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Table 1.

The distribution of health insurance based on various factors.

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Table 2.

Model performance metrics on imbalanced dataset.

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Table 2 Expand

Table 3.

Model metrics trained on data balanced by oversampling.

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Table 3 Expand

Table 4.

Model metrics upon balancing using SMOTE.

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Fig 1.

Confusion matrices.

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Fig 2.

The AUCs for the models.

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Fig 3.

Variable importance from the Random Forest model.

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Fig 4.

Variable importance from the XGBoost model.

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Fig 5.

Variable importance from the Logistic Regression classifier.

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Fig 6.

Mosaic plot.

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Fig 7.

Distribution plots of predicted probabilities.

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