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Datasets:
msc-smart-contract-audition
/
vulnerable-functions-base

Modalities:
Text
Formats:
csv
Languages:
English
Size:
1K<n<10K
Tags:
finance
Libraries:
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metadata
license: mit
configs:
  - config_name: vulnerable-w-explanations
    data_files: db-vulnerable.csv
    default: true
  - config_name: verified-functions
    data_files: db-verified.csv
language:
  - en
tags:
  - finance
pretty_name: Smart Contract Vulnerabilities with Explanations
size_categories:
  - 1K<n<10K

These datasets serve as a basis for other datasets in this family which are built for tasks like Classification or Seq2Seq generation.

1. Smart Contract Vulnerabilities with Explanations (vulnerable-w-explanations)

This repository offers two datasets of Solidity functions, This dataset comprises vulnerable Solidity functions audited by 5 auditing companies:

(Codehawks, ConsenSys, Cyfrin, Sherlock, Trust Security). These audits are compiled by Solodit.

Usage 

from datasets import load_dataset
dataset = load_dataset(
  "msc-smart-contract-audition/vulnerable-functions-base",
  split='train',
  escapechar='\\',
)
Field Description
1. name Title of audit report
2. severity Severity of vulnerability (Low, Medium, High)
3. description Description/Explanation of the vulnerability
4. recommendation Recommended mitigation of the vulnerability
5. impact Explains how the vulnerability affects the smart contract (Optional)
6. function Raw vulnerable solidity code (Sometimes this could be inaccurate. Best efforts were made to clean-up the dataset but some rows might include other programming languages e.g. javascript)

2. Verified functions (verified-functions)

This repository also includes a dataset with functions with no known vulnerabilities. They were scraped-off from Etherscan. Specifically, the functions are a part of the top 500 auditted contracts holding at least 1 ETH.

Usage 

from datasets import load_dataset
dataset = load_dataset(
  "msc-smart-contract-audition/vulnerable-functions-base",
  name="verified-functions",
  split='train',
  escapechar='\\',
)
Field Description
1. function Raw solidity code

Additional Info

  • The newline characters are escaped (i.e. \\n)
  • The dataset has a single split train (hence the adjusted loading isntructions).