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Applying Math with Python

You're reading from   Applying Math with Python Practical recipes for solving computational math problems using Python programming and its libraries

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Product type Paperback
Published in Jul 2020
Publisher Packt
ISBN-13 9781838989750
Length 358 pages
Edition 1st Edition
Languages
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Authors (2):
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Sam Morley Sam Morley
Author Profile Icon Sam Morley
Sam Morley
Sam Morley Sam Morley
Author Profile Icon Sam Morley
Sam Morley
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Table of Contents (12) Chapters Close

Preface 1. Basic Packages, Functions, and Concepts 2. Mathematical Plotting with Matplotlib FREE CHAPTER 3. Calculus and Differential Equations 4. Working with Randomness and Probability 5. Working with Trees and Networks 6. Working with Data and Statistics 7. Regression and Forecasting 8. Geometric Problems 9. Finding Optimal Solutions 10. Miscellaneous Topics 11. Other Books You May Enjoy

Working with data streams

Some data is received in a constant stream from various sources. For example, we might have a situation where multiple temperature probes are reporting values at set intervals via a Kafka server. Kafka is a streaming data message broker that passes messages to different processing agents based on topics.

Processing streaming data is the perfect application for asynchronous Python. This allows us to process larger quantities of data concurrently, which could be very important in applications. Of course, we can't directly perform long-running analysis on this data in an asynchronous context, since this will interfere with the execution of the event loop.

For working with Kafka streams using Python's asynchronous programming features, we can use the Faust package. This package allows us to define asynchronous functions that will act as processing agents or services that can process or otherwise interact with a stream of data from...

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