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You may also take a look at the source code.
The network in this dataset can be loaded directly from graph-tool with:import graph_tool.all as gt g = gt.collection.ns["wiki_science"]
A network of scientific fields, extracted from the English Wikipedia in early 2020. Nodes are wikipedia pages representing natural, formal, social and applied sciences, and two nodes are linked if the cosine similarity of the page content is above a threshold. See http://www.sinnefa.com/wikipediasciencemap/ for an interactive version.1
Name | Nodes | Edges | $\left<k\right>$ | $\sigma_k$ | $\lambda_h$ | $\tau$ | $r$ | $c$ | $\oslash$ | $S$ | Kind | Mode | NPs | EPs | gt | GraphML | GML | csv |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
wiki_science | 687 | 6,523 | 18.99 | 17.98 | 41.59 | 14.55 | 0.24 | 0.47 | 9 | 0.99 | Undirected | Unipartite | Class WikipediaUrl name | CosineSimilarity | 70 KiB | 92 KiB | 58 KiB | 85 KiB |