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Java Data Analysis

You're reading from   Java Data Analysis Data mining, big data analysis, NoSQL, and data visualization

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Product type Paperback
Published in Sep 2017
Publisher Packt
ISBN-13 9781787285651
Length 412 pages
Edition 1st Edition
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Author (1):
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John R. Hubbard John R. Hubbard
Author Profile Icon John R. Hubbard
John R. Hubbard
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Table of Contents (14) Chapters Close

Preface 1. Introduction to Data Analysis 2. Data Preprocessing FREE CHAPTER 3. Data Visualization 4. Statistics 5. Relational Databases 6. Regression Analysis 7. Classification Analysis 8. Cluster Analysis 9. Recommender Systems 10. NoSQL Databases 11. Big Data Analysis with Java A. Java Tools Index

The WordCount example


In this section, we present the MapReduce solution to the WordCount problem, sometimes called the Hello World example for MapReduce.

The diagram in Figure 11-2 shows the data flow for the WordCount program. On the left are two of the 80 files that are read into the program:

Figure 11-2. Data flow for the WordCount program

During the mapping stage, each word, followed by the number 1, is copied into a temporary file, one pair per line. Notice that many words are duplicated many times. For example, image appears five times among the 80 files (including both files shown), so the string image 1 will appear four times in the temporary file. Each of the input files has about 110 words, so over 8,000 word-number pairs will be written to the temporary file.

Note that this figure shows only a very small part of the data involved. The output from the mapping stage includes every word that is input, as many times that it appears. And the output from the grouping stage includes every...

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