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Showing only entries with tags: Preferences
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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
$n$
Number of networks
Name Title Nodes Edges $\left<k\right>$ $\sigma_k$ $\lambda_h$ $\tau$ $r$ $c$ $\oslash$ $S$ Kind Mode $n$ Added Tags
amazon_ratings Amazon customer ratings (2010) 3,376,972 5,838,041 3.46 19.33 83.61 610.18 -0.02 0.00 28 0.86 Undirected Bipartite 1 2020-08-11 Economic Preferences Weighted Timestamps
amazon_reviews Amazon product reviews (1996-2018) 6,553,594 73,141,425 22.32 78.49 401.76 118.57 -0.05 0.00 11 1.00 Undirected Bipartite 2 2026-10-25 Economic Commerce Online Preferences Unweighted Metadata
bookcrossing BookCrossing ratings (2004) 445,801 1,149,739 5.16 45.45 134.05 187.56 -0.08 0.00 19 0.94 Undirected Bipartite 1 2020-08-11 Economic Preferences Weighted Metadata
digg_votes Digg story votes and friendships (2009) 279,631 1,731,658 6.19 77.76 426.20 666.20 -0.05 0.08 18 0.94 Directed Unipartite 2 2020-08-11 Social Online Economic Preferences Multigraph Timestamps
epinions Epinions review ratings and trust (2001-2003) 876,252 13,668,320 31.20 396.37 838.83 45.13 -0.12 0.00 12 1.00 Undirected Bipartite 2 2020-08-11 Economic Preferences Social Online Bipartite Weighted Signed Timestamps Metadata
epinions_massa Epinions product ratings and trust (2003) 189,027 664,824 7.03 24.81 81.94 80.85 -0.09 0.00 13 0.94 Undirected Bipartite 2 2026-10-31 Social Online Economic Preferences Bipartite Weighted Unweighted
github GitHub contest (2009) 177,386 440,237 4.96 24.06 116.01 263.68 -0.04 0.00 22 0.79 Undirected Bipartite 1 2020-08-11 Economic Preferences Unweighted Metadata
jester Jester joke ratings (1999-2003) 73,521 4,136,360 112.52 1664.78 1783.91 1.15 -0.79 0.00 3 1.00 Undirected Bipartite 1 2020-08-11 Economic Preferences Weighted Metadata
kuairand Kuaishou short video recommendation logs with random exposure (KuaiRand, 2022) 32,066,010 323,464,444 10.09 494.09 2787.97 6.08 -0.33 0.00 6 1.00 Directed Bipartite 3 2026-10-28 Social Online Preferences Bipartite Multigraph Timestamps Metadata
kuairec Kuaishou short video views, fully observed (KuaiRec, 2020) 17,904 12,530,806 699.89 1417.10 2206.84 1.49 -0.05 0.00 5 1.00 Directed Bipartite 3 2026-10-28 Social Online Preferences Bipartite Multigraph Timestamps Metadata
lastfm Last.fm listening histories (2009) 1,085,612 19,150,868 35.28 915.72 589.26 11.34 -0.44 0.00 6 1.00 Undirected Bipartite 2 2020-08-11 Social Online Preferences Bipartite Unweighted Multigraph Timestamps Metadata
lastfm_360k Last.fm users and their top artists (2008) 628,124 17,559,530 55.91 458.13 689.40 7.20 -0.16 0.00 10 1.00 Undirected Bipartite 1 2026-10-28 Social Online Preferences Bipartite Weighted Metadata
librec_trust FilmTrust and CiaoDVD trust and rating networks (2011-2013) 33,736 72,665 4.31 16.72 34.97 101.63 -0.13 0.00 19 0.95 Undirected Bipartite 5 2026-10-27 Social Online Preferences Weighted Multigraph Timestamps Metadata
mind_news MIND news clicks of Microsoft News users (2019) 1,007,335 22,090,337 43.86 493.35 614.83 5.86 -0.17 0.00 8 0.96 Undirected Bipartite 2 2026-10-28 Social Online Informational Preferences Unweighted Multigraph Timestamps Metadata
movielens_32m MovieLens 32M ratings and tags (1995-2023) 288,533 32,000,204 221.81 1425.67 2441.02 3.00 -0.29 0.00 6 0.99 Undirected Bipartite 2 2026-10-28 Social Online Preferences Weighted Timestamps Metadata
movielens_ratings MovieLens ratings (1995-2019) 224,964 25,000,095 222.26 1295.45 2177.72 4.24 -0.29 0.00 6 0.98 Undirected Bipartite 7 2026-10-28 Social Online Preferences Weighted Timestamps Metadata
msd_taste_profile Echo Nest Taste Profile of the Million Song Dataset (2011) 1,403,864 48,373,586 68.91 422.53 883.92 12.58 -0.08 0.00 8 1.00 Undirected Bipartite 1 2026-10-28 Social Online Preferences Bipartite Weighted Metadata
netflix_prize Netflix Prize ratings (1998-2005) 497,959 100,480,507 403.57 3363.30 5022.55 1.43 -0.39 0.00 5 1.00 Undirected Bipartite 2 2026-10-28 Social Online Preferences Weighted Timestamps Metadata
slovenian_magazines Slovenian magazine readership (1999-2000) 124 6,096 98.32 22.73 101.90 0.52 -0.20 0.85 2 1.00 Undirected Unipartite 1 2026-10-25 Social Preferences Weighted Projection Metadata
stackoverflow Stack Overflow favorites (2011) 641,876 1,302,040 4.06 25.07 88.46 136.55 -0.05 0.00 20 0.94 Undirected Bipartite 1 2020-08-11 Economic Preferences Unweighted Timestamps Metadata
steam Steam video game reviews, ownership and bundles (2010-2018) 2,842,673 7,793,069 2.74 221.27 291.57 26.00 -0.13 0.00 12 1.00 Directed Bipartite 4 2026-10-28 Social Online Preferences Bipartite Multigraph Timestamps Metadata
tgbn_genre Last.fm users and the music genres they listen to (tgbn-genre, TGB, 2005-2009) 1,505 17,858,395 11866.04 85482.29 262.17 2.58 -0.24 0.00 4 1.00 Directed Bipartite 1 2026-10-27 Social Online Preferences Weighted Multigraph Timestamps Metadata
tripadvisor_ratings TripAdvisor hotel ratings (2001-2009) 892,431 1,621,956 3.63 33.98 71.21 293.73 -0.23 0.00 15 1.00 Undirected Bipartite 2 2026-10-27 Economic Online Preferences Bipartite Weighted Multigraph Timestamps Metadata
turkish_program_preferences Turkish undergraduate program co-preferences (2017) 622 6,136 9.86 19.94 28.58 43.81 -0.26 0.30 6 1.00 Directed Unipartite 1 2026-10-25 Economic Preferences Weighted
twitch_viewers Twitch stream viewers (2019) 16,314,409 234,422,289 28.74 1577.76 2541.19 219.95 -0.08 0.00 12 1.00 Undirected Bipartite 1 2026-10-27 Social Online Preferences Weighted Metadata
wikilens_ratings WikiLens ratings and links (2004-2008) 5,788 7,430 1.28 17.36 16.27 232.06 -0.26 0.00 10 0.68 Directed Unipartite 2 2026-10-27 Social Online Preferences Bipartite Weighted Timestamps Metadata
yahoo_song Yahoo song ratings (2011) 1,625,951 256,804,235 315.88 2364.80 4238.65 3.03 -0.11 0.00 6 1.00 Undirected Bipartite 1 2020-08-11 Economic Preferences Timestamps Weighted
yambda Yandex Music user-track interactions (Yambda) 3,104,578 480,255,564 309.39 2479.57 3383.68 219.66 -0.07 0.00 8 1.00 Undirected Bipartite 2 2026-10-28 Social Online Preferences Bipartite Unweighted Multigraph Timestamps Temporal Metadata