Pandas Workout

Pandas Workout is a book that provides 50 hands-on exercises and 150 bonus challenges to help Python programmers and data analysts master pandas. It covers topics such as data cleaning, working with rows and columns, handling indexes, reading and writing data, processing textual data, working with dates and times, performing aggregate calculations, and creating visualizations. The book is designed to help users overcome the learning curve of pandas and start solving complex problems in less time.

Format: Paperback / softback
Length: 275 pages
Publication date: 05 June 2024
Publisher: Manning Publications

Pandas Workout is a comprehensive guide designed to enhance your proficiency with the Python library, Pandas. This book offers a structured approach to learning and practicing essential Pandas tasks, enabling you to build a strong foundation in data manipulation and analysis.

In Part 1, you will delve into the fundamentals of Pandas. You will learn how to clean and prepare data for accurate analysis, work with rows and columns to retrieve and assign data, handle indexes, including hierarchical indexes, read and write data using various common formats such as CSV and JSON, process and manipulate textual data within Pandas, work with dates and times in Pandas, and perform aggregate calculations on selected subsets of data.

Part 2 of the book focuses on practical applications of Pandas. You will explore 50 exercises that will strengthen your Pandas skills to a level of automatic fluency. These exercises cover a wide range of scenarios, including data cleaning, working with real-world datasets such as New York Taxis, Kickstarter projects, and global tourist spending, and producing attractive and useful visualizations that bring your data to life.

Detailed explanations accompany each exercise, providing clear guidance and helping you understand the underlying concepts and techniques. The book also includes 150 bonus challenges to further test your skills and reinforce your understanding of Pandas. Whether you are a data scientist, programmer, or working with large quantities of data, Pandas Workout will help you overcome the learning curve and start solving complex problems more efficiently.

The book is written in a clear and concise manner, making it accessible to beginners as well as experienced Python developers. It assumes a basic knowledge of Python programming, but provides ample explanations and references to help you grasp any unfamiliar concepts.

In conclusion, Pandas Workout is an essential resource for anyone looking to master Pandas and improve their data manipulation and analysis skills. With its comprehensive coverage, hands-on exercises, and bonus challenges, this book will help you build a strong foundation in Pandas and unlock its full potential. Whether you are a beginner or an experienced Python developer, Pandas Workout is a valuable investment that will enhance your productivity and enable you to solve complex data-related problems with confidence.

Weight: 820g
Dimension: 237 x 187 x 29 (mm)
ISBN-13: 9781617299728