Do highly performing athletic teams have a larger fan base and generate greater attendance at games or matches? Use the data (in the data document) for the number of wins and attendance in 2006 for the 14 American League baseball teams to answer the follow questions:
a) Examine a scatterplot for the 2 variables and test the conditions for regression.
b) Do you think there is a linear association between Home Attendance and Wins?
Team | Wins | Runs | Home Attendance |
Minnesota Twins | 96 | 801 | 28210 |
New York Yankees | 97 | 930 | 51858 |
Toronto Blue Jays | 87 | 809 | 28422 |
Cleveland Indians | 78 | 870 | 24667 |
Chicago White Sox | 90 | 868 | 36511 |
Texas Rangers | 80 | 835 | 29490 |
Baltimore Orioles | 70 | 768 | 26583 |
Los Angeles Angels | 89 | 766 | 42059 |
Detroit Tigers | 95 | 822 | 32048 |
Seattle Mariners | 78 | 756 | 30626 |
Kansas City Royals | 62 | 757 | 17158 |
Boston Red Sox | 86 | 820 | 36182 |
Oakland Athletics | 93 | 771 | 24402 |
Tampa Bay Devil Rays | 61 | 689 | 16901 |
a) Scatter plot:
Given data was entered in Excel sheet and the following scatterplot was created
From the above plot it is noticed that there is a relationship exist between no of wins and home attendance. Therefore, we can use the regression to assess the relationship.
b) Possibility of Linear Regression:
From the scatterplot it is noticed that there is a straight line relationship, however after a certain point the point take a curve. Therefore, it can be infered that there is a curvi-linear relationship exist between the no of wins and home attendance. So, it can be said the relationship is more of curvi-linear relationship than the straight line relationship.
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