Livemocha Language Learning Network

A Livemocha (language learning community) dataset of 104,103 users and 2,193,083 friendship edges, collected by Xia Hu (Ben) via Livemocha crawl, December 2010. Each record contains user-user friendship edges. The dataset is notable for its friendship network of the world's largest online language learning community, with 6M+ members across 200+ countries. Intended for research into social network analysis, community detection, and cross-cultural interaction studies.

#Cross cultural#Language learning

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Analytics

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· graph.json

The full graph has 104,103 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

104.1K
Nodes
2.2M
Edges
4.05e-04
Density
1
Components
-0.1468
Assortativity
0.0%
Reciprocity
6.8K
Bridges
Most central nodes
1060.02863
5570.02855
18460.02809
5230.02528
6630.02493
6590.02376
430.02341
20050.02287
5130.02169
38850.02144

Computed over the full corpus.

Record

Catalog key
livemocha
Authors
Zafarani, R.; Liu, H.
Year
2026
Source paper
Social Computing Data Repository
License
Academic Use (see Syracuse Data Lab terms) (LicenseRef-Research-Only)
Records
104,103
Nodes
104,103
Edges
2,193,083
Nodes are
user
Edges are
friendship
Attributes
nodes have no attributes; edges have no attributes
Languages
en
Collected
2010 (2010s)
Tasks
From the graph: link prediction, community detection
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://datasets.syr.edu link checked
Hosted copy
Mirrored on echo.directory on 2026-10-09, 24.5 MB across 3 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{Data Lab:SU,
  author      = {R. Zafarani and H. Liu},
  year        = {2026},
  title       = {Social Computing Data Repository},
  url         = {https://datasets.syr.edu},
  institution = {Data Lab, Syracuse University}
}

APA

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

Zafarani, R., & Liu, H. (2026). Livemocha Language Learning Network [Data set]. https://livemocha.echo.directory/

MLA

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

Zafarani, R., and H. Liu. Livemocha Language Learning Network. 2026, livemocha.echo.directory/.

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