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Learning PySpark
book

Learning PySpark

by Tomasz Drabas, Denny Lee
February 2017
Intermediate to advanced
274 pages
5h 58m
English
Packt Publishing
Content preview from Learning PySpark

Determining airport ranking using PageRank

Because GraphFrames is built on top of GraphX, there are several algorithms that we can immediately leverage. PageRank was popularized by the Google Search Engine and created by Larry Page. To quote Wikipedia:

"PageRank works by counting the number and quality of links to a page to determine a rough estimate of how important the website is. The underlying assumption is that more important websites are likely to receive more links from other websites."

While the preceding example refers to web pages, this concept readily applies to any graph structure whether it is created from web pages, bike stations, or airports. Yet the interface via GraphFrames is as simple as calling a method. GraphFrames.PageRank ...

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Publisher Resources

ISBN: 9781786463708