Table 3.
Ten most important features of the selected ML model, with the features ranked based on their respective score, and the score representing the importance of an feature contributing to the construction of the XGB model.
| Features | Score of feature importance |
|---|---|
| Product: Rice | 0.080 |
| Product group: Groundnut/Peanut | 0.067 |
| Country of analysis: EG | 0.044 |
| Country of origin: HU | 0.036 |
| Country of origin: US | 0.035 |
| Product group: Palm kernel | 0.034 |
| Product: Barley | 0.032 |
| Country of analysis: NL | 0.032 |
| Product group: Coconut | 0.031 |