Fossils and Flags: IM Alg1.3.10
[url=https://im.kendallhunt.com/HS/teachers/1/3/10/preparation.html]“Fossils and Flags”[/url] from IM Algebra I © 2019 [url=https://www.illustrativemathematics.org/]Illustrative Mathematics[/url]. Licensed under the [url=https://creativecommons.org/licenses/by/4.0/]Creative Commons Attribution 4.0[/url] license.
Table of Contents
- Alg1.3.10 Lesson
- IM Alg1.3.10 Lesson: Fossils and Flags
- Alg1.3.10 Practice
- IM Alg1.3.10 Practice: Fossils and Flags
IM Alg1.3.10 Lesson: Fossils and Flags
An anthropologist finds a fossilized humerus bone of an ancient human ancestor.
[table][tr][td][size=150]The humerus is an arm bone running from [br]the shoulder to the elbow. [br]It is 24 centimeters in length.[/size][/td][td][img]data:image/png;base64,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[/img][/td][/tr][/table][br][br][br] Use data from your classmates to estimate the height of this ancient human.
Before researching data, do you think the number of penalties a team gets in a season is correlated to the number of wins the team gets in that season?
Do you think it is a positive or negative relationship? Explain your reasoning.
Do you think the relationship is weak or strong? Explain your reasoning.
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[/img][img]data:image/png;base64,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[/img][br][br]Is there a relationship between the number of penalties a team gets in a season and the number of wins in that season? Show any mathematical work that leads to your answer.
Do penalties cause a change in wins or wins cause a change in penalties or neither? Explain your reasoning.[br]
IM Alg1.3.10 Practice: Fossils and Flags
A random sampling of people are asked whether they like comedies or dramatic movies, and whether they prefer to watch them in the theater or at home.
[size=150]The results are in the table. 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[/img][br][br]Create a relative frequency table that shows the percentage of comedy lovers that prefer each location and the percentage of drama lovers that prefer each location.
Two types of soil are used to grow corn to see if there is an association between the type of soil and the time it takes to reach harvest readiness.
[size=150]Due to the difficulty in making soil B, there were only 100 corn plants grown in that soil type.[/size][br]Complete the table so that it suggests no association between soil type and time to reach harvest readiness. Explain your reasoning.
A recent survey investigated the relationship between the number of traffic tickets a person received and the cost of the person's car insurance.
[size=150]The scatter plot displays the relationship.[/size][br][br][img]data:image/png;base64,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[/img][br][br][size=150]The line that models the data is given by the equation [math]y=73x+146.53[/math], where [math]x[/math] represents the number of traffic tickets, and [math]y[/math] represents the cost of car insurance.[/size][br][br]The slope of the line is 73. What does this mean in this situation? Is it realistic?[br]
The [math]y[/math]-intercept is [math]\left(0,146.53\right)[/math]. What does this mean in this situation?
A survey wanted to determine if there was a relationship between the number of joggers who used a local park for exercise and the temperature outside.
[size=150]The data in the table display their findings. 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[/img][/center]
Use graphing technology to create a scatter plot of the data.
Is a linear model appropriate for this data? Explain your reasoning.
If the data seems appropriate, create the line of best fit. Round to two decimal places.
What is the slope of the line of best fit and what does it mean in this context? Is it realistic?[br]
What is the [math]y[/math]-intercept of the line of best fit and what does it mean in this context? Is it realistic?[br]
Data for a local hospital is displayed in the scatter plot.
[size=150]The graph shows the relationship between the length of a person's stay in the hospital in days, [math]x[/math], and the amount owed for the hospital bill. The line of best fit for the data is [math]y=1,899.66x+852.81[/math].[br][br]Find the residuals for the three patients who were in the hospital for 6 days:[/size][br][math]\left(6,14320\right)[/math]
[math]\left(6,7900\right)[/math]
[math]\left(6,13998\right)[/math]
[size=150]Compare the residuals for the three patients.[/size][br]How are they similar? How are they different? What does the information about the residuals for the three patients tell you about their hospital bills? [br]
[size=150]Select [b]all[/b] the values for [math]r[/math] that indicate a strong, negative relationship for the line of best fit.[/size]
Noah collects data to investigate the relationship between the number of runs scored by his favorite baseball team, x, and the number of runs scored by his high school baseball team, y.
Which value for the correlation coefficient is most likely to match a line of best fit of the form [math]y=mx+b[/math] for this situation?
Noah creates a scatter plot showing the relationship between number of free throws made in a basketball game and the number of points scored.
[size=150]The correlation coefficient for the line of best fit is 0.76.[/size][br][br]Are they correlated? Explain your reasoning.[br]
Do either of the variables cause the other to change? Explain your reasoning.[br]
A news headline claims that “Essential Oils Cause Hormone Levels to Drop.”
[size=150]They show a scatter plot displaying a weak negative relationship ([math]r=-0.13[/math]) between essential oil use and hormone levels.[/size][br][br]What is wrong with this claim?[br]
What is a better headline for this information?[br]
Data in the table shows the relationship between average number of social network notifications a student receives during one class, x, and average test scores, y.
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[/img][/center][br][br]What conclusions, if any, can you draw from the information provided? Justify your thinking with mathematics learned from this unit.
What conclusions can you not draw from the information provided? Justify your thinking with mathematics learned from this unit. [br]