Question: Develop a model to predict COVID testing results using predictor variables such as whether an individual has certain symptoms (i.e., cough, fever, sore throat, shortness
Develop a model to predict COVID testing results using predictor variables such as whether an individual has certain symptoms (i.e., cough, fever, sore throat, shortness of breath, and headache), age, sex, and whether the individual had contact with confirmed COVID cases. Discuss the predictive performance of your model and what other predictors may be included to improve the model.
| Cough | Fever | Sore_Throat | Shortness_Of_Breath | Headache | Age_60_And_Above | Sex | Contact | Result |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 1 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | male | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 1 | 0 | 0 | 0 | 0 | Yes | female | 1 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 1 | positive |
| 0 | 0 | 0 | 0 | 0 | No | male | 1 | positive |
| 0 | 0 | 0 | 0 | 0 | Yes | female | 1 | negative |
| 0 | 0 | 0 | 0 | 0 | No | male | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | Yes | male | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | male | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | Yes | male | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | male | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | male | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | female | 0 | negative | |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | positive |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | male | 0 | negative |
| 0 | 0 | 0 | 0 | 0 | No | female | 1 | positive |
| 0 | 0 | 0 | 0 | 0 | Yes | female | 0 | positive |
| 0 | 0 | 0 | 0 | 0 | No | female | 0 | negative |
Step by Step Solution
3.23 Rating (158 Votes )
There are 3 Steps involved in it
The following example uses symptoms age sex and whether the individual had contact with confirmed CO... View full answer
Get step-by-step solutions from verified subject matter experts
