Book Image

Hands-On Data Science with the Command Line

By : Jason Morris, Chris McCubbin, Raymond Page
Book Image

Hands-On Data Science with the Command Line

By: Jason Morris, Chris McCubbin, Raymond Page

Overview of this book

The Command Line has been in existence on UNIX-based OSes in the form of Bash shell for over 3 decades. However, very little is known to developers as to how command-line tools can be OSEMN (pronounced as awesome and standing for Obtaining, Scrubbing, Exploring, Modeling, and iNterpreting data) for carrying out simple-to-advanced data science tasks at speed. This book will start with the requisite concepts and installation steps for carrying out data science tasks using the command line. You will learn to create a data pipeline to solve the problem of working with small-to medium-sized files on a single machine. You will understand the power of the command line, learn how to edit files using a text-based and an. You will not only learn how to automate jobs and scripts, but also learn how to visualize data using the command line. By the end of this book, you will learn how to speed up the process and perform automated tasks using command-line tools.
Table of Contents (8 chapters)

Regular expressions and grep

One key task you will face over and over is matching particular patterns of text. The match might be as simple as finding one instance of a specific string in a body of text, or it could be much more complicated. A great tool for matching text is the language of regular expressions. A regular expression is an abstract way of expressing certain types of string-matching patterns.

Contrary to popular belief, regular expressions can't match everything you might want to match. They're limited to certain types of matches, and depending on the particular flavor of regular expression implementation, they could have a little more or a little less power. As an academic exercise, one might try to characterize exactly what you can match and what you can't. It's a very interesting endeavor that cuts to the very core of theoretical computer science...