Wikipedia links (ml)

This network consists of the wikilinks of the Wikipedia in the Malayalam language (ml). 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_ml
NameWikipedia links (ml)
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 =132,717
Volume m =2,125,430
Loop count l =270
Wedge count s =539,655,267
Claw count z =499,466,279,855
Cross count x =759,386,629,004,116
Triangle count t =52,254,476
Square count q =18,010,687,333
4-Tour count T4 =144,760,801,562
Maximum degree dmax =10,361
Maximum outdegree d+max =1,478
Maximum indegree dmax =9,958
Average degree d =32.029 5
Fill p =0.000 124 704
Size of LCC N =131,288
Size of LSCC Ns =85,806
Relative size of LSCC Nrs =0.672 840
Diameter δ =12
50-Percentile effective diameter δ0.5 =3.638 43
90-Percentile effective diameter δ0.9 =4.912 44
Median distance δM =4
Mean distance δm =4.189 40
Gini coefficient G =0.811 872
Balanced inequality ratio P =0.162 369
Outdegree balanced inequality ratio P+ =0.151 914
Indegree balanced inequality ratio P =0.145 033
Relative edge distribution entropy Her =0.868 392
Power law exponent γ =1.598 21
Tail power law exponent γt =1.731 00
Degree assortativity ρ =−0.026 524 6
Degree assortativity p-value pρ =0.000 00
In/outdegree correlation ρ± =+0.513 040
Clustering coefficient c =0.290 488
Directed clustering coefficient c± =0.714 285
Spectral norm α =764.796
Operator 2-norm ν =436.756
Cyclic eigenvalue π =380.237
Reciprocity y =0.367 186
Non-bipartivity bA =0.568 782
Normalized non-bipartivity bN =0.043 935 7
Spectral bipartite frustration bK =0.000 937 571
Controllability C =40,991
Relative controllability Cr =0.321 427


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 normalized adjacency matrix

Degree assortativity

Zipf plot

Hop distribution

Delaunay graph drawing

In/outdegree scatter plot


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 ]