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Polars Cookbook

You're reading from   Polars Cookbook Over 60 practical recipes to transform, manipulate, and analyze your data using Python Polars 1.x

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Product type Paperback
Published in Aug 2024
Publisher Packt
ISBN-13 9781805121152
Length 394 pages
Edition 1st Edition
Languages
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Author (1):
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Yuki Kakegawa Yuki Kakegawa
Author Profile Icon Yuki Kakegawa
Yuki Kakegawa
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Table of Contents (15) Chapters Close

Preface 1. Chapter 1: Getting Started with Python Polars FREE CHAPTER 2. Chapter 2: Reading and Writing Files 3. Chapter 3: An Introduction to Data Analysis in Python Polars 4. Chapter 4: Data Transformation Techniques 5. Chapter 5: Handling Missing Data 6. Chapter 6: Performing String Manipulations 7. Chapter 7: Working with Nested Data Structures 8. Chapter 8: Reshaping and Tidying Data 9. Chapter 9: Time Series Analysis 10. Chapter 10: Interoperability with Other Python Libraries 11. Chapter 11: Working with Common Cloud Data Sources 12. Chapter 12: Testing and Debugging in Polars 13. Index 14. Other Books You May Enjoy

Reading and Writing Files

Reading and writing files is a fundamental step in your data workflows. Your data processing pipelines have both input and output. Learning and knowing how to input and output your data effectively is an essential component for your successful Polars implementations.

Polars provides a way to read and write files while in lazy mode by utilizing the scan and sink methods. They help push down predicates (filters) and projections (column selections) to the scan level and write the output that is larger than RAM streaming results to disk..

In this chapter, you’ll be learning how to read and write various types of file formats.

We will explore the following recipes in this chapter:

  • Reading and writing CSV files
  • Reading and writing Parquet files
  • Reading and writing Delta Lake tables
  • Reading and writing JSON files
  • Reading and writing Excel files
  • Reading and writing other data file formats
  • Reading and writing multiple...
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