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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

Exploring state data

In the Ethereum Yellow Paper, the state, also known as the world state, is defined as “a mapping between addresses and account states.” Up to this point, we have been discussing transactional data that is permanent, meaning that once incorporated into the blockchain, it cannot be changed. Unlike transactional data, the state is dynamic and evolves with each new block.

To ensure accessibility for users interacting with accounts and contracts, Ethereum employs trie data structures. Specifically, the state trie contains key-value pairs for every existing account that has engaged in a valid transaction. The key represents the Ethereum account’s address, while the value comprises hashed information encompassing the account balance, nonce, code, and storage root.

The concept of roots leads us to an explanation of tries and the special implementation of the Merkle Patricia Trie on Ethereum (that exceeds the scope of this work). We will briefly...

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