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Fig 1.

Model diagram.

(a) SWM.(b) BPANN.

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Fig 1 Expand

Fig 2.

Pearson correlation coefficient matrix diagram.

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Fig 2 Expand

Table 1.

Model parameter values.

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Table 1 Expand

Fig 3.

Confusion matrix.

(a) CatBoost. (b) SWM.

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Fig 3 Expand

Table 2.

The fitting effect of four models on the test set.

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Table 2 Expand

Fig 4.

Model test set performance comparison.

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Fig 4 Expand

Fig 5.

CatBoost feature importance ranking of models.

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Fig 5 Expand