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Python Real-World Projects

You're reading from   Python Real-World Projects Craft your Python portfolio with deployable applications

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Product type Paperback
Published in Sep 2023
Publisher Packt
ISBN-13 9781803246765
Length 478 pages
Edition 1st 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: Project Zero: A Template for Other Projects 2. Chapter 2: Overview of the Projects FREE CHAPTER 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

15.1 Description

This application will create a report on a dataset presenting a number of statistics. This automates the ongoing monitoring aspect of an Analysis Notebook, reducing the manual steps and creating reproducible results. The automated computations stem from having a statistical model for the data, often created in an analysis notebook, where alternative models are explored. This reflects variables with values in an expected range.

For industrial monitoring, this is part of an activity called Gage repeatability and reproducibility. The activity seeks to confirm that measurements are repeatable and reproducible. This is described as looking at a “measurement instrument.” While we often think of an instrument as being a machine or a device, the definition is actually very broad. A survey or questionnaire is a measurement instrument focused on people’s responses to questions.

When these computed statistics deviate from expectations, it suggests something...

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