Question
Restaurants Data extracted from Zagat Survey 2015, New York City) Zagat's publishes restaurant ratings for various locations in the United States. This data file contains
Restaurants Data extracted from Zagat Survey 2015, New York City) Zagat's publishes restaurant ratings for various locations in the United States. This data file contains the Zagat rating for food, dcor, service, and the cost per person for a sample of 100 restaurants located in the center of New York City and in an outlying area of New York City. Develop a regression model to predict the cost per person, based on a variable that represents the sum of the ratings for food, dcor and service.
a. Construct a scatterplot
b. Assuming a linear relationship, use the least squares method to determine the intercept (0 ) and slope (1 ).
c. Interpret the meaning of the intercept (0 ) and the slope (1 ) in this case.
d. Predict the mean cost per person for a restaurant with a summated rating of 50.
e. What should you tell the owner of a group of restaurants in this geographical area about the relationship between the summated rating and the cost of a meal?
f. Determine the coefficient of determination ( 2 ), and interpret its meaning.
g. Determine the standard error of the estimate.
h. How useful do you think this regression model is for predicting the cost of a restaurant meal?
i. Perform a residual analysis for these data. Based on your results, evaluate whether the assumptions of regression have been seriously violated.
Data is below solve in excel
Location | Cost | Food | Dcor | Service | Summated Rating | Coded Location | var8 | Bins | Midpoints |
Center City | 29 | 20 | 13 | 18 | 51 | 0 | 9.99 | 15 | |
Center City | 29 | 22 | 14 | 18 | 54 | 0 | 19.99 | 25 | |
Center City | 88 | 26 | 25 | 25 | 76 | 0 | 29.99 | 35 | |
Center City | 58 | 24 | 17 | 23 | 64 | 0 | 39.99 | 45 | |
Center City | 29 | 22 | 17 | 16 | 55 | 0 | 49.99 | 55 | |
Center City | 62 | 20 | 19 | 21 | 60 | 0 | 59.99 | 65 | |
Center City | 64 | 24 | 24 | 22 | 70 | 0 | 69.99 | 75 | |
Center City | 65 | 22 | 23 | 22 | 67 | 0 | 79.99 | 85 | |
Center City | 54 | 25 | 22 | 22 | 69 | 0 | 89.99 | 95 | |
Center City | 29 | 22 | 16 | 18 | 56 | 0 | 99.99 | ||
Center City | 36 | 24 | 15 | 20 | 59 | 0 | |||
Center City | 78 | 22 | 22 | 19 | 63 | 0 | |||
Center City | 45 | 20 | 18 | 17 | 55 | 0 | |||
Center City | 40 | 21 | 19 | 19 | 59 | 0 | |||
Center City | 67 | 24 | 23 | 22 | 69 | 0 | |||
Center City | 49 | 24 | 20 | 17 | 61 | 0 | |||
Center City | 33 | 21 | 18 | 19 | 58 | 0 | |||
Center City | 83 | 25 | 20 | 22 | 67 | 0 | |||
Center City | 76 | 24 | 23 | 25 | 72 | 0 | |||
Center City | 63 | 22 | 18 | 22 | 62 | 0 | |||
Center City | 29 | 20 | 15 | 16 | 51 | 0 | |||
Center City | 32 | 21 | 12 | 21 | 54 | 0 | |||
Center City | 60 | 23 | 23 | 20 | 66 | 0 | |||
Center City | 22 | 21 | 13 | 18 | 52 | 0 | |||
Center City | 40 | 21 | 14 | 19 | 54 | 0 | |||
Center City | 63 | 21 | 24 | 22 | 67 | 0 | |||
Center City | 45 | 22 | 14 | 20 | 56 | 0 | |||
Center City | 56 | 23 | 20 | 22 | 65 | 0 | |||
Center City | 76 | 24 | 23 | 20 | 67 | 0 | |||
Center City | 64 | 24 | 23 | 21 | 68 | 0 | |||
Center City | 50 | 17 | 21 | 19 | 57 | 0 | |||
Center City | 99 | 22 | 25 | 21 | 68 | 0 | |||
Center City | 48 | 20 | 15 | 19 | 54 | 0 | |||
Center City | 56 | 23 | 20 | 21 | 64 | 0 | |||
Center City | 34 | 22 | 11 | 19 | 52 | 0 | |||
Center City | 59 | 21 | 20 | 20 | 61 | 0 | |||
Center City | 69 | 18 | 24 | 19 | 61 | 0 | |||
Center City | 53 | 27 | 15 | 21 | 63 | 0 | |||
Center City | 71 | 25 | 15 | 23 | 63 | 0 | |||
Center City | 69 | 23 | 16 | 20 | 59 | 0 | |||
Center City | 35 | 23 | 13 | 19 | 55 | 0 | |||
Center City | 56 | 19 | 22 | 19 | 60 | 0 | |||
Center City | 40 | 21 | 12 | 17 | 50 | 0 | |||
Center City | 75 | 25 | 24 | 24 | 73 | 0 | |||
Center City | 43 | 22 | 16 | 18 | 56 | 0 | |||
Center City | 93 | 25 | 21 | 23 | 69 | 0 | |||
Center City | 46 | 24 | 19 | 20 | 63 | 0 | |||
Center City | 72 | 23 | 27 | 22 | 72 | 0 | |||
Center City | 95 | 27 | 26 | 27 | 80 | 0 | |||
Center City | 57 | 24 | 22 | 23 | 69 | 0 | |||
Metro Area | 63 | 27 | 19 | 22 | 68 | 1 | |||
Metro Area | 62 | 21 | 16 | 18 | 55 | 1 | |||
Metro Area | 30 | 22 | 15 | 17 | 54 | 1 | |||
Metro Area | 51 | 23 | 19 | 22 | 64 | 1 | |||
Metro Area | 58 | 23 | 15 | 19 | 57 | 1 | |||
Metro Area | 47 | 25 | 20 | 22 | 67 | 1 | |||
Metro Area | 36 | 20 | 15 | 18 | 53 | 1 | |||
Metro Area | 26 | 21 | 15 | 17 | 53 | 1 | |||
Metro Area | 14 | 21 | 9 | 15 | 45 | 1 | |||
Metro Area | 25 | 23 | 17 | 20 | 60 | 1 | |||
Metro Area | 38 | 26 | 18 | 20 | 64 | 1 | |||
Metro Area | 43 | 22 | 16 | 20 | 58 | 1 | |||
Metro Area | 22 | 21 | 15 | 19 | 55 | 1 | |||
Metro Area | 44 | 22 | 21 | 21 | 64 | 1 | |||
Metro Area | 44 | 20 | 19 | 20 | 59 | 1 | |||
Metro Area | 23 | 22 | 12 | 16 | 50 | 1 | |||
Metro Area | 39 | 24 | 20 | 21 | 65 | 1 | |||
Metro Area | 32 | 23 | 17 | 20 | 60 | 1 | |||
Metro Area | 29 | 19 | 13 | 17 | 49 | 1 | |||
Metro Area | 25 | 24 | 12 | 17 | 53 | 1 | |||
Metro Area | 52 | 22 | 20 | 21 | 63 | 1 | |||
Metro Area | 47 | 22 | 18 | 21 | 61 | 1 | |||
Metro Area | 44 | 21 | 18 | 21 | 60 | 1 | |||
Metro Area | 59 | 21 | 18 | 18 | 57 | 1 | |||
Metro Area | 21 | 22 | 16 | 18 | 56 | 1 | |||
Metro Area | 31 | 22 | 16 | 18 | 56 | 1 | |||
Metro Area | 43 | 23 | 15 | 21 | 59 | 1 | |||
Metro Area | 53 | 26 | 19 | 23 | 68 | 1 | |||
Metro Area | 53 | 21 | 19 | 20 | 60 | 1 | |||
Metro Area | 25 | 20 | 16 | 19 | 55 | 1 | |||
Metro Area | 52 | 26 | 22 | 22 | 70 | 1 | |||
Metro Area | 54 | 22 | 18 | 18 | 58 | 1 | |||
Metro Area | 26 | 22 | 18 | 23 | 63 | 1 | |||
Metro Area | 49 | 25 | 21 | 22 | 68 | 1 | |||
Metro Area | 48 | 24 | 20 | 22 | 66 | 1 | |||
Metro Area | 29 | 21 | 17 | 18 | 56 | 1 | |||
Metro Area | 31 | 22 | 22 | 18 | 62 | 1 | |||
Metro Area | 36 | 23 | 19 | 20 | 62 | 1 | |||
Metro Area | 31 | 22 | 8 | 15 | 45 | 1 | |||
Metro Area | 54 | 24 | 21 | 20 | 65 | 1 | |||
Metro Area | 29 | 24 | 13 | 19 | 56 | 1 | |||
Metro Area | 41 | 23 | 17 | 20 | 60 | 1 | |||
Metro Area | 26 | 23 | 16 | 19 | 58 | 1 | |||
Metro Area | 21 | 23 | 12 | 15 | 50 | 1 | |||
Metro Area | 36 | 25 | 22 | 24 | 71 | 1 | |||
Metro Area | 24 | 24 | 14 | 18 | 56 | 1 | |||
Metro Area | 33 | 23 | 24 | 20 | 67 | 1 | |||
Metro Area | 50 | 26 | 19 | 22 | 67 | 1 | |||
Metro Area | 68 | 27 | 27 | 26 | 80 | 1 | |||
Metro Area | 37 | 26 | 18 | 22 | 66 | 1 |
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