README.md

metadata

license: cc-by-nc-sa-4.0
task_categories:
  - graph-ml
tags:
  - Cryptocurrency
  - Bitcoin
pretty_name: EBA

Overview

EBA interfaces with the Bitcoin network to create a graph of the full history of on-chain transactions, which includes the complete trading details of >8.72B BTC. This temporal heterogeneous graph consists of >2.4B nodes and >39.7B time-stamped edges spanning more than a decade, making it an ideal resource for developing models on Bitcoin and a large-scale benchmark for graph neural networks.

Please refer to the following paper for details:

Jalili, Vahid. "The Temporal Graph of Bitcoin Transactions." The Thirty-ninth Annual Conference on Neural Information Processing Systems Datasets and Benchmarks Track.

We share the complete ETL pipeline and all the data it generates. To simplify working with the pipeline and its resources, we have split them into separate repositories:

• ETL pipeline;
• Dataset release;
• Sample communities;
• Hello-World model.

Block Metadata

This dataset provides per-block summary statistics for the Bitcoin blockchain, covering all blocks up to height 863 000. The statistics are derived from four sources: parsed from block headers, ETL logs, summarized from block content, and generated from the chain in a post-processing step.

The goal of these stats is to provide block-level context; either used as an independent resource (e.g., to forecast trade volume) or to complement other datasets. For instance, they can be combined with the Bitcoin Graph or off-chain market indicators (like high, low, open, and close prices) to enhance forecasting models.

Dataset and features documentation