Skip to Content
Julia: High Performance Programming
book

Julia: High Performance Programming

by Ivo Balbaert, Avik Sengupta, Malcolm Sherrington
November 2016
Intermediate to advanced
697 pages
14h 44m
English
Packt Publishing
Content preview from Julia: High Performance Programming

Data arrays and data frames

Users of R will be aware of the success of data frames when employed in analyzing datasets, a success which has been mirrored by Python with the pandas package. Julia too adds data frame support through use of a package DataFrames, which is available on GitHub, in the usual way.

The package extends Julia's base by introducing three basic types:

  • NA: An indicator that a data value is missing
  • DataArray: An extension to the Array type that can contain missing values
  • DataFrame: A data structure for representing tabular datasets

It is such a large topic that we will be looking at data frames in some depth when we consider statistical computing in Chapter 4, Interoperability.

However, to get a flavor of processing data with these ...

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

Julia 1.0 Programming Complete Reference Guide

Julia 1.0 Programming Complete Reference Guide

Ivo Balbaert, Adrian Salceanu
Julia 1.0 Programming Cookbook

Julia 1.0 Programming Cookbook

Bogumił Kamiński, Przemysław Szufel

Publisher Resources

ISBN: 9781787125704