Exploratory Data Analysis : Descriptive Analysis, Visualization, and Dashboard Design (with Codes in Python) (Ak Peters Visualization Series)

Nunes de Castro, Leandro

Taylor & Francis Ltd（2025/10発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 318 p.
• 言語 ENG
• 商品コード 9781032939827
• DDC分類 006.312

Full Description

This book is a comprehensive guide to exploratory data analysis (EDA), providing readers with the tools, techniques, and knowledge needed to conduct effective and thorough data exploration. Throughout the seven main chapters, the book details the various aspects of EDA, from data description and preprocessing, to visualization, storytelling, and dashboard design. We will explore real-world datasets, uncovering hidden patterns and gaining insights along the way. The book is filled with illustrations using practical examples, Python codes, and different types of exercises designed to reinforce the concepts and processes discussed. Whether you are a student just starting out in the field of data science, a senior professional looking to improve your skills, or a curious individual interested in the power of data, this book is for you.

Contents

Preface. Acknowledgements. About the Author. Chapter 1. An Introduction to Exploratory Data Analysis. Chapter 2. Data Description and Preparation. Chapter 3. Descriptive Analysis. Chapter 4. Principles of Data Visualization. Chapter 5. Data Visualization Methods. Chapter 6. Special Types of Data. Chapter 7. Data Storytelling and Dashboard Design