Table 3. Summary of model gain statistics for each covariate in the XGBoost model.
Covariates | Minimum | 5th Percentile | 25th Percentile | Median | 75th Percentile | 95th Percentile | Maximum | Mean | Standard Deviation | Range |
---|---|---|---|---|---|---|---|---|---|---|
Angina | 0.225 | 0.288 | 0.316 | 0.334 | 0.0353 | 0.383 | 0.456 | 0.335 | 0.029 | 0.231 |
Cholesterol | 0.148 | 0.209 | 0.228 | 0.24 | 0.252 | 0.269 | 0.326 | 0.24 | 0.018 | 0.178 |
Maximum Heart Rate | 0.081 | 0.114 | 0.129 | 0.139 | 0.15 | 0.165 | 0.201 | 0.139 | 0.015 | 0.12 |
Age | 0.059 | 0.082 | 0.095 | 0.103 | 0.112 | 0.124 | 0.156 | 0.103 | 0.013 | 0.097 |
Resting Blood Pressure | 0.027 | 0.051 | 0.061 | 0.069 | 0.076 | 0.087 | 0.109 | 0.069 | 0.011 | 0.082 |
Sex | 0.026 | 0.038 | 0.044 | 0.049 | 0.054 | 0.062 | 0.082 | 0.049 | 0.007 | 0.056 |
Fasting Blood Sugar | 0.007 | 0.029 | 0.037 | 0.043 | 0.05 | 0.063 | 0.142 | 0.044 | 0.011 | 0.135 |
Resting ECG | 0.003 | 0.012 | 0.017 | 0.02 | 0.024 | 0.029 | 0.043 | 0.02 | 0.005 | 0.04 |