Escorts Review Network

A Escort review website (sex worker review community) dataset of 16,730 nodes and 39,044 edges, collected by Rocha et al. via web crawl. Each record contains directed: False, weighted: True, signed: True, temporal: True. Bipartite signed network of escort reviews: clients rate escorts +1 (positive), 0 (neutral), or -1 (negative), with Unix timestamps. One of the few large-scale signed bipartite networks available.. Suitable for signed network analysis, bipartite network analysis, trust propagation.

#Bipartite network#Sex work#Timestamps

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 16,730 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

16.7K
Nodes
39K
Edges
2.79e-04
Density
418
Components
-0.1097
Assortativity
0.0%
Reciprocity
7.8K
Bridges
Most central nodes
R110.01823
R14430.01704
R15650.01644
R15690.01614
R410.01453
R24700.01345
R44640.01237
R290.0095
R13450.00944
R28400.00885
Content metrics

50,632 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

weightμ 0.743 ± 0.605
min -1max 1
low 17%medium 83%high 0%
signμ 0.743 ± 0.605
min -1max 1
low 17%medium 83%high 0%

Computed over the full corpus.

Record

Catalog key
escorts
Authors
Rocha, Luis E. C.; Liljeros, Fredrik; Holme, Petter
Year
2010
Source paper
Information dynamics shape the sexual networks of Internet-mediated prostitution
DOI / arXiv
10.1073/pnas.0914080107
License
CC BY-SA 2.0 Germany (as stated by KONECT) (LicenseRef-CC-BY-SA-2.0-DE)
Records
16,730
Nodes
16,730
Edges
39,044
Nodes are
client / escort
Edges are
rating
Attributes
nodes have no attributes; edges have attributes
Languages
en
Collected
2010 (2010s)
Tasks
Edge sign prediction (binary; sign) inferred, Recommendation (ranking) inferred
From the graph: link prediction, community detection

Provenance

Originally published at
https://konect.cc/networks/escorts/ unverified
Hosted copy
Mirrored on echo.directory on 2026-10-02, 242.1 KB across 1 files. Checksums in MANIFEST.json.

Citations

Information dynamics shape the sexual networks of Internet-mediated prostitution
Luis E C Rocha, Fredrik Liljeros, Petter Holme
Journal Article · Proceedings of the National Academy of Sciences of the United States of America · 2010

210
citations
well cited
11
influential citations
5% of all citations

Cited by

Show all 10

Citation data from Semantic Scholar, retrieved 2026-10-19.

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}
}

@article{Rocha_2010,
  title     = {Information dynamics shape the sexual networks of Internet-mediated prostitution},
  volume    = {107},
  issn      = {1091-6490},
  url       = {http://dx.doi.org/10.1073/pnas.0914080107},
  doi       = {10.1073/pnas.0914080107},
  number    = {13},
  journal   = {Proceedings of the National Academy of Sciences},
  publisher = {National Academy of Sciences},
  author    = {Rocha, Luis E. C. and Liljeros, Fredrik and Holme, Petter},
  year      = {2010},
  month     = Mar,
  pages     = {5706–5711}
}

APA

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

Rocha, L. E. C., Liljeros, F., & Holme, P. (2010). Escorts Review Network [Data set]. https://doi.org/10.1073/pnas.0914080107

MLA

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

Rocha, Luis E. C., et al. Escorts Review Network. 2010, doi.org/10.1073/pnas.0914080107.

BibTeX · RIS · CSL-JSON

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