A Dataset of Uniswap daily transaction indices by network
arXiv:2312.02660 · doi:10.1038/s41597-024-04042-0
Abstract
Decentralized Finance (DeFi) is reshaping traditional finance by enabling direct transactions without intermediaries, creating a rich source of open financial data. Layer 2 (L2) solutions are emerging to enhance the scalability and efficiency of the DeFi ecosystem, surpassing Layer 1 (L1) systems. However, the impact of L2 solutions is still underexplored, mainly due to the lack of comprehensive transaction data indices for economic analysis. This study bridges that gap by analyzing over 50 million transactions from Uniswap, a major decentralized exchange, across both L1 and L2 networks. We created a set of daily indices from blockchain data on Ethereum, Optimism, Arbitrum, and Polygon, offering insights into DeFi adoption, scalability, decentralization, and wealth distribution. Additionally, we developed an open-source Python framework for calculating decentralization indices, making this dataset highly useful for advanced machine learning research. Our work provides valuable resources for data scientists and contributes to the growth of the intelligent Web3 ecosystem.
References in corpus (11)
- Empirical Analysis of EIP-1559: Transaction Fees, Waiting Time, and Consensus Security
- AI Ethics on Blockchain: Topic Analysis on Twitter Data for Blockchain Security
- A Data Science Pipeline for Algorithmic Trading: A Comparative Study of Applications for Finance and Cryptoeconomics
- Deciphering Bitcoin Blockchain Data by Cohort Analysis
- Blockchain Network Analysis: A Comparative Study of Decentralized Banks
- "Centralized or Decentralized?": Concerns and Value Judgments of Stakeholders in the Non-Fungible Tokens (NFTs) Market
- Quantifying the Blockchain Trilemma: A Comparative Analysis of Algorand, Ethereum 2.0, and Beyond
- Understand Waiting Time in Transaction Fee Mechanism: An Interdisciplinary Perspective
- Decoding Social Sentiment in DAO: A Comparative Analysis of Blockchain Governance Communities
- Bitcoin Gold, Litecoin Silver:An Introduction to Cryptocurrency's Valuation and Trading Strategy
- The Economics of Blockchain Governance: Evaluate Liquid Democracy on the Internet Computer