File size: 2,063 Bytes
1f94ea7 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 |
# 🕸 Ethereum Transaction Graph Dataset (GNN)
This dataset represents **Ethereum transactions as edges** between addresses.
It is designed for Graph Neural Networks (GNN), both **static embeddings** and **temporal graph learning**.
The dataset contains 2-hop graphs, i.e., it includes neighbors of neighbors for each address.
---
## 📑 Contents
- `edges_all/edges.parquet` — all transactions (full edge list).
- `edges_by_week/week=YYYY-Www/edges.parquet` — weekly slices.
- `edges_by_month/month=YYYY-MM/edges.parquet` — monthly slices.
- `meta/{week,month}_window_meta.parquet` — time window ranges and statistics.
- `labels/targets_global.parquet` — labeled addresses `(node_id, is_scam, is_contract, address)`.
- `mapping/address_id_map_labels.parquet` — `(address, node_id)` mapping.
- `targets/{week,month}_targets.parquet` — labeled nodes active in each window.
---
## 🔑 Edge Schema
| Field | Type | Units | Description |
|------------------|--------|----------|-------------|
| src_id | UInt64 | — | Source node ID (hash of lowercase Ethereum address). |
| dst_id | UInt64 | — | Destination node ID (hash of lowercase Ethereum address). |
| ts | Int64 | seconds | Unix timestamp of the transaction (UTC). |
| value_wei | STRING | wei | Transaction value in wei (exact decimal stored as string). |
| tx_fee_wei | STRING | wei | Transaction fee in wei (exact decimal stored as string). |
| block_number | Int64 | block | Ethereum block number of the transaction. |
| contract_creation| Bool | — | True if transaction created a smart contract. |
| tx_hash | STRING | hex | Unique transaction hash. |
---
## Notes
- Transactions are **not filtered**: all edges included.
- **Supervision**: loss computed only on labeled addresses.
- **Dynamic GNN**: use `edges_by_week/` or `edges_by_month/`.
- **Static embeddings**: use `edges_all/edges.parquet`.
|