IM Alg1.3.6 Lesson: Residuals

Mentally calculate how close the estimate is to the actual value using the difference:
[size=150][i]actual value - estimated value.[/i][/size][br][br]Actual value: 24.8 grams. Estimated value: 19.6 grams
Actual value: $112.11. Estimated value: $109.30
Actual value: 41.5 centimeters. Estimated value: 45.90 centimeters
Actual value: -1.34 degrees Celsius. Estimated value: -2.45 degrees Celsius
Use this data from the video about weighing oranges to answer the questions.
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[/img][/td][td][img]data:image/png;base64,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[/img][/td][/tr][/table]
Use technology to make a scatter plot of orange weights and find the line of best fit.
What does the linear model estimate for the weight of the box of oranges for each of the numbers of oranges?
Compare the weights of the box with 3 oranges in it to the estimated weight of the box with 3 oranges in it. Explain or show your reasoning.[br]
How many oranges are in the box when the linear model estimates the weight best? Explain or show your reasoning.[br]
How many oranges are in the box when the linear model estimates the weight least well? Explain or show your reasoning.[br]
[size=150]The difference between the actual value and the value estimated by a linear model is called the [b]residual[/b]. If the actual value is greater than the estimated value, the residual is positive. If the actual value is less than the estimated value, the residual is negative. [br][/size]For the orange weight data set, what is the residual for the best fit line when there are 3 oranges?[br]
With digital technology, you can graph the residuals all at once. Check out the graph of the residuals. When graphed on the same axes as the scatter plot, what are the coordinates of the point where [math]x=8[/math] and [math]y[/math] has the value of the residual?[br]
Which point on the scatter plot has the residual closest to zero? What does this mean about the weight of the box with that many oranges in it?[br]
How can you use the residuals to decide how well a line fits the data?[br]
Match the scatter plots and given linear models to the graph of the residuals.
Turn the scatter plots over so that only the residuals are visible. Based on the residuals, which line would produce the most accurate estimates? Which line fits its data worst?[br]
Tyler estimates a line of best fit for some linear data about the mass, in grams, of different numbers of apples.
Here is the graph of the residuals.[br][br][img]data:image/png;base64,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[/img][br][br]What does Tyler’s line of best fit look like according to the graph of the residuals?
How well does Tyler’s line of best fit model the data? Explain your reasoning.
Lin estimates a line of best fit for the same data.
The graph shows the residuals.[br][img]data:image/png;base64,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[/img][br][br]What does Lin’s line of best fit look like in comparison to the data?
How well does Lin’s line of best fit model the data? Explain your reasoning.
Kiran also estimates a line of best fit for the same data.
The graph shows the residuals.[br][img]data:image/png;base64,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[/img][br]What does Kiran’s line of best fit look like in comparison to the data?
How well does Kiran’s line of best fit model the data? Explain your reasoning.[list=1][/list]
[size=100]Who has the best estimate of the line of best fit—Tyler, Lin, or Kiran? Explain your reasoning.[/size]

IM Alg1.3.6 Practice: Residuals

Han creates a scatter plot that displays the relationship between the number of items sold, y, and the total revenue, x, in dollars.
Han creates a line of best fit and finds that the residual for the point [math]\left(12,1,000\right)[/math] is 75. The point  [math]\left(13,930\right)[/math]has a residual of -40. Interpret the meaning of -40 in the context of the problem.
The line of best fit for a data set is
[math]y=1.1x+3.4[/math].[br][br]Find the residual for the coordinate pair [math]\left(5,8.8\right)[/math].
Find the residual for the coordinate pair [math]\left(2.5,5.95\right)[/math].
Find the residual for the coordinate pair [math]\left(0,3.72\right)[/math].
Find the residual for the coordinate pair [math]\left(1.5,5.05\right)[/math].
Find the residual for the coordinate pair [math]\left(-3,0\right)[/math].
Find the residual for the coordinate pair [math]\left(-5,-4.86\right)[/math].
Plots of the residuals for four different models of the same data set are displayed.
Which of the following represents the plot of the residuals from a model that fits its data best?
A local car salesperson created a scatter plot to display the relationship between a car's sale price in dollars, x, and the age of the car in years, y.
[size=150]The scatter plot and the line of best fit are displayed in the graph. [br][/size][br][br][center][img]data:image/png;base64,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[/img][/center][br][br][size=150]The car salesperson looks at the residuals for the car sales. [br][/size][br]For a car that is 4 years old, does the salesperson sell above or below her average selling price? Explain your reasoning. 
For a car that is 12 years old, does the salesperson sell above or below her average selling price? Explain your reasoning.
Data about the outside temperature and gas used for heating a building are given in the table.
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[/img][br][br]Create the line of best fit for the data. 
What is the equation of the line of best fit for this data? Round numbers to the nearest whole number.[br]
What is the slope of the line of best fit? What does it mean in this situation?[br]
What does the line of best fit estimate for gas usage when the outside temperature is 59 degrees Fahrenheit?[br]
How does the actual gas usage compare to the estimated gas usage when the outside temperature is 59 degrees Fahrenheit?[br]

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