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In a study, fast-food menu items were analysed for their fat content (measured i...

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In a study, fast-food menu items were analysed for their fat content (measured in grams) and calorie content. The goal is to predict the number of calories in a menu item from knowing its fat content. The least-squares regression line was computed and added to a scatterplot of the data:

The equation of the least-squares regression line is:

Calories = 204 + 11.4 × (Fat)

The correlation between Calories and Fat is r = 0.979. Hence, r2 = 0.958.

We might feel comfortable using the least-squares regression equation to predict calories for a menu item having fat content

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