IM 7.8.11 Lesson: Comparing Groups
[img]data:image/png;base64,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[/img][br][br]What do you notice? What do you wonder?
How much taller is the volleyball team than the gymnastics team?[list][*]Gymnastics team’s heights (in inches) : 56, 59, 60, 62, 62, 63, 63, 63, 64, 64, 68, 69[br][/*][*]Volleyball team’s heights (in inches): 72, 75, 76, 76, 78, 79, 79, 80, 80, 81, 81, 81[/*][/list]
Make dot plots in the applet below to compare the heights of the tennis and badminton teams.[br][list][*]Tennis team’s heights (in inches): 66, 67, 69, 70, 71, 73, 73, 74, 75, 75, 76[br][/*][*]Badminton team’s heights (in inches): 62, 62, 65, 66, 68, 71, 73[/*][/list][br]What do you notice about your dot plots?
Elena says the members of the tennis team were taller than the badminton team. Lin disagrees. Do you agree with either of them? Explain or show your reasoning.
Compare the heights of these two families. Explain or show your reasoning.[br][list][*]The heights (in inches) of Noah’s family members: 28, 39, 41, 52, 63, 66, 71[br][/*][*]The heights (in inches) of Jada’s family members: 49, 60, 68, 70, 71, 73, 77[/*][/list]
If Jada's family adopts newborn twins who are each 18 inches tall, does this change your thinking? Explain your reasoning.
Here are three dot plots that represent the lengths, in minutes, of songs on different albums.
Which one of these data sets has a mean of 5.57 minutes?
Which one of these data sets has a mean of 3.91 minutes?
Calculate the mean for the data set that wasn't the answer to the two previous questions.
Which one of these data sets has a mean absolute deviation (MAD) of 0.30?
Which one of these data sets has a mean absolute deviation (MAD) of 0.44?
Calculate the mean absolute deviation (MAD) for the data set that wasn't the answer to the two previous questions.
Do you think the three groups are very different or not? Explain your reasoning.
A fourth album has a mean length of 8 minutes with a mean absolute deviation of 1.2. Is this data set very different from each of the others?
IM 7.8.11 Practice: Comparing Groups
Compare the weights of the backpacks for the students in these three classes.
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[/img]
A bookstore has marked down the price for all the books in a certain series by 15%.
How much is the discount on a book that normally costs $18.00?
After the discount, how much would the book cost?
Match each of the expressions below with an equivalent expression.
[math]6\left(x+2y\right)-2\left(y-2x\right)[/math]
[math]2.5\left(2x+4y\right)-5\left(4y-x\right)[/math]
[math]4\left(5x-3y\right)-10x+6y[/math]
[math]5.5\left(x+y\right)-2\left(x+y\right)+6.5\left(x+y\right)[/math]
[math]7.9\left(5x+3y\right)-4.2\left(5x+3y\right)-1.7\left(5x+3y\right)[/math]
Angles [math]C[/math] and [math]D[/math] are complementary. The ratio of the measure of Angle [math]C[/math] to the measure of Angle [math]D[/math] is [math]2:3[/math]. Find the measure of each angle. Explain or show your reasoning.