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Local-first humanitarian coordination and conflict de-escalation toolkit featuring NGO routing logic, peace-focused strategy simulators, escalation firewall, transparent aid tracking models, and local-only analytics. Designed to transform violence vectors into resilience, coordination, negotiation, and community-safety pathways.
End-to-End Python replication of "Who Connects Global Aid?" (McCarthy et al., 2025). Uses bipartite network projection and Node2Vec embedding for analyzing 10M+ IATI transactions. Maps structural influence in global aid using HITS centrality, betweenness analysis, and UMAP visualization.