Fig 1.
The paper’s research framework.
Table 1.
Summary Table of Basic Indicators.
Table 2.
Comparison of the prediction results.
Table 3.
Comparison of the prediction performance.
Table 4.
Optimal Parameters.
Fig 2.
Confusion matrix of XGBoost model.
Fig 3.
XGBoost-importance feature importance ranking chart.
Fig 4.
The shap_value mapping plots for the top 6 features.
Fig 5.
shap_value_importance figure.
Table 5.
Feature importance ranking of disrupting single column data.
Fig 6.
SHAP summary_plot.
Fig 7.
SHAP decision plot for samples 39-50.