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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 2. Modern Python Development Environments 3. New Things in Python 4. Python in Comparison with Other Languages 5. Interfaces, Patterns, and Modularity FREE CHAPTER 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

Mutation testing

Having 100% test coverage in your project is indeed a satisfying thing. But the higher it is, the quicker you will learn that it is never a guarantee of bullet-proof software. Countless projects with high coverage discover new bugs in parts of the code that are already covered by tests. How does that happen?

Reasons for that vary. Sometimes requirements aren't clear, and tests do not cover what they were supposed to cover. Sometimes tests include errors. In the end, tests are just code and like any other code are susceptible to bugs.

But sometimes bad tests are just empty shells—they execute some units of code and compare some results but don't actually care about really verifying software correctness. And amazingly, it is easier to fall into this trap if you really care about quality and measure the test coverage. Those empty shells are often tests written in the last stage just to achieve perfect coverage.

One of the ways to verify...

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