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Data Science for Web3

You're reading from   Data Science for Web3 A comprehensive guide to decoding blockchain data with data analysis basics and machine learning cases

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Product type Paperback
Published in Dec 2023
Publisher Packt
ISBN-13 9781837637546
Length 344 pages
Edition 1st Edition
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Author (1):
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Gabriela Castillo Areco Gabriela Castillo Areco
Author Profile Icon Gabriela Castillo Areco
Gabriela Castillo Areco
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Table of Contents (23) Chapters Close

Preface 1. Part 1 Web3 Data Analysis Basics
2. Chapter 1: Where Data and Web3 Meet FREE CHAPTER 3. Chapter 2: Working with On-Chain Data 4. Chapter 3: Working with Off-Chain Data 5. Chapter 4: Exploring the Digital Uniqueness of NFTs – Games, Art, and Identity 6. Chapter 5: Exploring Analytics on DeFi 7. Part 2 Web3 Machine Learning Cases
8. Chapter 6: Preparing and Exploring Our Data 9. Chapter 7: A Primer on Machine Learning and Deep Learning 10. Chapter 8: Sentiment Analysis – NLP and Crypto News 11. Chapter 9: Generative Art for NFTs 12. Chapter 10: A Primer on Security and Fraud Detection 13. Chapter 11: Price Prediction with Time Series 14. Chapter 12: Marketing Discovery with Graphs 15. Part 3 Appendix
16. Chapter 13: Building Experience with Crypto Data – BUIDL 17. Chapter 14: Interviews with Web3 Data Leaders 18. Index 19. Other Books You May Enjoy Appendix 1
1. Appendix 2
2. Appendix 3

Stablecoins and other tokens

According to Coinbase, “A stablecoin is a digital currency that is pegged to a “stable” reserve asset such as the US dollar or gold.” Given that unpegged cryptocurrencies such as Bitcoin or Ethereum are so volatile, stablecoins have become a reliable medium of exchange. The main stablecoins, according to their market cap at the time of writing, are listed in Figure 5.2:

Figure 5.2 – Crypto panic stablecoins ranking

Figure 5.2 – Crypto panic stablecoins ranking

Stablecoins are a specific category of tokens that are linked to the value of external assets, providing price stability. There are various types of stablecoins, including those whose value follows the value of a government-issued currency such as the US dollar (named fiat currencies), cryptocurrencies, and commodities such as gold. To maintain the “peg,” stablecoin teams have explored many paths. This can be seen in the “Mechanism” column in Figure 5...

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