Last.fm Friendship Network (December 2010, Syracuse Data Lab)

AnalyzedLargegraphLast.fmSocial graph

The Last.fm friendship network of the Data Lab Social Computing Data Repository (Syracuse University): Last.fm, a music website founded in the United Kingdom in 2002. The network was crawled in December 2010 by Megan Kearl. This copy holds 5,115,300 directed links, each from a user to a friend of that user (the readme: the line 1,2 means user 1 is friend with user 2), among 1,191,812 distinct users, and a list of 108,493 user numbers (nodes.csv). Users are numbers; the files hold no names or profile data.

Download data package README Original files as received BibTeX JSONSimilar datasets

Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 1,193,699 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

1.2M
Nodes
4.5M
Edges
6.34e-06
Density
1.9K
Components
-0.1359
Assortativity
0.0%
Reciprocity
563.9K
Bridges
Most central nodes
1088300.00431
1099260.00376
1089870.00252
1098660.00217
1100210.00186
714480.00181
633860.00178
633760.00178
185650.00176
728070.00176

Record

Catalog key
lastfm-syr
Authors
Kearl, Megan; Zafarani, Reza; Liu, Huan
Year
2010
Source paper
Last.fm Friendship Network Dataset
License
Academic Use (see Syracuse Data Lab terms) (LicenseRef-Research-Only)
Records
1,193,699
Nodes
1,193,699
Edges
4,519,340
Nodes are
user
Edges are
friendship (undirected)
Attributes
nodes have no attributes; edges have no attributes
Languages
en
Collected
December 2010 (2010s)
Tasks
From the graph: link prediction, community detection
Region
United Kingdom · Europe (inferred: named in the description)

Provenance

Originally published at
https://datasets.syr.edu link checked
Original files as received
The source files, unconverted, kept for reference: mirrored on echo.directory on 2026-10-20, 18.6 MB across 1 files. Checksums in MANIFEST.json. For use, start with the data package below.
Data package
Version 1.0.0 of this dataset as an ECHO Data Package: edges (5,115,300 rows), nodes (108,493 rows).
Structure
Directed network

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{lastfmsyr,
  title     = {{Last.fm Friendship Network Dataset}},
  author    = {Kearl, Megan and Zafarani, Reza and Liu, Huan},
  year      = {2010},
  publisher = {Social Computing Data Repository, Data Lab, Syracuse University},
  url       = {https://datasets.syr.edu}
}

APA

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

Kearl, M., Zafarani, R., & Liu, H. (2010). Last.fm Friendship Network (December 2010, Syracuse Data Lab) [Data set]. https://lastfm-friendship-2010.echo.directory/

MLA

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

Kearl, Megan, et al. Last.fm Friendship Network (December 2010, Syracuse Data Lab). 2010, lastfm-friendship-2010.echo.directory/.

BibTeX · RIS · CSL-JSON

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