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Hands-On Data Science with the Command Line

By : Morris, McCubbin, Page

5 (3)

Buy this Book

Hands-On Data Science with the Command Line

5 (3)

By: Morris, McCubbin, Page

Buy this Book

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.

Preface

Who this book is for

What this book covers

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Free Chapter

Data Science at the Command Line and Setting It Up

History of the command line

We don't want to BaSH other shells, but...

Language-focused shells

So, why the command line?

Getting set up with Windows 10

Getting set up on OS X

Getting set up on Ubuntu Linux

Summary

Essential Commands

Essential commands

Navigating the command line

Summary

Shell Workflows, and Data Acquisition and Massaging

Download the data

Using the file command

Performing a word count

Introduction to cut

Detached processing

Summary

Bash Functions and Data Visualization

My first shell script

Advanced shell scripting magic

From dumb Terminal to glam Terminal

Summary

Loops, Functions, and String Processing

Once, twice, three times a lady loops

It's the end of the world as we know it while and until

The simple case

Pay no heed to the magician redirecting your attention

Regular expressions and grep

awk, sed, and tr

Summary

SQL, Math, and Wrapping it up

cut and viewing data as columnar

Simulating selects

Keys to the kingdom

Math in bash itself

Python (pandas, numpy, scikit-learn)

Analyzing weather data in bash

Summary

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