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Fig 1.

Geographical distribution of H-2A violations.

The heatmap illustrates the total number of identified H-2A violations within the agricultural sectors per state from 2010–2020.

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Fig 1 Expand

Fig 2.

H-2A violations by industry.

The bar plot shows the distribution of H-2A violation counts across agricultural industries, highlighting the industries with the most violations from 2010–2020.

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Fig 3.

H-2A violations per H-2A worker certified.

The heatmap illustrates the total number of identified H-2A violations (across all industries) divided by the number of H-2A workers certified in each state from 2010–2020.

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Fig 3 Expand

Table 1.

Data frame of factors categorized into three groups.

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Table 1 Expand

Table 2.

Description of factors.

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Table 2 Expand

Table 3.

Comparison of NB and ZINB Models.

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Table 3 Expand

Fig 4.

Cross-classified data.

The multilevel diagram illustrates the cross-classification of two levels of study.

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Table 4.

Model selection comparative analysis using AIC, BIC, and log-likelihood measures.

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Table 5.

The multilevel zero-inflated negative binomial linear model.

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