Facebook Social Circles

A Facebook (ego-networks) dataset of 4,039 nodes and 88,234 edges, collected by McAuley & Leskovec via Facebook app survey (2012). Each record contains user-user friendship edges and ego-network circles. classic ego-network dataset with ground-truth social circles. Suitable for social network analysis, community detection, and circle prediction.

#Ego network#Snap#Social circle

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· graph.json

The full graph has 4,039 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

4K
Nodes
88.2K
Edges
1.08e-02
Density
1
Components
0.06358
Assortativity
0.0%
Reciprocity
75
Bridges
Most central nodes
1070.2588
16840.1961
19120.187
34370.1355
00.08593
25430.07281
23470.07207
18880.0629
18000.06067
16630.0582

Computed over the full corpus.

Record

Catalog key
ego-facebook
Authors
McAuley, Julian; Leskovec, J.
Year
2012
Source paper
Learning to Discover Social Circles in Ego Networks
License
SNAP (Stanford Network Analysis Project) — Academic use (LicenseRef-Research-Only)
Records
4,039
Nodes
4,039
Edges
88,234
Nodes are
user
Edges are
friendship
Attributes
nodes have no attributes; edges have no attributes
Languages
en
Collected
2012 (2010s)
Tasks
From the graph: link prediction, community detection
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://snap.stanford.edu/data/ego-Facebook.html link checked
Hosted copy
Mirrored on echo.directory on 2026-10-21, 928.4 KB across 2 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}
}

@inproceedings{mcauley2012,
  title     = {Learning to Discover Social Circles in Ego Networks},
  author    = {McAuley, Julian and Leskovec, J.},
  year      = {2012},
  booktitle = {Neural Information Processing Systems}
}

APA

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

McAuley, J., & Leskovec, J. (2012). Facebook Social Circles [Data set]. https://ego-facebook.echo.directory/

MLA

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

McAuley, Julian, and J. Leskovec. Facebook Social Circles. 2012, ego-facebook.echo.directory/.

BibTeX · RIS · CSL-JSON

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