Avalanche Network Structural Evolution雪崩网络结构演变

Year-by-year structural indicators of the global cobalt avalanche network (1998–2019). Computed over country–layer nodes (Ore / Material / Product / Use / Waste / Secondary) and directed edges connecting risk sources and risk bearers identified through the avalanche process.

全球钴雪崩网络逐年结构指标(1998–2019)。 基于国家–层级节点(矿石 / 材料 / 产品 / 使用 / 废弃 / 二次回收)以及通过雪崩过程识别出的、 连接风险来源与风险承受方的有向边计算得出。

Network Size (Nodes)

Number of country–layer nodes participating in the network each year.

Network Size (Edges)

Directed trade edges between country–layer nodes.

Density

Fraction of possible directed edges that exist — higher = more interconnected.

Reciprocity

Share of edges whose reverse also exists — bidirectional trade intensity.

Transitivity (Clustering)

Probability that two neighbors of a node are themselves connected.

Degree Centrality (mean)

Average normalized degree — how central the typical node is.

Eigenvector Centrality (mean)

Average eigenvector centrality — importance weighted by neighbors' importance.

Largest Component — Node Share

Fraction of all nodes in the largest weakly-connected component.

Largest Component — Edge Share

Fraction of all edges inside the largest weakly-connected component.