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Table 1.

Factors influencing punitive damages.

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Fig 1.

Scatter plot of punitive damages and various factors.

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Table 2.

Valuation of influencing factors and actual judgment values in 79 punitive damages judgments.

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Table 2 Expand

Fig 2.

Multipliers of least square regression and true output multipliers.

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Fig 2 Expand

Fig 3.

Multipliers of beta GLM and true output multipliers.

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Fig 3 Expand

Fig 4.

Residuals of beta GLM.

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Fig 4 Expand

Table 3.

Estimates of verdicts in punitive damage cases.

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Table 3 Expand

Fig 5.

Residuals of the data validation.

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Fig 5 Expand