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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

Parsing CSV files with Cascalog


In the previous recipe, the file we read was a CSV file, but we read it line by line. That's not optimal. Cascading provides a number of taps—sources of data or sinks to send data to—including one for CSV and other delimited data formats. Also, Cascalog has some good wrappers for several of these taps, but not for the CSV one.

In truth, creating a wrapper that exposes all the functionality of the delimited text format tap will be complex. There are options for delimiter characters, quote characters, including a header row, the types of columns, and other things. That's a lot of options, and dispatching to the right method can be tricky.

We won't worry about how to handle all the options right here. For this recipe, we will create a simple wrapper around the delimited text file tap that includes some of the more common options to read CSV files.

Getting ready

First, we'll need to use some of the same dependencies as the ones we've been using as well as some new...

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