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The table shown is comparing a person's foot length to their height in cm. Calculate a line of best fit. x = 24,22,19,23,20,24,28,25,17,24,26,22 y = 159, 148, 126,157,138, 162, 180,161, 122, 155, 173, 146 a. y = 25.05 + 5.57x b. y = -5.57 + 25.05x c. y = 5.57 + 25.05x d. y = 5.57 - 25.05x

Question

The table shown is comparing a person's foot length to their height in cm. Calculate a line of best fit. x = 24,22,19,23,20,24,28,25,17,24,26,22 y = 159, 148, 126,157,138, 162, 180,161, 122, 155, 173, 146

a. y = 25.05 + 5.57x b. y = -5.57 + 25.05x c. y = 5.57 + 25.05x d. y = 5.57 - 25.05x

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Solution 1

To calculate the line of best fit for the given data, we need to use the formula for the slope (m) and y-intercept (b) in the equation y = mx + b, where y is the dependent variable (height in cm), x is the independent variable (foot length), m is the slope of the line, and b is the y-intercept.

First, we need to calculate the means (average values) of x and y:

mean_x = (24+22+19+23+20+24+28+25+17+24+26+22) / 12 = 22.5 mean_y = (159+148+126+157+138+162+180+161+122+155+173+146) / 12 = 150.25

Next, we calculate the slope (m) using the formula:

m = Σ[(x_i - mean_x) * (y_i - mean_y)] / Σ[(x_i - mean_x)^2]

where Σ denotes the sum over all data points, and x_i and y_i are the individual x and y values.

After calculating the slope, we can find the y-intercept (b) using the formula:

b = mean_y - m * mean_x

After performing these calculations, we can compare the resulting equation to the options given. The correct answer will be the one that matches our calculated line of best fit.

This problem has been solved

Solution 2

To calculate the line of best fit for the given data, we need to use the formula for the slope (m) and y-intercept (b) in the equation y = mx + b, where y is the dependent variable (height in cm), x is the independent variable (foot length), m is the slope of the line, and b is the y-intercept.

First, we need to calculate the mean (average) of x and y.

Mean of x (x̄) = (24+22+19+23+20+24+28+25+17+24+26+22) / 12 = 24.5 Mean of y (ȳ) = (159+148+126+157+138+162+180+161+122+155+173+146) / 12 = 150.5

Next, we calculate the slope (m) using the formula:

m = Σ[(xi - x̄)(yi - ȳ)] / Σ[(xi - x̄)^2]

Where Σ denotes the sum for all observations i = 1 to n, xi and yi are the individual x and y observations, and x̄ and ȳ are the means of x and y, respectively.

After calculating the slope (m), we can find the y-intercept (b) using the formula:

b = ȳ - m*x̄

After calculating these values, we can substitute them into the equation y = mx + b to get the line of best fit.

Please note that the options provided (a, b, c, d) do not seem to match the question as they do not represent the line of best fit for the given data. The correct answer should be calculated using the method described above.

This problem has been solved

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