Question: 2. Binary regression model (X: Girth, Y: Fat) with intercept is considered. Answer to the following questions using the data set (BodyFat_hw). You can download
2. Binary regression model (X: Girth, Y: Fat) with intercept is considered. Answer to the following questions using the data set (BodyFat_hw). You can download this data set from Sogang cyber campus. (1) Report mean, median, and standard deviation of Girth and Fat in a table. (2) Make a scatter plot with a regression line (X: Girth, Y: Fat) (3) Obtain regression output and ANOVA tables (4) Check if square of sample correlation coefficient ( r ) equals 2 R . (5) Interpret the estimated slope value. (6) Interpret the t-test result for the significance of slope. (7) Interpret the F-test, and check if square of the t-statistic for the slope equals F-statistic. (8) Make a residual plot. Can you find strong heteroscedastic pattern? (9) Find unusual observations using leverage points and studentized deleted residuals. (10) Carry out the Shapiro-Wilks test for the residuals, and interpret the results. (11) Carry out the Durbin-Watson test for the residuals, and interpret the results. (12) Carry out the BP-test for the residuals, and the interpret the results.
| Girth | Fat |
| 99.1 | 19.0 |
| 76.0 | 8.4 |
| 83.1 | 9.2 |
| 88.5 | 21.8 |
| 118.0 | 33.6 |
| 104.3 | 31.7 |
| 79.5 | 6.4 |
| 108.8 | 24.6 |
| 81.9 | 4.1 |
| 76.6 | 12.8 |
| 88.7 | 12.3 |
| 90.9 | 8.5 |
| 89.0 | 26.0 |
| 78.0 | 7.3 |
| 83.2 | 13.4 |
| 85.6 | 22.3 |
| 90.3 | 20.2 |
| 104.5 | 16.8 |
| 95.6 | 18.4 |
| 103.1 | 27.7 |
| 89.9 | 17.4 |
| 104.0 | 26.4 |
| 95.3 | 11.3 |
| 105.0 | 27.1 |
| 83.5 | 17.2 |
| 86.7 | 10.7 |
| 93.0 | 18.1 |
| 76.0 | 13.7 |
| 106.1 | 28.1 |
| 109.3 | 23.0 |
| 104.3 | 30.8 |
| 100.5 | 16.5 |
| 77.9 | 7.4 |
| 101.6 | 18.2 |
| 99.7 | 25.1 |
| 96.7 | 16.1 |
| 95.8 | 30.2 |
| 104.8 | 25.4 |
| 92.4 | 25.9 |
| 95.0 | 21.6 |
| 86.0 | 8.8 |
| 90.6 | 19.5 |
| 105.5 | 31.0 |
| 79.4 | 10.4 |
| 126.2 | 33.1 |
| 98.0 | 20.2 |
| 95.5 | 21.9 |
| 73.7 | 11.2 |
| 86.4 | 10.9 |
| 122.1 | 45.1 |
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