EBA

KO | EN

gitlite — search

#javascript #python #hacktoberfest #react #ai #golang #go #deep-learning #macos #nodejs #java #kubernetes #awesome-list #ios

(★ 11)

An ML-first temporal graph of Bitcoin's on-chain fund flows.

EBA 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

**EBA eliminates the steepest barrier to building machine 
learning applications for Bitcoin: 
the lack of structured, ML-native data.** 
EBA interfaces with the Bitcoin network and 
creates a graph of the full history of transactions recorded on-chain. 
On this graph, the nodes are Bitcoin _scripts_ (aka _addresses_), 
and the edges between them represent transactions recorded on-chain via the UTxO model.
Simply put, 
the graph represents a transaction between _addresses_ `x` and `y` as 
a time-stamped, directed edge between their corresponding nodes. 
Consequently, the flow of how funds are earned and spent can be traced 
by traversing these paths.

|
 <a href="https://eba.b1aab.ai/docs/gs/welcome">Read More</a> 
 |
 <a href="https://eba.b1aab.ai/docs/publications">NeurIPS 2025 Spotlight</a> 
 |

> [!IMPORTANT]
> [See the graph in action!](https://demo.b1aab.ai) 🚀
> 
> Trace the real-world transaction topology of the mysterious _Individual X_ in [our live interactive demo](https://demo.b1aab.ai);
> a sneak peek into the upcoming **EBA v2**! 
>
>  Or [watch the presentation](https://www.youtube.com/watch?v=327Q97uo4pw) [(slides)](https://docs.google.com/presentation/d/1BWJutm-5GMxFCUB59og05l6nmS2xhJ7yJ6xZMG7ufro/edit?usp=sharing)

This graph is built natively for machine learning, 
particularly Graph Neural Networks (GNNs). 
It enables models to aggregate information from neighbors 
through message passing and learn the deep topology of 
fund flows across the cryptocurrency ecosystem.

|
 <a href="https://github.com/B1AAB/GraphStudio/blob/main/g101/g101.ipynb">101 Quick Start Jupyter Notebook</a> 
 |
 <a href="https://github.com/B1AAB/GraphStudio">Explore Example Applications</a> 
 |

The Bitcoin Graph that EBA creates encompasses 
the complete trading details of over `8.72` billion BTC,
and it consists of over `2.4` billion nodes and 
`39.72` billion time-stamped edges spanning more than a decade.
We share the complete ETL pipeline and all the data it generates.

|
 <a href="https://eba.b1aab.ai">Documentation</a> 
 |
 <a href="https://eba.b1aab.ai/docs/gs/quickstart">Quick Start</a> 
 |
 <a href="https://eba.b1aab.ai/releases/tags/data-releases">Data Releases</a> 
 |

To simplify working with the pipeline and its resources, 
we have split them into separate repositories. 
The following resource map will help you navigate to the resources that suit your application.

```mermaid
graph LR
    bitcoin{{Bitcoin Core}} --> eba(EBA);
    eba --> tsv[\Graph in TSV\];
    eba --> neo4j[\Graph in Neo4j\];
    neo4j --> neo4jDump[\Neo4j dump\];

subgraph gStudio[Graph Studio]
        direction TB

apps>Applications];

offchain[/Off-chain Resources/];

%%offchain --> apps;
    end

eba --> coms[\Sampled Communities\];
    coms --> apps;

%% --- Link Definitions ---
    click eba "https://eba.b1aab.ai" "EBA"
    click offchain "https://github.com/B1AAB/GraphStudio/blob/main/off_chain_resources/" "Off-chain Resources"
    click apps "https://github.com/B1AAB/GraphStudio/blob/main/quickstart/" "Off-chain Resources"
    click neo4j "https://eba.b1aab.ai/releases/data-release/v1" "Graph in Neo4j"
    click neo4jDump "https://eba.b1aab.ai/releases/data-release/v1" "Neo4j Dump"
    click coms "https://www.kaggle.com/datasets/aab/bitcoin-graph-sampled-communities" "Sampled Communities"
    click tsv "https://eba.b1aab.ai/releases/data-release/v1" "Graph in TSV"

%% --- Styling ---
    %%style eba fill:#ff9e00,stroke:#ff9e00,color:#000
    style eba fill:#5a189a,stroke:#5a189a,color:#fff
```

EBA

EBA 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

EBA

EBA 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Download README