Book Image

Clojure Data Analysis Cookbook

By : Eric Rochester
Book Image

Clojure Data Analysis Cookbook

By: Eric Rochester

Overview of this book

<p>Data is everywhere and it's increasingly important to be able to gain insights that we can act on. Using Clojure for data analysis and collection, this book will show you how to gain fresh insights and perspectives from your data with an essential collection of practical, structured recipes.<br /><br />"The Clojure Data Analysis Cookbook" presents recipes for every stage of the data analysis process. Whether scraping data off a web page, performing data mining, or creating graphs for the web, this book has something for the task at hand.<br /><br />You'll learn how to acquire data, clean it up, and transform it into useful graphs which can then be analyzed and published to the Internet. Coverage includes advanced topics like processing data concurrently, applying powerful statistical techniques like Bayesian modelling, and even data mining algorithms such as K-means clustering, neural networks, and association rules.</p>
Table of Contents (18 chapters)
Clojure Data Analysis Cookbook
Credits
About the Author
About the Reviewers
www.PacktPub.com
Preface
Index

Handling errors in Cascalog workflows


No one's perfect, and there will certainly be errors in our Cascalog workflows. By default, Cascalog handles errors by stopping the processing. However, we may want to save the errors for later to allow the processing to continue. Cascalog (and Cascading) allows us to do that by defining a trap . This sends errors to a special sink tap and continues working.

Getting ready

Since we're extending the previous recipe, we'll use all the dependencies, imports, functions, and variables from there.

How to do it…

For this recipe, we'll extend the previous Composing Cascalog queries recipe. We'll define a custom operator that throws an error occasionally, and we'll call that operator in a query.

  1. First, here's the new custom operator. If the value passed in is too low (less than 125), it causes an exception by dividing by zero.

    (defmapop throw-error [value]
      (if (< value 125) (div value 0) 0))
  2. Now we can define a query that calls the queries from the last recipe...