From Atoms to Allies: A Social Network Analysis of Information and Resource Exchange in Hubs for Circularity

This dataset accompanies the manuscript “From Atoms to Allies: A Social Network Analysis of Information and Resource Exchange in Hubs for Circularity.” It provides the supplementary materials necessary to replicate the social network analysis described in the paper. The dataset includes: nodes1.csv: anonymized information about participating stakeholders and their attributes; edgedata1.csv: anonymized relationships representing information and resource exchanges between stakeholders; 2nd_manuscript_code.ipynb: Jupyter Notebook implementing the social network analysis in Python, primarily using the NetworkX and Matplotlib libraries; README.txt: documentation describing the dataset structure, file contents, and instructions for reproducing the analysis. All data have been fully anonymized to ensure confidentiality. The materials are provided to support transparency, replicability, and further research on social network structures within Hubs for Circularity and related industrial ecology, sustainability and circular economy networks.