safety equipment. The federal government's valuation of a human life at $400,000 serves as a benchmark for assessing the potential impact of the projects on reducing fatalities and property damage.
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How many lists of length 3 can be made from the symbols A, B, C, D, E, F, G if repetition is not allowed.
When we choose 3 objects from 7 without repetition, it is a case of permutation. Thus, to find the number of lists of length 3 that can be made from the symbols A, B, C, D, E, F, G if repetition is not allowed, we need to use the permutation formula.
For choosing r objects from n objects without repetition, the number of permutations is given by:P(n, r) = n! / (n-r)!Where n = 7 (as there are 7 symbols) and r = 3 (as we need to choose 3 symbols).
Therefore,P(7, 3) = 7! / (7-3)! = 7! / 4! = (7 × 6 × 5) / (3 × 2 × 1) = 35 × 6 = 210There are 210 possible lists of length 3 that can be made from the symbols A, B, C, D, E, F, G if repetition is not allowed.
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