Amazon Co-purchasing Network

A Amazon (co-purchasing network) dataset of 334,863 nodes and 925,872 edges, collected by Yang & Leskovec from Amazon website (2012). Each record contains product-product co-purchasing edges and product-category communities. The dataset is notable for its product co-purchasing network with ground-truth communities from categories. Intended for research into community detection, recommendation systems, and product relationship analysis.

#Co purchase#Ground truth community#Product network#Snap

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· graph.json

The full graph has 334,863 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

334.9K
Nodes
925.9K
Edges
1.65e-05
Density
1
Components
-0.05882
Assortativity
0.0%
Reciprocity
31.3K
Bridges
Most central nodes
5480910.00164
4583580.00097
2220740.00077
1996280.00069
5153010.00068
2911170.00065
5027840.00065
2960160.00063
2391070.00061
4360200.00059

Computed over the full corpus.

Record

Catalog key
com-amazon
Authors
Yang, J.; Leskovec, J.
Year
2012
Source paper
Defining and Evaluating Network Communities based on Ground-truth
DOI / arXiv
10.1109/ICDM.2012.138
License
SNAP (Stanford Network Analysis Project) — Academic use (LicenseRef-Research-Only)
Records
334,863
Nodes
334,863
Edges
925,872
Nodes are
product
Edges are
co-purchase
Attributes
nodes have no attributes; edges have no attributes
Languages
en
Collected
2012 (2010s)
Tasks
Recommendation (ranking) inferred
From the graph: link prediction, community detection
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://snap.stanford.edu/data/com-Amazon.html link checked
Hosted copy
Mirrored on echo.directory on 2026-10-02, 4.4 MB 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{yang2012defining,
  title     = {Defining and Evaluating Network Communities based on Ground-truth},
  author    = {Yang, J. and Leskovec, J.},
  booktitle = {ICDM},
  year      = {2012}
}

APA

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

Yang, J., & Leskovec, J. (2012). Amazon Co-purchasing Network [Data set]. https://doi.org/10.1109/ICDM.2012.138

MLA

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

Yang, J., and J. Leskovec. Amazon Co-purchasing Network. 2012, doi.org/10.1109/ICDM.2012.138.

BibTeX · RIS · CSL-JSON

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