logo Netzschleuder network catalog, repository, and centrifuge

openalex_cocitations — Co-citations of highly cited papers in five fields (OpenAlex, 2024)

Description

Bipartite networks of highly cited papers and the sets of them that are cited together, in five fields of research, built by Nakajima et al. from the OpenAlex snapshot of 27 September 2024, as distributed by XGI-data:

  • biochem: Biochemistry, Genetics and Molecular Biology;
  • cs: Computer Science;
  • math: Mathematics;
  • neuro: Neuroscience;
  • physics: Physics and Astronomy.

In each field, the papers of each subfield were ranked by their numbers of citations, and the top papers that account for 10% of the cumulative citations of the subfield were selected (at least 100 papers per subfield). For each other paper of OpenAlex, the set of selected papers it cites was determined; each set of at least two papers that is cited by at least 3 papers is a co-citation set, connected to its papers. The sets cited by fewer papers, and the numbers of papers citing each set, are not included in the data.

The networks have the following properties:

  • (Node) is_cocitation: whether the node is a co-citation set (otherwise a paper).
  • (Node) openalex_id (papers): the OpenAlex identifier of the paper (e.g. W2010634640, see https://openalex.org/<id>).
  • (Node) title (papers): the title of the paper (in lower case).
  • (Node) date (papers): the publication date (YYYY-MM-DD).
  • (Node) year (papers): the publication year.
  • (Node) topic, subfield, field, domain (papers): the primary topic of the paper in OpenAlex and its subfield, field and domain.
  • (Node) cited_by_count (papers): the number of citations of the paper in OpenAlex.
Tags
Informational Citation Unweighted Metadata
Added
2026-10-27
Citation
  • K. Nakajima, Y. Sasaki, T. Uno, M. Aida, "Learning Multi-Order Block Structure in Higher-Order Networks." arXiv:2511.21350 (2025) 10.48550/arXiv.2511.21350 Sci-Hub
  • J. Priem, H. Piwowar, R. Orr, "OpenAlex: A fully-open index of scholarly works, authors, venues, institutions, and concepts." arXiv:2205.01833 (2022) 10.48550/arXiv.2205.01833 Sci-Hub
Upstream URL OK
https://github.com/xgi-org/xgi-data
https://openalex.org/
Upstream license
CC BY 4.0, https://creativecommons.org/licenses/by/4.0/
Networks
Tip: click on a column header to sort the list, or hover over it for a description.
Column legend
$\left<k\right>$
Mean degree
$\sigma_k$
Standard deviation of the degrees
$\lambda_h$
Largest eigenvalue of the Hashimoto (non-backtracking) matrix
$\tau$
Random walk mixing time
$r$
Degree assortativity
$c$
Global clustering coefficient
$\oslash$
(Pseudo-) diameter
$S$
Relative size of the largest component
NPs
Node properties
EPs
Edge properties
Name Nodes Edges $\left<k\right>$ $\sigma_k$ $\lambda_h$ $\tau$ $r$ $c$ $\oslash$ $S$ Kind Mode NPs EPs gt GraphML GML csv
biochem 59,287 124,659 4.21 14.64 25.93 633.61 -0.05 0.00 34 1.00 Undirected Bipartite is_cocitation openalex_id title date topic subfield field domain year cited_by_count 1.4 MiB 2.1 MiB 2.0 MiB 1.9 MiB
cs 57,004 140,508 4.93 16.69 26.81 133.60 -0.15 0.00 18 1.00 Undirected Bipartite is_cocitation openalex_id title date topic subfield field domain year cited_by_count 1.2 MiB 1.8 MiB 1.7 MiB 1.5 MiB
math 20,071 43,843 4.37 6.88 14.86 553.84 -0.32 0.00 26 1.00 Undirected Bipartite is_cocitation openalex_id title date topic subfield field domain year cited_by_count 469 KiB 683 KiB 681 KiB 606 KiB
neuro 21,038 44,034 4.19 7.10 16.55 396.25 -0.11 0.00 30 0.98 Undirected Bipartite is_cocitation openalex_id title date topic subfield field domain year cited_by_count 556 KiB 792 KiB 787 KiB 730 KiB
physics 47,882 114,012 4.76 10.44 25.75 312.15 -0.22 0.00 23 1.00 Undirected Bipartite is_cocitation openalex_id title date topic subfield field domain year cited_by_count 1.1 MiB 1.6 MiB 1.6 MiB 1.4 MiB
Ridiculograms*
* These are automatically generated force-directed visualizations, and can be quite meaningless for networks both big and small. They should not be taken seriously as sources of scientific insight. See here for a discussion.