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Fig 1.

The framework of ARM & RGS method.

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Table 1.

Descriptive statistics of crash data.

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Table 1 Expand

Fig 2.

Modular RGS based on different graph properties.

(a) In-degree, (b) Out-degree, (c) Betweenness, and (d) PageRank.

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Fig 2 Expand

Table 2.

Contributions of factors to the graph structures based on closeness.

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Table 2 Expand

Fig 3.

Group matrix-based visualization of 1452 rules.

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Fig 3 Expand

Fig 4.

Distribution of lift, support, and confidence.

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Fig 4 Expand

Table 3.

Rules sorted by top indicator (lift, support, and confidence).

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Fig 5.

Graph structure for specific rule set.

(a) Severity: A & Severity: B, (b) Mountainous & Plain (terrain), and (c) Freeway & 2nd-class highway (road category).

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Table 4.

Rules involving high-frequency RHS items.

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Table 4 Expand

Fig 6.

Contributing factors of multi-fatality crashes and normal crashes.

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Fig 6 Expand