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Practical Data Analysis

You're reading from   Practical Data Analysis Pandas, MongoDB, Apache Spark, and more

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Product type Paperback
Published in Sep 2016
Publisher
ISBN-13 9781785289712
Length 338 pages
Edition 2nd Edition
Languages
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Authors (2):
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Hector Cuesta Hector Cuesta
Author Profile Icon Hector Cuesta
Hector Cuesta
Dr. Sampath Kumar Dr. Sampath Kumar
Author Profile Icon Dr. Sampath Kumar
Dr. Sampath Kumar
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Toc

Table of Contents (16) Chapters Close

Preface 1. Getting Started 2. Preprocessing Data FREE CHAPTER 3. Getting to Grips with Visualization 4. Text Classification 5. Similarity-Based Image Retrieval 6. Simulation of Stock Prices 7. Predicting Gold Prices 8. Working with Support Vector Machines 9. Modeling Infectious Diseases with Cellular Automata 10. Working with Social Graphs 11. Working with Twitter Data 12. Data Processing and Aggregation with MongoDB 13. Working with MapReduce 14. Online Data Analysis with Jupyter and Wakari 15. Understanding Data Processing using Apache Spark

Using MapReduce with MongoDB

MongoDB provides us with a MapReduce command, and in the following diagram we can observe the life cycle of the MapReduce process in MongoDB. We start with a Collection or a Query; each document in the collection will call the map function. Then, with the emit function, we will create an intermediate hash-map (see the following diagram) with a list of pairs (key-value).

Next, the reduce function will iterate the intermediate hash-map and will apply some operations to all values of each key. Finally, the process will create a brand new collection with the output. The map/reduce functions in MongoDB will be programmed with JavaScript:

Using MapReduce with MongoDB

Tip

Find the reference documentation for MapReduce with MongoDB from the following link:

http://docs.mongodb.org/manual/core/map-reduce/

Map function

The map function will call the emit function one or more times (see the previous diagram). We can access all the attributes of each document in the collection with the this keyword. The...

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