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The Pandas Workshop

You're reading from  The Pandas Workshop

Product type Book
Published in Jun 2022
Publisher Packt
ISBN-13 9781800208933
Pages 744 pages
Edition 1st Edition
Languages
Authors (4):
Blaine Bateman Blaine Bateman
Profile icon Blaine Bateman
Saikat Basak Saikat Basak
Profile icon Saikat Basak
Thomas V. Joseph Thomas V. Joseph
Profile icon Thomas V. Joseph
William So William So
Profile icon William So
View More author details

Table of Contents (21) Chapters

Preface 1. Part 1 – Introduction to pandas
2. Chapter 1: Introduction to pandas 3. Chapter 2: Working with Data Structures 4. Chapter 3: Data I/O 5. Chapter 4: Pandas Data Types 6. Part 2 – Working with Data
7. Chapter 5: Data Selection – DataFrames 8. Chapter 6: Data Selection – Series 9. Chapter 7: Data Exploration and Transformation 10. Chapter 8: Understanding Data Visualization 11. Part 3 – Data Modeling
12. Chapter 9: Data Modeling – Preprocessing 13. Chapter 10: Data Modeling – Modeling Basics 14. Chapter 11: Data Modeling – Regression Modeling 15. Part 4 – Additional Use Cases for pandas
16. Chapter 12: Using Time in pandas 17. Chapter 13: Exploring Time Series 18. Chapter 14: Applying pandas Data Processing for Case Studies 19. Chapter 15: Appendix 20. Other Books You May Enjoy

Fundamental formats

We have already learned about the basics of text data and binary data. In this section, we'll look at these formats in a bit more detail and introduce some additional important data structures.

Text data

Earlier, we mentioned that, in general, text data can be viewed in a text editor. Text files can often be recognized by their file extensions; common ones include .csv (comma separated), .txt (plain text), .sql (SQL database script files), and others. Note that the extension is only a convention and does not guarantee the format of the contents. For example, it's not unusual to receive files with .txt extensions that are in .csv format.

However, there is an additional complexity that may arise, depending on how the data was created and stored. Text data may appear the same but be stored in different binary versions of each character. These binary representations are called encodings, and in most cases, you will find data encoded in UTF-8 format...

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