IDEAS home Printed from https://ideas.repec.org/p/osf/osfxxx/ube2z_v1.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_v1, Center for Open Science.
    • Handle: RePEc:osf:osfxxx:ube2z_v1
    DOI: 10.31219/osf.io/ube2z_v1
    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_v1?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. 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.
    2. Haoyang Yu & Yutong Sun & Yulin Liu & Luyao Zhang, 2023. "Bitcoin Gold, Litecoin Silver:An Introduction to Cryptocurrency's Valuation and Trading Strategy," Papers 2308.00013, arXiv.org.
    3. Xiang Li & Shuo Zhang & Wei Zhang, 2023. "Applied Computing and Artificial Intelligence," Mathematics, MDPI, vol. 11(10), pages 1-4, May.
    4. 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.
    5. Yulin Liu & Luyao Zhang, 2022. "Cryptocurrency Valuation: An Explainable AI Approach," Papers 2201.12893, arXiv.org, revised Jul 2023.
    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. Makarov, Igor & Schoar, Antoinette, 2022. "Cryptocurrencies and decentralized finance (DeFi)," LSE Research Online Documents on Economics 117711, London School of Economics and Political Science, LSE Library.
    9. 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.
    10. Igor Makarov & Antoinette Schoar, 2022. "Cryptocurrencies and Decentralized Finance (DeFi)," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 53(1 (Spring), pages 141-215.
    11. Igor Makarov & Antoinette Schoar, 2022. "Cryptocurrencies and Decentralized Finance (DeFi)," NBER Working Papers 30006, National Bureau of Economic Research, Inc.
    12. Yulin Liu & Luyao Zhang & Yinhong Zhao, 2021. "Deciphering Bitcoin Blockchain Data by Cohort Analysis," Papers 2103.00173, arXiv.org, revised Jan 2022.
    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. 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.
    2. 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.
    3. José Zapata Sevilla, 2024. "Analysing decentralised autonomous organisations (DAOs): limits and perspective," Journal of Banking Regulation, Palgrave Macmillan, vol. 25(4), pages 425-436, December.
    4. João Almeida & João Alves & Carlos Bettencourt & Maria Bettencourt & Madalena Borges & Filipa Castilho & Sónia Correia & Gisela Fonseca & Mariana Júdice & André Leal & Afonso Marques & Carla Marques &, 2024. "Occasional paper on Decentralised Finance," Working Papers o202402, Banco de Portugal, Economics and Research Department.
    5. Allen, Franklin & Barbalau, Adelina, 2024. "Security design: A review," Journal of Financial Intermediation, Elsevier, vol. 60(C).
    6. Bogdan Adamyk & Vladlena Benson & Oksana Adamyk & Oksana Liashenko, 2025. "Risk Management in DeFi: Analyses of the Innovative Tools and Platforms for Tracking DeFi Transactions," JRFM, MDPI, vol. 18(1), pages 1-31, January.
    7. Dimitriadis, Konstantinos A. & Koursaros, Demetris & Savva, Christos S., 2024. "Evaluating the sophisticated digital assets and cryptocurrencies capacities of substituting international currencies in inflationary eras," International Review of Financial Analysis, Elsevier, vol. 96(PB).
    8. Kirimhan, Destan, 2023. "Importance of anti-money laundering regulations among prosumers for a cybersecure decentralized finance," Journal of Business Research, Elsevier, vol. 157(C).
    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. Cong, Lin William & Li, Ye & Wang, Neng, 2022. "Token-based platform finance," Journal of Financial Economics, Elsevier, vol. 144(3), pages 972-991.
    11. Michael Sockin & Wei Xiong, 2020. "A Model of Cryptocurrencies," NBER Working Papers 26816, National Bureau of Economic Research, Inc.
    12. Sakkas, Athanasios & Urquhart, Andrew, 2024. "Blockchain factors," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 94(C).
    13. Lashkaripour, Mohammadhossein, 2024. "Some stylized facts about bitcoin halving," Finance Research Letters, Elsevier, vol. 69(PB).
    14. Hinzen, Franz J. & John, Kose & Saleh, Fahad, 2022. "Bitcoin’s limited adoption problem," Journal of Financial Economics, Elsevier, vol. 144(2), pages 347-369.
    15. Yulin Liu & Luyao Zhang, 2022. "Cryptocurrency Valuation: An Explainable AI Approach," Papers 2201.12893, arXiv.org, revised Jul 2023.
    16. Jonathan Chiu & Thorsten V. Koeppl, 2022. "The economics of cryptocurrency: Bitcoin and beyond," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 55(4), pages 1762-1798, November.
    17. Tao Yan & Shengnan Li & Benjamin Kraner & Luyao Zhang & Claudio J. Tessone, 2024. "Analyzing Reward Dynamics and Decentralization in Ethereum 2.0: An Advanced Data Engineering Workflow and Comprehensive Datasets for Proof-of-Stake Incentives," Papers 2402.11170, arXiv.org.
    18. Chiu, Jonathan & Wong, Tsz-Nga, 2022. "Payments on digital platforms: Resiliency, interoperability and welfare," Journal of Economic Dynamics and Control, Elsevier, vol. 142(C).
    19. 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.
    20. Joseph Abadi & Markus Brunnermeier, 2018. "Blockchain Economics," NBER Working Papers 25407, National Bureau of Economic Research, Inc.

    More about this item

    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_v1. 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.