README.md

Data preparation handbook (code and resources)

The book is currently available in the Manning Early Access Program (MEAP)), please fille free to participate in this awesome opportunity and give me your feedbacks.

How to

How to leverage the resources / Install and configure your environment

Resources available per chapter

Note: Some datasets have been modified from their original versions for compatibility with the provided code examples. To ensure the code works as intended, it is recommended to use the modified datasets (as they are referenced already). However, for reference and additional context, links to the original datasets are also included.

Chapter 1 - Introduction to data preparation

N.A.

Chapter 2 - Unveiling the secrets of data

• Original Titanic dataset and description
• Chapter python code
• Dataset used in the the book

Chapter 3 - Data quality challenges

• Original Titanic dataset and description
• Chapter python code
• Dataset used in the the book

Chapter 4 - Techniques for data transformation

• Original Video games dataset
• Chapter python code
• Dataset used in the the book

Chapter 5 - Reveiling informations

• Top restaurants in LA (2023)
  • Original dataset and description
  • Chapter python code
  • Dataset used in the the book
• BBC News
  • Original dataset and description
  • Chapter python code
  • Dataset used in the the book
• Folder Images
• Titanic disaster
  • Original Titanic dataset and description
  • Chapter python code
  • Dataset used in the the book

Chapter 6 - Data preparation for machine learning and AI

• Original Bike rental dataset and description
• Chapter python code
• Dataset used in the the book

Chapter 7 - Data preparation for dashboards and reports

• Original Superstore dataset and description
• Chapter python code
• Dataset used in the the book

Chapter 8 - Generative AI for data preparation

• Chapter python code

Chapter 9 - Visual data preparation with Alteryx

The Alteryx exports (yxmd files)can be found here, you can just copy the file on your desktop and open them by using the Alteryx client.

Note: the exports have been done with Alteryx v2024.1.1.93 Patch: 3

Chapter 10 - Data preparation at scale

Available soon

Chapter 11 - Trends and future challenges

Available soon

Profiling

Most of the datasets used in this book have already been profiled. The outcomes can be found here.