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Negativity

In networks that allow negative edges such as signed networks and rating networks, we may be interested in the proportion of edges that are actually negative. We call this the negativity of the network. \begin{align} \zeta &= \frac { | \{ e \in E \mid w(e) < 0 \} | } {m} \end{align}



Scatter plot of Negativity statistic

CodeName Category F. W. M.\(n\) \(m\) \(\zeta\)
HUr Hudong relatedHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
2,452,715
18,854,882
HUi Hudong internalHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
1,984,484
14,869,484
BAr Baidu relatedHyperlink Hyperlink 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
1
415,641
3,284,387
BAi Baidu internalHyperlink Hyperlink 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
1
2,141,300
17,794,839
YT YouTubeSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
Timestamps:  Edges are annotated with a timestamps
1
3,223,589
9,375,374
LY Youtube linksSocial Social 2Directed: Edges are directed 1Unweighted: Simple edges
Incomplete:   not all edges or nodes from the original dataset are included
1
1,138,499
4,942,297
YG YouTubeAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
218,563
293,360
YS Yahoo songsRating Rating 3Bipartite: Edges connect two types of nodes 6Ratings: Edges are ratings
Timestamps:  Edges are annotated with a timestamps
1
2,626,941
256,804,235
54.1%
WO WordNetLexical Lexical 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
146,005
656,999
Ten Wikipedia talk, EnglishCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
2,987,535
24,981,163
Tde Wikipedia talk, GermanCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
519,403
6,729,794
Tfr Wikipedia talk, FrenchCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
1,420,367
4,641,928
Tit Wikipedia talk, ItalianCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
863,846
3,067,680
Tes Wikipedia talk, SpanishCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
497,446
2,702,879
Tzh Wikipedia talk, ChineseCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
1,219,241
2,284,546
Tpt Wikipedia talk, PortugueseCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
541,355
2,424,962
Tru Wikipedia talk, RussianCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
457,017
2,282,055
Tar Wikipedia talk, ArabicCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
1,095,799
1,913,103
Tnl Wikipedia talk, DutchCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
225,749
1,554,699
WK Wikipedia, EnglishCommunication Communication 2Directed: Edges are directed 1Unweighted: Simple edges
0
2,394,385
5,021,410
W2 WikiSignedOnlineContact OnlineContact 2Directed: Edges are directed 4Signed: Positive and negative edges
Loops:  An edge may connect a node with itself
1
138,592
740,397
12.1%
Wru Wikipedia links, ruHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
2,853,118
82,056,101
Wpt Wikipedia links, ptHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
1,603,222
49,021,409
Wpl Wikipedia links, plHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
1,529,135
57,489,447
Wja Wikipedia links, jaHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
1,610,638
71,055,717
Wit Wikipedia links, itHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
1,865,965
91,555,008
Wfr Wikipedia links, frHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
3,023,165
102,382,410
Wen Wikipedia links, enHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
12,150,976
378,142,420
Wde Wikipedia links, deHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
3,225,565
81,626,917
WP Wikipedia, EnglishHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Timestamps:  Edges are annotated with a timestamps
1
1,870,709
39,953,145
WD Wikipedia Threads (de)Communication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
1
91,340
2,435,731
WC Wikipedia (en)Feature Feature 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
3,889,933
3,795,796
CO Wikipedia conflictOnlineContact OnlineContact 1Undirected: Edges are undirected 5Multiple signed: Multiple, signed edges are possible
Zero weights:  Edges may have a weight of zero
Timestamps:  Edges are annotated with a timestamps
2
118,100
2,917,785
WU WebUni MagdeburgText Text 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
212,552
3,869,707
SF StanfordHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
0
281,903
2,312,497
ND Notre DameHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
325,729
1,497,134
GO GoogleHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
0
875,713
5,105,039
BS Berkeley/StanfordHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
0
685,230
7,600,595
UL Unicode languagesFeature Feature 3Bipartite: Edges connect two types of nodes 3Positive weights: Positively weighted edges
Zero weights:  Edges may have a weight of zero
Entity metadata:  Nodes are annotated with metadata
2
1,122
1,255
ZA Zachary karate clubHumanSocial HumanSocial 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
34
78
HT Highland tribesHumanSocial HumanSocial 1Undirected: Edges are undirected 4Signed: Positive and negative edges
0
16
58
50.0%
TF Twitter (MPI)Social Social 2Directed: Edges are directed 1Unweighted: Simple edges
0
52,579,682
1,963,263,821
TW Twitter (WWW)Social Social 2Directed: Edges are directed 1Unweighted: Simple edges
0
41,652,230
1,468,365,182
WT TREC WT10gHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
0
1,601,787
8,063,026
WT Web trackersHyperlink Hyperlink 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
68,087,704
140,613,762
TO Internet topologyComputer Computer 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
Missing orientation:  The dataset was originally directed, but edge directions were discarded and this version is undirected
2
34,761
171,403
CR ChicagoInfrastructure Infrastructure 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
1,467
1,298
Dj JUNG dependencySoftware Software 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Entity metadata:  Nodes are annotated with metadata
1
6,120
138,706
DJ JDK dependencySoftware Software 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Entity metadata:  Nodes are annotated with metadata
1
6,434
150,985
ET EuroroadInfrastructure Infrastructure 1Undirected: Edges are undirected 1Unweighted: Simple edges
Entity metadata:  Nodes are annotated with metadata
1
1,174
1,417
CC Cora citationCitation Citation 2Directed: Edges are directed 1Unweighted: Simple edges
Entity metadata:  Nodes are annotated with metadata
1
23,166
91,500
SO Stack OverflowRating Rating 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
Timestamps:  Edges are annotated with a timestamps
1
1,187,072
1,301,942
PL PokecSocial Social 2Directed: Edges are directed 1Unweighted: Simple edges
0
1,632,803
30,622,564
LJ LiveJournalSocial Social 2Directed: Edges are directed 1Unweighted: Simple edges
0
4,847,571
68,475,391
If InfectiousHumanContact HumanContact 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
410
17,298
HY Hypertext 2009HumanContact HumanContact 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
113
20,818
ES EpinionsSocial Social 2Directed: Edges are directed 1Unweighted: Simple edges
0
75,879
508,837
SZ Slashdot ZooSocial Social 2Directed: Edges are directed 4Signed: Positive and negative edges
0
79,120
515,397
23.9%
SD SlashdotCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
51,083
140,778
R1 TexasInfrastructure Infrastructure 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
1,379,917
1,921,660
RD PennsylvaniaInfrastructure Infrastructure 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
1,088,092
1,541,898
RO CaliforniaInfrastructure Infrastructure 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
1,965,206
2,766,607
RE ReutersText Text 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Entity metadata:  Nodes are annotated with metadata
1
1,846,441
96,903,520
RC ReactomeMetabolic Metabolic 1Undirected: Edges are undirected 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
6,327
147,547
RA Manufacturing emailsCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
167
82,927
PL Prosper loansInteraction Interaction 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
89,269
3,394,979
PW Prosper.comInteraction Interaction 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
25,697
35,377
PS Prosper.comAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
14,177
21,017
Vut vi.sualize.us u-tFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
0
116,279
2,298,816
Vui vi.sualize.us u-iFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
0
529,646
2,298,816
Vti vi.sualize.us t-iFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
0
659,472
2,298,816
Sh Hamsterster fullSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
2,426
16,631
Shf Hamsterster friendshipsSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
1,858
12,534
Sd DogsterSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
426,820
8,546,581
Sc CatsterSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
149,700
5,449,275
Scd Catster/DogsterSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
623,766
15,699,276
PC US patentsCitation Citation 2Directed: Edges are directed 1Unweighted: Simple edges
Acyclic:  No directed cycles are present
1
3,774,768
16,518,947
GN GnutellaComputer Computer 2Directed: Edges are directed 1Unweighted: Simple edges
0
62,586
147,892
OR OrkutSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
3,072,441
117,184,899
OG OrkutAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
14,297,249
327,037,487
AF US airportsInfrastructure Infrastructure 2Directed: Edges are directed 3Positive weights: Positively weighted edges
0
1,574
28,236
UC UC Irvine messagesCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
1,899
59,835
UF UC Irvine forumInteraction Interaction 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
2,320
33,720
SW Southern women 1Interaction Interaction 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
50
89
UG US power gridInfrastructure Infrastructure 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
4,941
6,594
OF OpenFlightsInfrastructure Infrastructure 2Directed: Edges are directed 1Unweighted: Simple edges
0
2,939
30,501
AC arXiv cond-matAuthorship Authorship 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
55,467
58,595
OF OpenFlightsInfrastructure Infrastructure 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
1
3,425
67,663
NX NetflixRating Rating 3Bipartite: Edges connect two types of nodes 6Ratings: Edges are ratings
Timestamps:  Edges are annotated with a timestamps
1
978,148
100,480,507
44.0%
Ws Twitter (ICWSM)Social Social 2Directed: Edges are directed 1Unweighted: Simple edges
0
465,017
834,797
Wut Twitter u-tFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
Incomplete:   not all edges or nodes from the original dataset are included
2
880,846
4,664,605
Wui Twitter u-iFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
Incomplete:   not all edges or nodes from the original dataset are included
2
9,618,743
12,656,613
Wti Twitter t-iFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
Incomplete:   not all edges or nodes from the original dataset are included
2
1,773,193
2,635,885
Wa TwitterOnlineContact OnlineContact 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
2,919,613
12,887,063
DG DiggCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
30,398
87,627
M2 MovieLens 1MRating Rating 3Bipartite: Edges connect two types of nodes 6Ratings: Edges are ratings
Timestamps:  Edges are annotated with a timestamps
1
15,786
1,000,209
43.5%
Mut MovieLens u-tFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
24,546
95,580
Mui MovieLens u-iFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
15,619
95,580
Mti MovieLens t-iFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
40,657
95,580
M1 MovieLens 100kRating Rating 3Bipartite: Edges connect two types of nodes 6Ratings: Edges are ratings
Timestamps:  Edges are annotated with a timestamps
1
3,568
100,000
44.5%
M3 MovieLens 10MRating Rating 3Bipartite: Edges connect two types of nodes 6Ratings: Edges are ratings
Timestamps:  Edges are annotated with a timestamps
1
150,433
10,000,054
45.3%
MZ ZebraAnimal Animal 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
27
111
Mv Dutch collegeHumanSocial HumanSocial 2Directed: Edges are directed 5Multiple signed: Multiple, signed edges are possible
Zero weights:  Edges may have a weight of zero
Timestamps:  Edges are annotated with a timestamps
2
32
3,062
Mt Train bombingHumanContact HumanContact 1Undirected: Edges are undirected 3Positive weights: Positively weighted edges
0
64
243
MT Taro exchangeHumanSocial HumanSocial 2Directed: Edges are directed 1Unweighted: Simple edges
0
22
78
Mc SheepAnimal Animal 2Directed: Edges are directed 3Positive weights: Positively weighted edges
Entity metadata:  Nodes are annotated with metadata
1
28
250
MX Seventh gradersHumanSocial HumanSocial 2Directed: Edges are directed 3Positive weights: Positively weighted edges
Entity metadata:  Nodes are annotated with metadata
1
29
376
Ms SampsonHumanSocial HumanSocial 2Directed: Edges are directed 4Signed: Positive and negative edges
Zero weights:  Edges may have a weight of zero
1
18
189
MR RhesusAnimal Animal 2Directed: Edges are directed 3Positive weights: Positively weighted edges
0
16
111
Mp ProteinMetabolic Metabolic 1Undirected: Edges are undirected 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
1,870
2,277
MO Residence hallHumanSocial HumanSocial 2Directed: Edges are directed 3Positive weights: Positively weighted edges
0
217
2,672
MN BibleLexical Lexical 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
0
1,773
16,401
MQ MacaquesAnimal Animal 2Directed: Edges are directed 3Positive weights: Positively weighted edges
0
62
1,187
Ml Les MisérablesMisc Misc 1Undirected: Edges are undirected 3Positive weights: Positively weighted edges
0
77
254
MK KangarooAnimal Animal 1Undirected: Edges are undirected 3Positive weights: Positively weighted edges
0
17
91
MI PhysiciansHumanSocial HumanSocial 2Directed: Edges are directed 1Unweighted: Simple edges
0
241
1,098
MH HighschoolHumanSocial HumanSocial 2Directed: Edges are directed 3Positive weights: Positively weighted edges
0
70
366
Mh HensAnimal Animal 2Directed: Edges are directed 1Unweighted: Simple edges
0
32
496
ME Adolescent healthHumanSocial HumanSocial 2Directed: Edges are directed 3Positive weights: Positively weighted edges
0
2,539
12,969
MC CrimeInteraction Interaction 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
Entity metadata:  Nodes are annotated with metadata
1
2,209
1,476
MA CattleAnimal Animal 2Directed: Edges are directed 3Positive weights: Positively weighted edges
0
28
217
Mg BlogsHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
Entity metadata:  Nodes are annotated with metadata
2
1,224
19,025
MB BisonAnimal Animal 2Directed: Edges are directed 3Positive weights: Positively weighted edges
0
26
314
MW WindsurfersHumanContact HumanContact 1Undirected: Edges are undirected 3Positive weights: Positively weighted edges
0
43
336
RM Reality MiningHumanContact HumanContact 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
96
1,086,404
MV Human protein (Vidal)Metabolic Metabolic 1Undirected: Edges are undirected 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
3,133
6,726
MS Human protein (Stelzl)Metabolic Metabolic 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
1,706
6,207
MP PDZBaseMetabolic Metabolic 1Undirected: Edges are undirected 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
212
244
ML Little Rock LakeTrophic Trophic 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
183
2,494
MF Human protein (Figeys)Metabolic Metabolic 2Directed: Edges are directed 1Unweighted: Simple edges
0
2,239
6,452
TC Air traffic controlInfrastructure Infrastructure 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
1,226
2,615
GW GowallaSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
196,591
950,327
BK BrightkiteSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
58,228
214,078
Lk Linux kernel mailing list repliesCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
63,399
1,096,440
LK Linux kernel mailing list threadsInteraction Interaction 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
421,599
1,565,683
LM LivemochaSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
104,103
2,193,083
Lj LiveJournal linksSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
5,204,176
49,174,464
LG LiveJournalAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
13,891,479
112,307,385
LX LinuxSoftware Software 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
30,837
213,954
Us Wikipedia, simple en (dynamic)Hyperlink Hyperlink 2Directed: Edges are directed 8Dynamic: Edges can appear and disappear
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
100,312
1,627,472
Up Wikipedia, pl (dynamic)Hyperlink Hyperlink 2Directed: Edges are directed 8Dynamic: Edges can appear and disappear
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
1,033,050
25,026,208
Ud Wikipedia, nl (dynamic)Hyperlink Hyperlink 2Directed: Edges are directed 8Dynamic: Edges can appear and disappear
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
1,039,252
20,070,561
Ui Wikipedia, it (dynamic)Hyperlink Hyperlink 2Directed: Edges are directed 8Dynamic: Edges can appear and disappear
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
1,204,009
34,826,283
Uf Wikipedia, fr (dynamic)Hyperlink Hyperlink 2Directed: Edges are directed 8Dynamic: Edges can appear and disappear
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
2,212,682
59,008,831
Ug Wikipedia, de (dynamic)Hyperlink Hyperlink 2Directed: Edges are directed 8Dynamic: Edges can appear and disappear
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
2,166,669
86,337,879
LI Libimseti.czSocial Social 2Directed: Edges are directed 6Ratings: Edges are ratings
0
220,970
17,359,346
47.9%
Ls Last.fm songInteraction Interaction 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
1,086,604
19,150,868
Lb Last.fm bandInteraction Interaction 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
176,061
19,150,868
YD Yahoo advertisersLexical Lexical 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
653,260
2,931,708
J2 Jester 150Rating Rating 3Bipartite: Edges connect two types of nodes 6Ratings: Edges are ratings
0
101,524
1,728,847
44.6%
J1 Jester 100Rating Rating 3Bipartite: Edges connect two types of nodes 6Ratings: Edges are ratings
0
146,942
4,136,360
45.6%
HY HyvesSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
1,402,673
2,777,419
TR TREC (disks 4–5)Text Text 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
0
2,285,379
151,632,178
R2 Reuters-21578Text Text 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
0
81,791
1,464,182
EX Wikipedia (en)Text Text 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
0
279,519
7,846,807
GH GithubAuthorship Authorship 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
Entity metadata:  Nodes are annotated with metadata
1
233,905
440,237
FR FriendsterSocial Social 2Directed: Edges are directed 1Unweighted: Simple edges
Incomplete:   not all edges or nodes from the original dataset are included
1
68,349,466
2,586,147,869
FW Florida ecosystem wetTrophic Trophic 2Directed: Edges are directed 3Positive weights: Positively weighted edges
0
128
2,106
FD Florida ecosystem dryTrophic Trophic 2Directed: Edges are directed 3Positive weights: Positively weighted edges
0
128
2,137
FO FOLDOCHyperlink Hyperlink 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
0
13,356
125,207
FX FlixsterSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
2,523,386
7,918,801
LF Flickr linksSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
1,715,255
15,551,250
FL FlickrSocial Social 2Directed: Edges are directed 1Unweighted: Simple edges
Timestamps:  Edges are annotated with a timestamps
1
2,302,925
33,140,017
FG FlickrAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
895,589
8,545,307
FI FlickrMisc Misc 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
105,938
2,316,948
Fr FilmtipsetRating Rating 3Bipartite: Edges connect two types of nodes 7Multiple ratings: Multiple weighted edges are allowed
Timestamps:  Edges are annotated with a timestamps
1
225,153
19,554,219
48.7%
Ff FilmtipsetSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
39,199
87,415
Fc FilmtipsetInteraction Interaction 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
104,890
1,266,753
Ow FacebookCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
46,952
876,993
Ol Facebook (WOSN)Social Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
Timestamps:  Edges are annotated with a timestamps
Incomplete:   not all edges or nodes from the original dataset are included
2
63,731
817,035
SX Sexual escortsRating Rating 3Bipartite: Edges connect two types of nodes 7Multiple ratings: Multiple weighted edges are allowed
Timestamps:  Edges are annotated with a timestamps
1
26,836
50,632
12.2%
EP EpinionsSocial Social 2Directed: Edges are directed 4Signed: Positive and negative edges
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
131,828
841,372
14.7%
ER EpinionsRating Rating 3Bipartite: Edges connect two types of nodes 6Ratings: Edges are ratings
Timestamps:  Edges are annotated with a timestamps
1
996,744
13,668,320
22.8%
EN EnronCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
87,273
1,148,072
EU EU institutionCommunication Communication 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
Incomplete:   not all edges or nodes from the original dataset are included
2
265,214
420,045
EL Wikipedia electionsOnlineContact OnlineContact 2Directed: Edges are directed 4Signed: Positive and negative edges
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
Incomplete:   not all edges or nodes from the original dataset are included
3
7,118
103,675
21.6%
TL Twitter listsSocial Social 2Directed: Edges are directed 1Unweighted: Simple edges
0
23,370
33,101
GP Google+Social Social 2Directed: Edges are directed 1Unweighted: Simple edges
0
23,628
39,242
EF Facebook (NIPS)Social Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
2,888
2,981
it Wikipedia (it)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
2,531,261
26,241,217
mfr Wiktionary (fr)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
1,917,281
7,399,298
nfr Wikinews (fr)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
27,954
193,618
fr Wikipedia (fr)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
4,598,826
46,168,355
bfr Wikibooks (fr)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
33,881
201,727
es Wikipedia (es)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
3,623,742
27,011,506
men Wiktionary (en)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
2,163,240
8,998,641
qen Wikiquote (en)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
137,970
549,210
nen Wikinews (en)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
184,536
901,416
en Wikipedia (en)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
29,143,573
266,769,613
ben Wikibooks (en)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
200,108
1,164,576
mde Wiktionary (de)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
157,806
1,229,501
de Wikipedia (de)Authorship Authorship 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
4,046,832
57,323,775
EA Edinburgh Associative ThesaurusLexical Lexical 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
1
23,132
511,764
DB DoubanSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
154,908
327,162
DO DolphinsAnimal Animal 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
62
159
DNc DNC co-recipientCommunication Communication 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
Timestamps:  Edges are annotated with a timestamps
2
2,029
39,264
DN DNC emails co-recipientsOnlineContact OnlineContact 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
0
2,029
136,602
Dt Discogs artist–styleFeature Feature 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Entity metadata:  Nodes are annotated with metadata
1
3,236,269
24,085,580
Ds Discogs label–styleFeature Feature 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Entity metadata:  Nodes are annotated with metadata
1
487,911
5,255,950
Dr Discogs label–genreFeature Feature 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Entity metadata:  Nodes are annotated with metadata
1
541,557
4,147,665
Da Discogs artist–genreFeature Feature 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Entity metadata:  Nodes are annotated with metadata
1
3,509,661
19,033,891
Dl DiscogsAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Entity metadata:  Nodes are annotated with metadata
1
3,780,417
14,414,659
DV Digg votesRating Rating 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
Incomplete:   not all edges or nodes from the original dataset are included
2
282,371
3,018,197
DF Digg friendsSocial Social 2Directed: Edges are directed 1Unweighted: Simple edges
Timestamps:  Edges are annotated with a timestamps
Incomplete:   not all edges or nodes from the original dataset are included
2
279,630
1,731,653
Dut Delicious utFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
Entity metadata:  Nodes are annotated with metadata
Incomplete:   not all edges or nodes from the original dataset are included
3
6,178,261
301,186,579
Dui Delicious uiFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
Entity metadata:  Nodes are annotated with metadata
Incomplete:   not all edges or nodes from the original dataset are included
3
35,444,383
301,186,579
Dti Delicious tiFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
Entity metadata:  Nodes are annotated with metadata
Incomplete:   not all edges or nodes from the original dataset are included
3
42,801,712
301,183,605
DBT TV TropesFeature Feature 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
216,508
3,232,134
WR WritersAuthorship Authorship 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
224,925
144,340
TM TeamsAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
1,836,793
1,366,466
ST MoviesFeature Feature 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
233,283
281,396
RL Record labelsAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
355,095
233,286
PR ProducersAuthorship Authorship 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
236,510
207,268
OC OccupationAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
356,884
250,945
LO LocationFeature Feature 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
397,589
293,697
DL Wikipedia, EnglishHyperlink Hyperlink 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
0
18,268,992
172,183,984
GE DBpedia genreFeature Feature 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
525,651
463,497
CN CountriesAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
0
1,182,526
637,134
DB DBpediaMisc Misc 2Directed: Edges are directed 2Multiple unweighted: Multiple edges are possible
0
3,966,924
13,820,853
Pc DBLPCoauthorship Coauthorship 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
1,314,050
18,986,618
Pi DBLPCitation Citation 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
12,591
49,743
Pa DBLPAuthorship Authorship 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
6,851,776
8,649,016
CU Contiguous USAInfrastructure Infrastructure 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
49
107
HA HaggleHumanContact HumanContact 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
274
28,244
CY Youtube friendshipSocial Social 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
1,134,890
2,987,624
CD DBLP co-authorshipCoauthorship Coauthorship 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
317,080
1,049,866
CA Amazon (MDS)Misc Misc 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
334,863
925,872
THc arXiv hep-thCitation Citation 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
27,770
352,807
PHc arXiv hep-phCitation Citation 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
34,546
421,578
Cut CiteULike u-tFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
198,707
2,411,819
Cui CiteULike u-iFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
777,199
2,411,819
Cti CiteULike t-iFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
1,038,323
2,411,819
CS CiteSeerCitation Citation 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
1
384,413
1,751,463
GC Google.com internalHyperlink Hyperlink 2Directed: Edges are directed 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
Entity metadata:  Nodes are annotated with metadata
2
15,763
171,206
CH ChessInteraction Interaction 2Directed: Edges are directed 5Multiple signed: Multiple, signed edges are possible
Zero weights:  Edges may have a weight of zero
Timestamps:  Edges are annotated with a timestamps
2
7,301
65,053
TH arXiv hep-thCoauthorship Coauthorship 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
22,908
2,673,133
PH arXiv hep-phCoauthorship Coauthorship 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
1
28,093
4,596,803
AP arXiv astro-phCoauthorship Coauthorship 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
18,771
198,050
SC South African CompaniesAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
17
13
Ar American RevolutionAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
277
160
BC Corporate LeadershipAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
64
99
Sw Southern women 2Interaction Interaction 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
15
14
BM Club membershipAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
65
95
Bx BookCrossing (ratings)Rating Rating 3Bipartite: Edges connect two types of nodes 6Ratings: Edges are ratings
0
341,559
433,652
45.6%
BX BookCrossing (implicit)Rating Rating 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
551,079
1,149,739
But BibSonomy u-tFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
Entity metadata:  Nodes are annotated with metadata
2
216,261
2,555,080
Bui BibSonomy u-iFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
Entity metadata:  Nodes are annotated with metadata
2
779,035
2,555,080
Bti BibSonomy t-iFolksonomy Folksonomy 3Bipartite: Edges connect two types of nodes 2Multiple unweighted: Multiple edges are possible
Timestamps:  Edges are annotated with a timestamps
Entity metadata:  Nodes are annotated with metadata
2
1,176,793
2,555,080
SK SkitterComputer Computer 1Undirected: Edges are undirected 1Unweighted: Simple edges
0
1,696,415
11,095,298
IN CAIDAComputer Computer 1Undirected: Edges are undirected 1Unweighted: Simple edges
Missing orientation:  The dataset was originally directed, but edge directions were discarded and this version is undirected
1
26,475
53,381
AS Route viewsComputer Computer 1Undirected: Edges are undirected 1Unweighted: Simple edges
Loops:  An edge may connect a node with itself
Missing orientation:  The dataset was originally directed, but edge directions were discarded and this version is undirected
2
6,474
13,895
PG Pretty Good PrivacyOnlineContact OnlineContact 1Undirected: Edges are undirected 1Unweighted: Simple edges
Incomplete:   not all edges or nodes from the original dataset are included
1
10,680
24,316
PM Caenorhabditis elegansMetabolic Metabolic 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
Loops:  An edge may connect a node with itself
1
453
4,596
JZ Jazz musiciansHumanSocial HumanSocial 1Undirected: Edges are undirected 1Unweighted: Simple edges
Incomplete:   not all edges or nodes from the original dataset are included
1
198
2,742
A@ U. Rovira i VirgiliCommunication Communication 1Undirected: Edges are undirected 1Unweighted: Simple edges
Missing orientation:  The dataset was originally directed, but edge directions were discarded and this version is undirected
1
1,133
5,451
AR Amazon ratingsRating Rating 3Bipartite: Edges connect two types of nodes 7Multiple ratings: Multiple weighted edges are allowed
Timestamps:  Edges are annotated with a timestamps
Incomplete:   not all edges or nodes from the original dataset are included
2
5,523,029
5,838,041
37.7%
Am Amazon (TWEB)Misc Misc 2Directed: Edges are directed 1Unweighted: Simple edges
0
403,394
3,387,388
AD AdvogatoSocial Social 2Directed: Edges are directed 3Positive weights: Positively weighted edges
Loops:  An edge may connect a node with itself
Entity metadata:  Nodes are annotated with metadata
2
6,541
51,127
AN David CopperfieldLexical Lexical 1Undirected: Edges are undirected 1Unweighted: Simple edges
Entity metadata:  Nodes are annotated with metadata
Missing orientation:  The dataset was originally directed, but edge directions were discarded and this version is undirected
2
112
425
AM Actor moviesAffiliation Affiliation 3Bipartite: Edges connect two types of nodes 1Unweighted: Simple edges
0
639,286
1,470,404
CL Actor collaborationsMisc Misc 1Undirected: Edges are undirected 2Multiple unweighted: Multiple edges are possible
0
382,219
33,115,812