May 14, 2016

Apache Spark Job with Maven

Today, I'm going to show you how to write a sample word count application using Apache Spark. For dependency resolution and building tasks, I'm using Apache Maven. How ever, you can use SBT (Simple Build Tool). Most of the Java Developers are familiar with Maven. Hence I decided to show an example using Maven.


This application is pretty much similar to the WordCount Example of the Hadoop. This job exactly does the same thing. Content of the Drive.scala is given below.

This job basically reads all the files in the input folder. Then tokenize every word from space (" "). Then count each and every word individually. Moreover, you can see that application is reading arguments from the args variable. First argument will be the input folder. Second argument will be used to dump the output.

Maven projects needs a pom.xml. Content of the pom.xml is given below.

Run below command to build the Maven project.
mvn clean package
Maven will download all the dependencies and all the other stuff on behalf of you. Then what you need to do is run this job. To run the job, please run below command on your terminal window.
/home/dedunu/bin/spark-1.6.1/bin/spark-submit          \
     --class org.dedunu.datascience.sample.Driver      \
     target/sample-Spark-Job-jar-with-dependencies.jar \
     /home/dedunu/input                                \
     /home/dedunu/output


Output of the job will look like below.


You can find the project on Github - https://github.com/dedunu/spark-example
Enjoy Spark!

Getting Public Data Sets for Data Science Projects

All of us are interested in doing brilliant things with data sets. Most people use Twitter data streams for their projects. But there a lot of free data sets in the Internet. Today, I'm going to list down few of them. Almost all of these links, I found from a Lynda.com course called Up and Running with Public Data Sets. If you want more details, please watch the complete course on Lynda.com.


Moreover, Quandl offers R package which you can download data into your R projects very easily. I'm hoping to write a blog post on getting Quandl data with R. This site mainly includes economic data sets.


I'm from Sri Lanka. Sri Lankan researchers might need Sri Lankan data sets as well. Below links will help you to find Sri Lankan data sets.


Hope you enjoy playing with those data sets!