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Expert Python Programming – Fourth Edition

You're reading from   Expert Python Programming – Fourth Edition Master Python by learning the best coding practices and advanced programming concepts

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Product type Paperback
Published in May 2021
Publisher Packt
ISBN-13 9781801071109
Length 630 pages
Edition 4th Edition
Languages
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Authors (3):
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Michał Jaworski Michał Jaworski
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Michał Jaworski
Tarek Ziade Tarek Ziade
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Tarek Ziadé Tarek Ziadé
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Tarek Ziadé
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Table of Contents (16) Chapters Close

Preface 1. Current Status of Python FREE CHAPTER 2. Modern Python Development Environments 3. New Things in Python 4. Python in Comparison with Other Languages 5. Interfaces, Patterns, and Modularity 6. Concurrency 7. Event-Driven Programming 8. Elements of Metaprogramming 9. Bridging Python with C and C++ 10. Testing and Quality Automation 11. Packaging and Distributing Python Code 12. Observing Application Behavior and Performance 13. Code Optimization 14. Other Books You May Enjoy
15. Index

Reducing complexity by choosing appropriate data structures

To reduce code complexity, it's important to consider how data is stored. You should pick your data structure carefully. The following section will provide you with a few examples of how the performance of simple code snippets can be improved by the correct data types.

Searching in a list

Due to the implementation details of the list type in Python, searching for a specific value in a list isn't a cheap operation. The complexity of the list.index() method is O(n), where n is the number of list elements. Such linear complexity won't be an issue if you only need to perform a few element index lookups, but it can have a negative performance impact in some critical code sections, especially if done over very large lists.

If you need to search through a list quickly and often, you can try the bisect module from Python's standard library. The functions in this module are mainly designed for inserting...

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