logo Netzschleuder network catalog, repository, and centrifuge

tgbn_token — Ethereum users and the tokens they transfer (tgbn-token, TGB, 2016-2018)

Description

A temporal bipartite network of Ethereum addresses ("users") and the ERC20 tokens they sent or received, from April 2016 to June 2018, from the tgbn-token dataset of the Temporal Graph Benchmark (TGB), extracted from the token transaction data of Shamsi et al. (Chartalist). For a selection of users, each transfer of a token from or to one of them gives a timestamped edge from the user to the token, with the amount transferred, and whether the user sent or received it (a transfer between two selected users gives two edges). Transfers of a zero amount were removed by TGB. The tokens are identified by the addresses of their contracts.

The network has the following properties:

  • is_token: whether the node is a token (otherwise a user).
  • address: the Ethereum address of the user, or of the contract of the token.
  • Edge time: the time of the transfer, in Unix time.
  • Edge value: the amount of the token transferred, as given by the data (in the smallest units of the token).
  • Edge sender: whether the user sent the amount (otherwise received it).
Tags
Economic Cryptocurrency Weighted Multigraph Timestamps Metadata
Citation
  • S. Huang, F. Poursafaei, J. Danovitch, M. Fey, W. Hu, E. Rossi, J. Leskovec, M. Bronstein, G. Rabusseau, R. Rabbany, "Temporal Graph Benchmark for Machine Learning on Temporal Graphs." Advances in Neural Information Processing Systems 36 (Datasets and Benchmarks Track) (2023) 10.48550/arXiv.2307.01026 Sci-Hub
  • K. Shamsi, F. Victor, M. Kantarcioglu, Y. R. Gel, C. G. Akcora, "Chartalist: Labeled Graph Datasets for UTXO and Account-based Blockchains." Advances in Neural Information Processing Systems 35 (Datasets and Benchmarks Track) (2022) proceedings.neurips.cc
Upstream URL OK
https://tgb.complexdatalab.com/docs/nodeprop/
https://github.com/shenyangHuang/TGB
https://www.chartalist.org/
Upstream license
CC BY-NC, https://creativecommons.org/licenses/by-nc/4.0/
Networks
Tip: hover over a column header for a description.
Column legend
$\left<k\right>$
Mean degree
$\sigma_k$
Standard deviation of the degrees
$\lambda_h$
Largest eigenvalue of the Hashimoto (non-backtracking) matrix
$\tau$
Random walk mixing time
$r$
Degree assortativity
$c$
Global clustering coefficient
$\oslash$
(Pseudo-) diameter
$S$
Relative size of the largest component
NPs
Node properties
EPs
Edge properties
Name Nodes Edges $\left<k\right>$ $\sigma_k$ $\lambda_h$ $\tau$ $r$ $c$ $\oslash$ $S$ Kind Mode NPs EPs gt GraphML GML csv
tgbn_token 61,756 72,936,998 1181.05 43991.62 455.02 54455.19 0.01 0.00 8 1.00 Directed Bipartite is_token address time value sender 300.7 MiB 504.6 MiB 484.2 MiB 424.9 MiB