vi.sualize.us User–Picture Tagging Network

The bipartite picture-tagging network of the image bookmarking site vi.sualize.us, as distributed by KONECT (pics_ui): 2,298,816 tag assignments by 17,122 users to 495,402 pictures, forming 997,840 distinct user–picture pairs (512,524 nodes in all). An edge records that a user tagged a picture; the file has no ratings or timestamps. The network was analysed by Neubauer and Obermayer in their study of the vi.sualize.us folksonomy. Useful for folksonomy research, tag-based recommendation and the structure of large bipartite user–item networks.

#Bipartite#Collaborative filtering#Image rating#Konect#Mit csail

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 512,524 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

512.5K
Nodes
997.8K
Edges
7.60e-06
Density
1.3K
Components
-0.1554
Assortativity
0.0%
Reciprocity
347.6K
Bridges
Most central nodes
L2620.01524
L2160.01468
L1510.01458
L21220.01333
L1950.01213
L10.01165
L900.01136
L3610.00974
L2050.00922
L8760.00812

Computed over the full corpus.

Record

Catalog key
pics
Authors
Neubauer, Nicolas; Obermayer, Klaus
Year
2010
Source paper
Analysis of the Visualize.us folksonomy
License
Unknown
Records
2,298,816
Nodes
512,524
Edges
997,840
Nodes are
user / picture
Edges are
tag assignment
Attributes
nodes have no attributes; edges have no attributes
Languages
en
Tasks
Recommendation (ranking) inferred
From the graph: link prediction, community detection

Provenance

Originally published at
https://konect.cc/networks/pics_ui/ unverified
Hosted copy
Mirrored on echo.directory on 2026-10-19, 4.3 MB across 1 files. Checksums in MANIFEST.json.

How to cite

BibTeX

@misc{echo2026,
  title  = {ECHO: Exploratory Compendium of Humanity Online},
  author = {Switzer, Braden and Zafarani, Reza},
  year   = {2026},
  url    = {https://echo.directory},
  note   = {Syracuse University}
}

@misc{neubauer2010,
  title  = {Analysis of the Visualize.us folksonomy},
  author = {Neubauer, Nicolas and Obermayer, Klaus},
  year   = {2010},
  note   = {Unpublished, 2010.}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Neubauer, N., & Obermayer, K. (2010). vi.sualize.us User–Picture Tagging Network [Data set]. https://pics.echo.directory/

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Neubauer, Nicolas, and Klaus Obermayer. vi.sualize.us User–Picture Tagging Network. 2010, pics.echo.directory/.

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