Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
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

Arrow left icon
Product type Paperback
Published in May 2021
Publisher Packt
ISBN-13 9781801071109
Length 630 pages
Edition 4th Edition
Languages
Arrow right icon
Authors (3):
Arrow left icon
Michał Jaworski Michał Jaworski
Author Profile Icon Michał Jaworski
Michał Jaworski
Tarek Ziade Tarek Ziade
Author Profile Icon Tarek Ziade
Tarek Ziade
Tarek Ziadé Tarek Ziadé
Author Profile Icon Tarek Ziadé
Tarek Ziadé
Arrow right icon
View More author details
Toc

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...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $19.99/month. Cancel anytime
Banner background image