Wikipedia links (nso)

This network consists of the wikilinks of the Wikipedia in the Northern Sotho language (nso). Nodes are Wikipedia articles, and directed edges are wikilinks, i.e., hyperlinks within one wiki. In the wiki source, these are indicated with [[double brackets]]. Only pages in the article namespace are included.


Internal namewikipedia_link_nso
NameWikipedia links (nso)
Data source
AvailabilityDataset is available for download
Consistency checkDataset passed all tests
Hyperlink network
Node meaningArticle
Edge meaningWikilink
Network formatUnipartite, directed
Edge typeUnweighted, no multiple edges
ReciprocalContains reciprocal edges
Directed cyclesContains directed cycles
LoopsContains loops


Size n =8,152
Volume m =455,809
Loop count l =1
Wedge count s =102,765,470
Claw count z =77,307,410,887
Cross count x =37,232,457,971,664
Triangle count t =14,051,759
Square count q =3,271,249,354
4-Tour count T4 =26,693,309,674
Maximum degree dmax =4,340
Maximum outdegree d+max =2,024
Maximum indegree dmax =2,700
Average degree d =111.828
Fill p =0.006 870 05
Size of LCC N =8,150
Size of LSCC Ns =6,873
Relative size of LSCC Nrs =0.843 727
Diameter δ =11
50-Percentile effective diameter δ0.5 =2.792 62
90-Percentile effective diameter δ0.9 =3.945 08
Median distance δM =3
Mean distance δm =3.265 99
Gini coefficient G =0.638 413
Balanced inequality ratio P =0.247 004
Outdegree balanced inequality ratio P+ =0.279 240
Indegree balanced inequality ratio P =0.207 692
Relative edge distribution entropy Her =0.908 713
Power law exponent γ =1.277 75
Tail power law exponent γt =2.011 00
Tail power law exponent with p γ3 =2.011 00
p-value p =0.000 00
Outdegree tail power law exponent with p γ3,o =2.091 00
Outdegree p-value po =0.000 00
Indegree tail power law exponent with p γ3,i =1.851 00
Indegree p-value pi =0.000 00
Degree assortativity ρ =−0.213 182
Degree assortativity p-value pρ =0.000 00
In/outdegree correlation ρ± =+0.648 353
Clustering coefficient c =0.410 209
Directed clustering coefficient c± =0.895 346
Spectral norm α =726.563
Operator 2-norm ν =367.571
Cyclic eigenvalue π =358.554
Algebraic connectivity a =0.056 634 5
Reciprocity y =0.705 709
Non-bipartivity bA =0.798 779
Normalized non-bipartivity bN =0.073 494 8
Spectral bipartite frustration bK =0.000 475 488


Fruchterman–Reingold graph drawing

Degree distribution

Cumulative degree distribution

Lorenz curve

Spectral distribution of the adjacency matrix

Spectral distribution of the normalized adjacency matrix

Spectral distribution of the Laplacian

Spectral graph drawing based on the adjacency matrix

Spectral graph drawing based on the Laplacian

Spectral graph drawing based on the normalized adjacency matrix

Degree assortativity

Zipf plot

Hop distribution

Double Laplacian graph drawing

Delaunay graph drawing

In/outdegree scatter plot

Clustering coefficient distribution

Average neighbor degree distribution


Matrix decompositions plots



[1] Jérôme Kunegis. KONECT – The Koblenz Network Collection. In Proc. Int. Conf. on World Wide Web Companion, pages 1343–1350, 2013. [ http ]