Table 3.
Logistic regression model top 10 features estimated weights and odds ratio ordered by odds ratio value.
| Feature | Weight | Odds ratio |
|---|---|---|
| Ground duels | 3.401654 | 30.013688 |
| Shots off target | 1.883792 | 6.578403 |
| Shots on target | 1.333649 | 3.794864 |
| Interceptions | 1.240091 | 3.455927 |
| Successful crosses | 1.142880 | 3.135788 |
| Crosses | 1.127932 | 3.089260 |
| Free kicks | 0.717951 | 2.050228 |
| Goals | 0.661713 | 1.938110 |
| Aerial won | 0.348462 | 1.416887 |
| Successful passes | 0.269733 | 1.309615 |
A single change in a feature by one unit increases the estimated odds (probability of predicting class male over the probability of predicting class 0) by a factor of its corresponding odds ratio.