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aff-amazon-copurchases     (Miscellaneous Networks)

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This network is in the collection of Miscellaneous Networks





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Metadata

Tags
ShortProducts frequently bought together
Vertex typeProduct
Edge typeCo-purchase
FormatDirected
Edge weightsUnweighted
DescriptionNetwork of items on Amazon that have been mentioned by Amazon's "People who bought X also bought Y" feature. Nodes represent products, and a directed edge from A to B denotes that product A is frequently co-purchased with product B.

Please cite the following if you use the data:

@inproceedings{nr,
     title={The Network Data Repository with Interactive Graph Analytics and Visualization},
     author={Ryan A. Rossi and Nesreen K. Ahmed},
     booktitle={AAAI},
     url={https://networkrepository.com},
     year={2015}
}

Note that if you transform/preprocess the data, please consider sharing the data by uploading it along with the details on the transformation and reference to any published materials using it.

@article{leskovec2007dynamics,
     title={The dynamics of viral marketing},
     author={Leskovec, Jure and Adamic, Lada A and Huberman, Bernardo A},
     journal={ACM Transactions on the Web (TWEB)},
     volume={1},
     number={1},
     pages={5},
     year={2007},
     publisher={ACM}
}

Network Statistics

Nodes403.4K
Edges3.4M
Density4.16329e-05
Maximum degree2.8K
Minimum degree1
Average degree16
Assortativity-0.0138432
Number of triangles27.2M
Average number of triangles67
Maximum number of triangles4.5K
Average clustering coefficient0.438898
Fraction of closed triangles0.256012
Maximum k-core21
Lower bound of Maximum Clique9

Data Preview

Interactive visualization of aff-amazon-copurchases's graph structure

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Interactive Visualization of Node-level Properties and Statistics

Tools for Interactive Exploration of Node-level Statistics

Visualize and interactively explore aff-amazon-copurchases and its important node-level statistics!

  • Each point represents a node (vertex) in the graph.
  • A subset of interesting nodes may be selected and their properties may be visualized across all node-level statistics. To select a subset of nodes, hold down the left mouse button while dragging the mouse in any direction until the nodes of interest are highlighted.This feature allows users to explore and analyze various subsets of nodes and their important interesting statistics and properties to gain insights into the graph data
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Interactive Visualization of Node-level Feature Distributions

Node-level Feature Distributions

degree distribution

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degree CDF

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degree CCDF

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kcore distribution

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kcore CDF

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kcore CCDF

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triangle distribution

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triangle CDF

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triangle CCDF

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All visualizations and analytics are interactive and flexible for exploratory analysis and data mining in real-time and include the following features:

  • Degree, k-core, triangles, and triangle-core distributions. We include plots for each of the fundamental graph features and counts of the number with a particular property (i.e., number of nodes that form k triangles or have degree k, etc.)
  • We also include the CDF and CCDF distributions for each graph in the collection.
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