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Modern Python Cookbook

You're reading from   Modern Python Cookbook 130+ updated recipes for modern Python 3.12 with new techniques and tools

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Product type Paperback
Published in Jul 2024
Publisher Packt
ISBN-13 9781835466384
Length 818 pages
Edition 3rd Edition
Languages
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Author (1):
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Steven F. Lott Steven F. Lott
Author Profile Icon Steven F. Lott
Steven F. Lott
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Table of Contents (20) Chapters Close

Preface 1. Chapter 1 Numbers, Strings, and Tuples FREE CHAPTER 2. Chapter 2 Statements and Syntax 3. Chapter 3 Function Definitions 4. Chapter 4 Built-In Data Structures Part 1: Lists and Sets 5. Chapter 5 Built-In Data Structures Part 2: Dictionaries 6. Chapter 6 User Inputs and Outputs 7. Chapter 7 Basics of Classes and Objects 8. Chapter 8 More Advanced Class Design 9. Chapter 9 Functional Programming Features 10. Chapter 10 Working with Type Matching and Annotations 11. Chapter 11 Input/Output, Physical Format, and Logical Layout 12. Chapter 12 Graphics and Visualization with Jupyter Lab 13. Chapter 13 Application Integration: Configuration 14. Chapter 14 Application Integration: Combination 15. Chapter 15 Testing 16. Chapter 16 Dependencies and Virtual Environments 17. Chapter 17 Documentation and Style 18. Other Books You May Enjoy
19. Index

7.3 Designing classes with lots of processing

Some of the time, an object will contain all of the data that defines its internal state. There are cases, however, where a class doesn’t hold the data, but instead is designed to consolidate processing for data held in separate containers.

Some prime examples of this design are statistical algorithms, which are often outside the data being analyzed. The data might be in a built-in list or Counter object; the processing is defined in a class separate from the data container.

7.3.1 Getting ready

It’s quite common to do analysis on data that’s already been summarized into groups or bins. We might, for example, have a vast data file with a large number of measurements of an industrial process.

For background, see the NIST Aerosol Particle Size case study: https://www.itl.nist.gov/div898/handbook/pmc/section6/pmc62.htm

Rather than analyze the voluminous raw...

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