Skip to Content
Frank Kane's Taming Big Data with Apache Spark and Python
book

Frank Kane's Taming Big Data with Apache Spark and Python

by Frank Kane
June 2017
Beginner to intermediate
296 pages
7h 4m
English
Packt Publishing
Content preview from Frank Kane's Taming Big Data with Apache Spark and Python

Parsing (mapping) the input data

Our first step is just to parse our input data into what we need; nothing special here, we're going to start by creating a lines RDD as shown here. This is calling textFile on our SparkContext object with our source data, and that's just going to give us an RDD where every individual line of that comma-separated value list is an individual entry in our RDD:

lines = sc.textFile("file:///SparkCourse/fakefriends.csv") 

Now things get interesting; I'm going to transform my lines RDD into an rdd RDD (very creatively named) by calling map on it. Also, I'm passing in the parseLine function to actually conduct that mapping:

rdd = lines.map(parseLine) 

So every line from my lines RDD will be passed into parseLine ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

50 Hours of Big Data, PySpark, AWS, Scala, and Scraping

50 Hours of Big Data, PySpark, AWS, Scala, and Scraping

AI Sciences

Publisher Resources

ISBN: 9781787287945