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  • Book Overview & Buying Data Science for Web3
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Data Science for Web3

Data Science for Web3

By : Gabriela Castillo Areco
5 (3)
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Data Science for Web3

Data Science for Web3

5 (3)
By: Gabriela Castillo Areco

Overview of this book

Data is the new oil and Web3 is generating it at an unprecedented rate. Complete with practical examples, detailed explanations, and ideas for portfolio development, this comprehensive book serves as a step-by-step guide covering the industry best practices, tools, and resources needed to easily navigate the world of data in Web3. You’ll begin by acquiring a solid understanding of key blockchain concepts and the fundamental data science tools essential for Web3 projects. The subsequent chapters will help you explore the main data sources that can help address industry challenges, decode smart contracts, and build DeFi- and NFT-specific datasets. You’ll then tackle the complexities of feature engineering specific to blockchain data and familiarize yourself with diverse machine learning use cases that leverage Web3 data. The book includes interviews with industry leaders providing insights into their professional journeys to drive innovation in the Web 3 environment. Equipped with experience in handling crypto data, you’ll be able to demonstrate your skills in job interviews, academic pursuits, or when engaging potential clients. By the end of this book, you’ll have the essential tools to undertake end-to-end data science projects utilizing blockchain data, empowering you to help shape the next-generation internet.
Table of Contents (23 chapters)
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1
Part 1 Web3 Data Analysis Basics
7
Part 2 Web3 Machine Learning Cases
15
Part 3 Appendix
1
Appendix 1
2
Appendix 2
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3
Appendix 3

Appendix 2

Following are the steps to create a Developer account on X (formerly Twitter) and get the API keys:

  1. Go to https://developer.twitter.com/ with your X account duly signed in. There are multiple subscription plans; to carry out the exercises on Chapter03/Social.ipynb, you will need at least a Basic subscription:
Figure A2.1 – Subscription options

Figure A2.1 – Subscription options

Once access has been granted, we should create a project. Give the project a name:

Figure A2.2 – Project name

Figure A2.2 – Project name

Select a use case from the options provided:

Figure A2.3 – Drop-down list of options

Figure A2.3 – Drop-down list of options

Describe the project in more detail:

Figure A2.4 – Space to describe the use case

Figure A2.4 – Space to describe the use case

  1. Once the project is created, we create an app that will be related to the project. Each subscription has a set number of apps that can be connected to a project:
Figure A2.5 – Options for apps

Figure...

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Data Science for Web3
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