Features included in models | Model 1 | Model 2 | Model 3 | |||
AUC§ | Accuracy§ | AUC | Accuracy | AUC | Accuracy | |
1) Soil, season, clippings, nutrients, NPK fertilization | 0.963 | 0.908 | 0.980 | 0.917 | 0.983 | 0.924 |
2) Soil, season, nutrients, NPK fertilization | 0.962 | 0.904 | 0.979 | 0.918 | 0.982 | 0.924 |
3) Season, nutrients, NPK fertilization | 0.956 | 0.893 | 0.965 | 0.881 | 0.970 | 0.885 |
4) Soil, season, clippings, nutrients | 0.889 | 0.809 | 0.932 | 0.817 | 0.925 | 0.801 |
5) Soil, season, nutrients | 0.842 | 0.762 | 0.902 | 0.767 | 0.903 | 0.765 |
6) Season, clippings, nutrients | 0.882 | 0.794 | 0.915 | 0.796 | 0.908 | 0.782 |
7) Season, nutrients | 0.834 | 0.754 | 0.880 | 0.748 | 0.877 | 0.736 |
8) Nutrients | 0.833 | 0.750 | 0.866 | 0.727 | 0.863 | 0.722 |