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Clojure Data Analysis Cookbook - Second Edition

You're reading from   Clojure Data Analysis Cookbook - Second Edition Dive into data analysis with Clojure through over 100 practical recipes for every stage of the analysis and collection process

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Product type Paperback
Published in Jan 2015
Publisher
ISBN-13 9781784390297
Length 372 pages
Edition 2nd Edition
Languages
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Author (1):
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Eric Richard Rochester Eric Richard Rochester
Author Profile Icon Eric Richard Rochester
Eric Richard Rochester
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Table of Contents (14) Chapters Close

Preface 1. Importing Data for Analysis FREE CHAPTER 2. Cleaning and Validating Data 3. Managing Complexity with Concurrent Programming 4. Improving Performance with Parallel Programming 5. Distributed Data Processing with Cascalog 6. Working with Incanter Datasets 7. Statistical Data Analysis with Incanter 8. Working with Mathematica and R 9. Clustering, Classifying, and Working with Weka 10. Working with Unstructured and Textual Data 11. Graphing in Incanter 12. Creating Charts for the Web Index

Managing program complexity with agents


Agents build on the STM, and each agent acts a lot like a reference. References allow you to coordinate multiple pieces of the state, but if you only have one piece of the state that you're updating, then that's a good use for agents. You use agents by sending them messages (functions that manipulate the agent's state) and these are run in the thread pool, although each agent only processes one task at a time.

We create agents with the agent function, and we send messages to them with send and send-off. Whatever the function returns is the agent's new state value. This figure illustrates this process:

For this recipe, we'll again solve the same problem we did in the last recipe, Managing program complexity with STM.

Getting ready

We will include the same references in the project.clj file and the same requirements in the REPL as we did in the Managing program complexity with STM recipe.

For this recipe, I'm going to use the U.S. political campaign finance...

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