IM 7.8.13 Practice: What Makes a Good Sample?

[size=150]Suppose 45% of all the students at Andre’s school brought in a can of food to contribute to a canned food drive. Andre picks a representative sample of 25 students from the school and determines the sample’s percentage.[/size][br][br]He expects the percentage for this sample will be 45%. Do you agree? Explain your reasoning.
This is a dot plot of the scores on a video game for a population of 50 teenagers.
[img]data:image/png;base64,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[/img][br][br][br]The three dot plots together are the scores of teenagers in three samples from this population. 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[/img][br][br]Which of the three samples is most representative of the population? Explain how you know.
This is a dot plot of the number of text messages sent one day for a sample of the students at a local high school. The sample consisted of 30 students and was selected to be representative of the population.
[img]data:image/png;base64,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[/img][br][br]What do the six values of 0 in the dot plot represent?
Since this sample is representative of the population, describe what you think a dot plot for the entire population might look like.
A doctor suspects you might have a certain strain of flu and wants to test your blood for the presence of markers for this strain of virus. Why would it be good for the doctor to take a sample of your blood rather than use the population?
How many different outcomes are in each sample space? Explain your reasoning. (You do not need to write out the actual options, just provide the number and your reasoning.)
[size=150][size=100]A letter of the English alphabet is followed by a digit from 0 to 9.[/size][/size]
A baseball team’s cap is selected from 3 different colors, 2 different clasps, and 4 different locations for the team logo. A decision is made to include or not to include reflective piping.
A locker combination like 7-23-11 uses three numbers, each from 1 to 40. Numbers can be used more than once, like 7-23-7.
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Information: IM 7.8.13 Practice: What Makes a Good Sample?