Wikipedia links (sw)

This network consists of the wikilinks of the Wikipedia in the Swahili language (sw). 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_sw
NameWikipedia links (sw)
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 =58,770
Volume m =1,077,184
Loop count l =22
Wedge count s =306,396,909
Claw count z =284,429,817,451
Cross count x =346,700,900,068,590
Triangle count t =16,151,476
Square count q =4,272,189,101
4-Tour count T4 =35,404,854,384
Maximum degree dmax =7,607
Maximum outdegree d+max =2,101
Maximum indegree dmax =6,966
Average degree d =36.657 6
Fill p =0.000 311 874
Size of LCC N =58,758
Size of LSCC Ns =43,475
Relative size of LSCC Nrs =0.739 748
Diameter δ =8
50-Percentile effective diameter δ0.5 =3.064 02
90-Percentile effective diameter δ0.9 =4.129 59
Median distance δM =4
Mean distance δm =3.589 65
Gini coefficient G =0.743 536
Balanced inequality ratio P =0.206 637
Outdegree balanced inequality ratio P+ =0.222 435
Indegree balanced inequality ratio P =0.187 300
Relative edge distribution entropy Her =0.888 882
Power law exponent γ =1.468 82
Tail power law exponent γt =2.101 00
Degree assortativity ρ =−0.110 146
Degree assortativity p-value pρ =0.000 00
In/outdegree correlation ρ± =+0.689 632
Clustering coefficient c =0.158 143
Directed clustering coefficient c± =0.413 586
Spectral norm α =419.374
Operator 2-norm ν =299.633
Cyclic eigenvalue π =152.934
Algebraic connectivity a =0.210 253
Spectral separation 1[A] / λ2[A]| =1.058 42
Reciprocity y =0.371 716
Non-bipartivity bA =0.506 031
Normalized non-bipartivity bN =0.073 999 6
Algebraic non-bipartivity χ =0.240 165
Spectral bipartite frustration bK =0.002 011 38
Controllability C =23,387
Relative controllability Cr =0.397 941


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 ]