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Python Real-World Projects

You're reading from  Python Real-World Projects

Product type Book
Published in Sep 2023
Publisher Packt
ISBN-13 9781803246765
Pages 478 pages
Edition 1st Edition
Languages
Author (1):
Steven F. Lott Steven F. Lott
Profile icon Steven F. Lott

Table of Contents (20) Chapters

Preface 1. Chapter 1: Project Zero: A Template for Other Projects 2. Chapter 2: Overview of the Projects 3. Chapter 3: Project 1.1: Data Acquisition Base Application 4. Chapter 4: Data Acquisition Features: Web APIs and Scraping 5. Chapter 5: Data Acquisition Features: SQL Database 6. Chapter 6: Project 2.1: Data Inspection Notebook 7. Chapter 7: Data Inspection Features 8. Chapter 8: Project 2.5: Schema and Metadata 9. Chapter 9: Project 3.1: Data Cleaning Base Application 10. Chapter 10: Data Cleaning Features 11. Chapter 11: Project 3.7: Interim Data Persistence 12. Chapter 12: Project 3.8: Integrated Data Acquisition Web Service 13. Chapter 13: Project 4.1: Visual Analysis Techniques 14. Chapter 14: Project 4.2: Creating Reports 15. Chapter 15: Project 5.1: Modeling Base Application 16. Chapter 16: Project 5.2: Simple Multivariate Statistics 17. Chapter 17: Next Steps 18. Other Books You Might Enjoy 19. Index

16.4 Summary

In this chapter, we’ve extended the automated analysis and reporting to include more use of the built-in statistics library to compute correlation and linear regression coefficients. We’ve also made use of the matplotlib library to create images that reveal relationships among variables.

The objective of automated reporting is designed to reduce the number of manual steps and avoid places where omissions or errors can lead to unreliable data analysis. Few things are more embarrassing than a presentation that reuses a diagram from the previous period’s data. It’s far too easy to fail to rebuild one important notebook in a series of analysis products.

The level of automation needs to be treated with a great deal of respect. Once a reporting application is built and deployed, it must be actively monitored to be sure it’s working and producing useful, informative results. The analysis job shifts from developing an understanding to monitoring...

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