[img]data:image/png;base64,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[/img][br][br]Which of these statements is true of the data set shown in the dot plot?
[size=150][size=100]Priya asked each of five friends to attempt to throw a ball in a trash can until they succeeded. She recorded the number of unsuccessful attempts made by each friend as: 1, 8, 6, 2, 4. Priya made a mistake: The 8 in the data set should have been 18.[/size][/size][br][br]How would changing the 8 to 18 affect the mean and median of the data set?
In his history class, Han's homework scores are:[br][br]100 100 100 100 95 100 90 100 0[br][br]The history teacher uses the mean to calculate the grade for homework. Write an argument for Han to explain why median would be a better measure to use for his homework grades.
The dot plots show how much time, in minutes, students in a class took to complete each of five different tasks. Select [b]all[/b] the dot plots of tasks for which the mean time is approximately equal to the median time.[br][img]data:image/png;base64,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[/img]
Zookeepers recorded the ages, weights, genders, and heights of the 10 pandas at their zoo. Write two statistical questions that could be answered using these data sets.