Extraction and analysis of several graph features from publicly available datasets using NetworkX.
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- Assortativity
- Clique number
- Clustering
- Density
- Diameter
- Edge connectivity
- Node connectivity
- Number of cliques
- Number of edges
- Number of nodes
- Radius
- Clustering and Transitivity
- Betweenness centrality
- Closeness centrality
- Communicability centrality
- Coreness
- Degree centrality
- Eccentricity
- Number of triangles
- Pagerank
- Square clustering
- Transitivity
- Social networks: online social networks, edges represent interactions between people
- Ground truth: ground-truth network communities in social and information networks
- Communication: email communication networks with edges representing communication
- Citation: nodes represent papers, edges represent citations
- Collaboration: nodes represent scientists, edges represent collaborations (co-authoring a paper)
- Web graphs: nodes represent webpages and edges are hyperlinks
- Products: nodes represent products and edges link commonly co-purchased products
- p2p: nodes represent computers and edges represent communication
- Roads: nodes represent intersections and edges roads connecting the intersections
- Autonomous systems: graphs of the Internet
- Signed networks: networks with positive and negative edges (friend/foe, trust/distrust)
- Location-based networks: Social networks with geographic check-ins
- Wikipedia: Talk, editing and voting data from Wikipedia
- Bio Atlas: Food-webs selected from Ecosystem Network Analysis site and from ATLSS.
- Bio-Cellular: Substrate in the cellular network of the corresponding organism.
- Bio Metabolic: Metabolic network of corresponding organism.
- Bio Carbon: Carbon exchanges in the cypress wetlands of South Florida during the wet and dry season.
- Bio Yeast: Protein-protein interaction network in budding yeast.
Performed using snowball sampling (choosing the sample order, i.e. number of nodes). Optimized for the number of edges and multiple samplings.
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