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---
dataset_name: Smart Contract Intent & Vulnerability Dataset
pretty_name: Smart Contract Intent and Vulnerability Dataset
language:
- code
task_categories:
- text-classification
size_categories:
- 50K-100K
license: mit
multilinguality: monolingual
---
# Smart Contract Intent & Vulnerability Dataset
This dataset contains a large-scale collection of smart contracts annotated with **malicious intents** and **security vulnerabilities**, designed for research on smart contract security analysis and program understanding.
The dataset includes **90,000+ smart contracts** collected from **Ethereum** and **Binance Smart Chain (BSC)**. All data are distributed as a **MySQL database dump** (`.sql.gz`) to support flexible querying and large-scale analysis.
## Dataset Structure
The dataset consists of a single MySQL database with **three tables**:
- **`contracts`**: Main table containing smart contract source code (Solidity) and basic metadata (e.g., contract address and chain).
- **`tokens`**: Intent annotations for token-related smart contracts.
- **`vulnerabilities`**: Vulnerability annotations for smart contracts.
The `contracts` table serves as the primary table and is referenced by both `tokens` and `vulnerabilities`.
## Smart Contract Intent Annotations
The `tokens` table labels token contracts with one or more intent categories that describe potentially malicious or risky behaviors.
| Intent Type | Explanation | Num |
|------------|------------|-----|
| Fee | Arbitrarily modifies transaction fees and redirects them to specific addresses | 33,268 |
| DisableTrading | Enables or disables trading functionality | 6,617 |
| Blacklist | Restricts designated users from trading or transferring tokens | 4,729 |
| Reflection | Redistributes transaction taxes to token holders | 46,452 |
| MaxTX | Limits maximum transaction volume or frequency | 17,043 |
| Mint | Allows minting of new tokens (controlled or unlimited) | 10,572 |
| Honeypot | Prevents users from selling tokens after purchase | 290 |
| Reward | Distributes rewards to incentivize participation | 4,178 |
| Rebase | Algorithmically adjusts token supply | 659 |
| MaxSell | Restricts selling volume or timing | 68 |
## Smart Contract Vulnerability Annotations
The `vulnerabilities` table provides labels for well-known smart contract security issues.
| Vulnerability Type | Num |
|-------------------|-----|
| Block Number Dependency (BN) | 116 |
| Timestamp Dependency (TP) | 214 |
| Dangerous Delegatecall (DE) | 48 |
| Ether Frozen (EF) | 57 |
| Ether Strict Equality (SE) | 45 |
| Integer Overflow (OF) | 23 |
| Reentrancy (RE) | 103 |
| Unchecked External Call (UC) | 113 |
## Data Format and Usage
- **Format**: MySQL database dump (`.sql`, compressed as `.sql.gz`)
- **Language**: Solidity smart contracts
- **Encoding**: UTF-8
To use the dataset, import it into a MySQL database.
```sql
CREATE DATABASE web3;
````
```bash
gunzip web3_all.sql.gz
mysql -u <username> -p web3 < web3_all.sql
```
After import, the database will contain the following tables:
* `contracts`
* `tokens`
* `vulnerabilities`
## Preprocessing
Newline (`\n`) and tab (`\t`) characters in smart contract source code were normalized to a single whitespace to ensure consistency in the input format. This normalization does not change the semantic content and is commonly used in smart contract understanding tasks.
## Intended Use
This dataset is intended for research on:
* Smart contract intent detection
* Vulnerability detection and analysis
* Malicious behavior classification
* Large-scale empirical studies on smart contract security