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Learn Python by Building Data Science Applications

You're reading from  Learn Python by Building Data Science Applications

Product type Book
Published in Aug 2019
Publisher Packt
ISBN-13 9781789535365
Pages 482 pages
Edition 1st Edition
Languages
Authors (2):
Philipp Kats Philipp Kats
Profile icon Philipp Kats
David Katz David Katz
Profile icon David Katz
View More author details

Table of Contents (26) Chapters

Preface Section 1: Getting Started with Python
Preparing the Workspace First Steps in Coding - Variables and Data Types Functions Data Structures Loops and Other Compound Statements First Script – Geocoding with Web APIs Scraping Data from the Web with Beautiful Soup 4 Simulation with Classes and Inheritance Shell, Git, Conda, and More – at Your Command Section 2: Hands-On with Data
Python for Data Applications Data Cleaning and Manipulation Data Exploration and Visualization Training a Machine Learning Model Improving Your Model – Pipelines and Experiments Section 3: Moving to Production
Packaging and Testing with Poetry and PyTest Data Pipelines with Luigi Let's Build a Dashboard Serving Models with a RESTful API Serverless API Using Chalice Best Practices and Python Performance Assessments Other Books You May Enjoy

Caching with decorators

As you can see, geocoding takes time—working with a server takes time, as does being nice and waiting between requests. Thus, we probably don't want to waste time asking the same questions over and over again. For example, if many records within the same sessions have the same address, it makes sense to pull that data once, and then reuse it. Specifics may depend on the nature of the data. Namely, if we're checking air ticket availability, we shouldn't cache the results—the data might change any second. But for geolocation, we don't anticipate any changes any time soon.

The process of storing data we've pulled locally and then using it instead of getting the same data again is called caching. For example, all modern browsers do this—they cache some secondary elements of the web page for you to use and they&apos...

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