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Data Science for Web3

You're reading from  Data Science for Web3

Product type Book
Published in Dec 2023
Publisher Packt
ISBN-13 9781837637546
Pages 344 pages
Edition 1st Edition
Languages
Author (1):
Gabriela Castillo Areco Gabriela Castillo Areco
Profile icon Gabriela Castillo Areco

Table of Contents (23) Chapters

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

Summary

This chapter has addressed various preparation methods applicable to on-chain data scenarios. We explored techniques such as unhexing data, decimal treatment, handling checksum addresses, and converting Unix timestamps to datetime formats. These methods have proven foundational in preparing the on-chain data for subsequent analysis.

Moreover, we introduced the concept of EDA as a crucial step in understanding and summarizing datasets, with a specific focus on central tendency metrics. Additionally, we delved into outlier detection techniques, such as box plots and the IQR method, aiding in the identification of extreme observations deviating significantly from the majority of the data.

By applying these cleaning and EDA techniques, we have equipped ourselves with essential tools for the effective analysis and interpretation of on-chain data. These foundational concepts serve as building blocks for more advanced techniques and methodologies as we continue this journey...

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