Develop a model to predict COVID testing results using predictor variables such as whether an individual has
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 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 |
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Related Book For
Business Analytics
ISBN: 9781265897109
2nd Edition
Authors: Sanjiv Jaggia, Alison Kelly, Kevin Lertwachara, Leida Chen
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