IDEAS home Printed from https://ideas.repec.org/p/osf/osfxxx/ube2z.html
   My bibliography  Save this paper

Uniswap Daily Transaction Indices by Network

Author

Listed:
  • Chemaya, Nir
  • Cong, Lin William
  • Joergensen, Emma
  • Liu, Dingyue
  • Zhang, Luyao

Abstract

Decentralized Finance (DeFi) is revolutionizing traditional financial services by enabling direct, intermediary-free transactions, thereby generating a substantial volume of open-source transaction data. This evolving DeFi landscape is particularly influenced by the emergence of Layer 2 (L2) solutions, which are poised to enhance network efficiency and scalability significantly, surpassing the existing capabilities of Layer 1 (L1) infrastructures. However, the detailed impact of these L2 solutions has been somewhat obscured due to a dearth of transaction data indices that can provide in-depth economic insights for empirical research. This study seeks to address this critical gap by conducting a comprehensive analysis of raw transactions sourced from Uniswap, a central decentralized exchange (DEX) within the DeFi ecosystem. The dataset encompasses an extensive collection of over 50 million transactions from both L1 and L2 networks. Additionally, we have curated a wide-ranging repository of daily indices derived from transaction trading data across prominent blockchain networks, including Ethereum, Optimism, Arbitrum, and Polygon. These indices shed light on crucial network dynamics, such as adoption trends, evaluations of scalability, decentralization metrics, wealth distribution patterns, and other key aspects of the DeFi landscape. This rich dataset serves as an invaluable tool, enabling researchers to dissect the complex interplay between DeFi and Layer 2 solutions, thus enhancing our collective understanding of this rapidly evolving ecosystem. Its notable contribution to the data science pipeline includes the implementation of a flexible, open-source Python framework, enabling the dynamic calculation of decentralization indices, customizable to specific research requirements. This adaptability makes the dataset particularly suitable for advanced machine learning applications, including deep learning, thereby solidifying its role as a critical asset in shaping Blockchain as the foundational infrastructure for the intelligent Web3 ecosystem.

Suggested Citation

  • Chemaya, Nir & Cong, Lin William & Joergensen, Emma & Liu, Dingyue & Zhang, Luyao, 2023. "Uniswap Daily Transaction Indices by Network," OSF Preprints ube2z, Center for Open Science.
    • Handle: RePEc:osf:osfxxx:ube2z
    DOI: 10.31219/osf.io/ube2z
    as

    Download full text from publisher

    File URL: https://osf.io/download/656efcdea0121a23de317a9c/
    Download Restriction: no
    File URL: https://libkey.io/10.31219/osf.io/ube2z?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Yutong Quan & Xintong Wu & Wanlin Deng & Luyao Zhang, 2023. "Decoding Social Sentiment in DAO: A Comparative Analysis of Blockchain Governance Communities," Papers 2311.14676, arXiv.org, revised May 2024.
    2. Lin William Cong & Ke Tang & Yanxin Wang & Xi Zhao, 2023. "Inclusion and Democratization Through Web3 and DeFi? Initial Evidence from the Ethereum Ecosystem," NBER Working Papers 30949, National Bureau of Economic Research, Inc.
    3. Lin William Cong & Xiang Hui & Catherine Tucker & Luofeng Zhou, 2023. "Scaling Smart Contracts via Layer-2 Technologies: Some Empirical Evidence," Management Science, INFORMS, vol. 69(12), pages 7306-7316, December.
    4. Igor Makarov & Antoinette Schoar, 2022. "Cryptocurrencies and Decentralized Finance (DeFi)," NBER Working Papers 30006, National Bureau of Economic Research, Inc.
    5. Yu, Haoyang & Sun, Yutong & Liu, Yulin & Zhang, Luyao, 2023. "Bitcoin Gold, Litecoin Silver: An Introduction to Cryptocurrency’s Valuation and Trading Strategy," OSF Preprints t2fku, Center for Open Science.
    6. Lin William Cong & Ye Li & Neng Wang, 2021. "Tokenomics: Dynamic Adoption and Valuation [The demand of liquid assets with uncertain lumpy expenditures]," The Review of Financial Studies, Society for Financial Studies, vol. 34(3), pages 1105-1155.
    7. Quan, Yutong & Wu, Xintong & Deng, Wanlin & Zhang, Luyao, 2023. "Decoding Social Sentiment in DAO: A Comparative Analysis of Blockchain Governance Communities," OSF Preprints bq6tu, Center for Open Science.
    8. Alfred Lehar & Christine A Parlour, 2022. "Systemic fragility in decentralised markets," BIS Working Papers 1062, Bank for International Settlements.
    9. Xiang Li & Shuo Zhang & Wei Zhang, 2023. "Applied Computing and Artificial Intelligence," Mathematics, MDPI, vol. 11(10), pages 1-4, May.
    10. Yulin Liu & Luyao Zhang & Yinhong Zhao, 2021. "Deciphering Bitcoin Blockchain Data by Cohort Analysis," Papers 2103.00173, arXiv.org, revised Jan 2022.
    11. Easley, David & O'Hara, Maureen & Basu, Soumya, 2019. "From mining to markets: The evolution of bitcoin transaction fees," Journal of Financial Economics, Elsevier, vol. 134(1), pages 91-109.
    12. Yulin Liu & Luyao Zhang, 2022. "Cryptocurrency Valuation: An Explainable AI Approach," Papers 2201.12893, arXiv.org, revised Jul 2023.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Nir Chemaya & Lin William Cong & Emma Jorgensen & Dingyue Liu & Luyao Zhang, 2023. "A Dataset of Uniswap daily transaction indices by network," Papers 2312.02660, arXiv.org, revised Sep 2024.
    2. Lin William Cong & Ke Tang & Yanxin Wang & Xi Zhao, 2023. "Inclusion and Democratization Through Web3 and DeFi? Initial Evidence from the Ethereum Ecosystem," NBER Working Papers 30949, National Bureau of Economic Research, Inc.
    3. Jacob D. Leshno & Elaine Shi & Rafael Pass, 2024. "On the Viability of Open-Source Financial Rails: Economic Security of Permissionless Consensus," Papers 2409.08951, arXiv.org.
    4. Yunpeng Xiao & Bufan Deng & Siqi Chen & Kyrie Zhixuan Zhou & Ray LC & Luyao Zhang & Xin Tong, 2023. ""Centralized or Decentralized?": Concerns and Value Judgments of Stakeholders in the Non-Fungible Tokens (NFTs) Market," Papers 2311.10990, arXiv.org, revised Nov 2023.
    5. Zimmerman, Peter, 2020. "Blockchain structure and cryptocurrency prices," Bank of England working papers 855, Bank of England.
    6. José Parra-Moyano & Gregor Reich & Karl Schmedders, 2024. "A Note on the Non-proportionality of Winning Probabilities in Bitcoin," Computational Economics, Springer;Society for Computational Economics, vol. 64(3), pages 1697-1714, September.
    7. Kirimhan, Destan, 2023. "Importance of anti-money laundering regulations among prosumers for a cybersecure decentralized finance," Journal of Business Research, Elsevier, vol. 157(C).
    8. Brunnermeier, Markus & Abadi, Joseph, 2018. "Blockchain Economics," CEPR Discussion Papers 13420, C.E.P.R. Discussion Papers.
    9. Bruno Biais & Christophe Bisière & Matthieu Bouvard & Catherine Casamatta & Albert J. Menkveld, 2023. "Equilibrium Bitcoin Pricing," Journal of Finance, American Finance Association, vol. 78(2), pages 967-1014, April.
    10. Schuler, Katrin & Nadler, Matthias & Schär, Fabian, 2023. "Contagion and loss redistribution in crypto asset markets," Economics Letters, Elsevier, vol. 231(C).
    11. Cong, Lin William & Li, Ye & Wang, Neng, 2022. "Token-based platform finance," Journal of Financial Economics, Elsevier, vol. 144(3), pages 972-991.
    12. Max Raskin & Fahad Saleh & David Yermack, 2020. "How do Private Digital Currencies Affect Government Policy?," World Scientific Book Chapters, in: Bernard Yeung (ed.), DIGITAL CURRENCY ECONOMICS AND POLICY, chapter 12, pages 111-115, World Scientific Publishing Co. Pte. Ltd..
    13. Michael Sockin & Wei Xiong, 2020. "A Model of Cryptocurrencies," NBER Working Papers 26816, National Bureau of Economic Research, Inc.
    14. Sakkas, Athanasios & Urquhart, Andrew, 2024. "Blockchain factors," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 94(C).
    15. Xiao, Yunpeng & Deng, Bufan & Chen, Siqi & Zhou, Kyrie Zhixuan & LC, RAY & Zhang, Luyao & Tong, Xin, 2023. ""Centralized or Decentralized?": Concerns and Value Judgments of Stakeholders in the Non-Fungible Tokens (NFTs) Market," OSF Preprints evz4p, Center for Open Science.
    16. Michael Sockin & Wei Xiong, 2023. "Decentralization through Tokenization," Journal of Finance, American Finance Association, vol. 78(1), pages 247-299, February.
    17. Yutong Quan & Xintong Wu & Wanlin Deng & Luyao Zhang, 2023. "Decoding Social Sentiment in DAO: A Comparative Analysis of Blockchain Governance Communities," Papers 2311.14676, arXiv.org, revised May 2024.
    18. Jiasheng Zhu & Luyao Zhang, 2023. "Educational Game on Cryptocurrency Investment: Using Microeconomic Decision Making to Understand Macroeconomics Principles," Papers 2301.10541, arXiv.org, revised Feb 2023.
    19. Hinzen, Franz J. & John, Kose & Saleh, Fahad, 2022. "Bitcoin’s limited adoption problem," Journal of Financial Economics, Elsevier, vol. 144(2), pages 347-369.
    20. Yulin Liu & Luyao Zhang, 2022. "Cryptocurrency Valuation: An Explainable AI Approach," Papers 2201.12893, arXiv.org, revised Jul 2023.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:osf:osfxxx:ube2z. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: OSF (email available below). General contact details of provider: https://osf.io/preprints/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.