Adding Swap Memory To Amazon EC2
January 15, 2014Troubleshooting Hive Action In Oozie
January 26, 2014If you are learning Hadoop, you are probably tired of counting words and want to try some real analysis using real data. Amazon public dataset is a good source for data. But if you want to get your hands on with real time streaming data, Twitter is an excellent source. Twitter streaming allows you to stream data in JSON format which you can load it in to HDFS for analysis.
This post will go over the steps you need to stream data from Twitter. We will be just bringing the data using a standard Java program. What you will do with the data is totally up to you.
Create necessary tokens and keys from Twitter
Login to https://dev.twitter.com. You have to create an application and generate the following key/tokens. You can given any name to the application.
Consumer Key
Consumer Secret
Access Token
Access Token Secret
This document from Twitter explain the steps to get the keys/tokens.
Necessary Jars
Twitter4J (http://twitter4j.org) is the “unofficial” library for Twitter. Download the latest version of Twitter4J from the website.
Add the following 2 jars to your buildpath.
twitter4j-core-3.0.5.jar
twitter4j-stream-3.0.5.jar
Twitter Hello World
Create a Java project in Eclipse and add the above to jars to your buildpath.
The program is very much self explanatory. We also have a separate .properties file (twitter.properties) to hold all the keys/tokens needed for the program to run. In this program we are going to listen for tweets with some predefined “keywords”. Change the keywords you would like to listen to in the TWITTER_KEYWORDS property in twitter.properties file. We will be saving the output to a file.
Here is the Java program
package com.jerry.hadoop.twitter;
import java.io.File;
import java.io.FileInputStream;
import java.io.FileNotFoundException;
import java.io.FileOutputStream;
import java.io.IOException;
import java.util.Properties;
import twitter4j.FilterQuery;
import twitter4j.StallWarning;
import twitter4j.Status;
import twitter4j.StatusDeletionNotice;
import twitter4j.StatusListener;
import twitter4j.TwitterStream;
import twitter4j.TwitterStreamFactory;
import twitter4j.conf.ConfigurationBuilder;
import twitter4j.json.DataObjectFactory;
public class TwitterHelloWorld {
/** The actual Twitter stream. It's set up to collect raw JSON data */
private TwitterStream twitterStream;
private String[] keywords;
Properties prop = new Properties();
FileOutputStream fos;
public TwitterHelloWorld() {
//load a properties file
try {
prop.load(new FileInputStream("twitter.properties"));
ConfigurationBuilder cb = new ConfigurationBuilder();
cb.setOAuthConsumerKey(prop.getProperty("CONSUMER_KEY"));
cb.setOAuthConsumerSecret(prop.getProperty("CONSUMER_SECRET"));
cb.setOAuthAccessToken(prop.getProperty("ACCESS_TOKEN"));
cb.setOAuthAccessTokenSecret(prop.getProperty("ACCESS_TOKEN_SECRET"));
cb.setJSONStoreEnabled(true);
cb.setIncludeEntitiesEnabled(true);
twitterStream = new TwitterStreamFactory(cb.build()).getInstance();
} catch (FileNotFoundException e) {
// TODO Auto-generated catch block
e.printStackTrace();
} catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
public void startTwitter() {
try {
fos = new FileOutputStream(new File("c:\\hadoop\\twitterstream.json"));
} catch (IOException e) {
e.printStackTrace();
}
String keywordString = prop.getProperty("TWITTER_KEYWORDS");
keywords = keywordString.split(",");
for (int i = 0; i < keywords.length; i++) {
keywords[i] = keywords[i].trim();
}
// Set up the stream's listener (defined above),
twitterStream.addListener(listener);
System.out.println("Starting down Twitter sample stream...");
// Set up a filter to pull out industry-relevant tweets
FilterQuery query = new FilterQuery().track(keywords);
twitterStream.filter(query);
}
public void stopTwitter() {
System.out.println("Shutting down Twitter sample stream...");
twitterStream.shutdown();
try {
fos.close();
} catch (IOException e) {
e.printStackTrace();
}
}
StatusListener listener = new StatusListener() {
// The onStatus method is executed every time a new tweet comes in.
public void onStatus(Status status) {
// The EventBuilder is used to build an event using the headers and
// the raw JSON of a tweet
System.out.println(status.getUser().getScreenName() + ": " + status.getText());
System.out.println("timestamp : "+ String.valueOf(status.getCreatedAt().getTime()));
try {
fos.write(DataObjectFactory.getRawJSON(status).getBytes());
} catch (IOException e) {
e.printStackTrace();
}
}
// This listener will ignore everything except for new tweets
public void onDeletionNotice(StatusDeletionNotice statusDeletionNotice) {}
public void onTrackLimitationNotice(int numberOfLimitedStatuses) {}
public void onScrubGeo(long userId, long upToStatusId) {}
public void onException(Exception ex) {}
public void onStallWarning(StallWarning warning) {}
};
public static void main(String[] args) throws InterruptedException {
TwitterHelloWorld twitter = new TwitterHelloWorld();
twitter.startTwitter();
Thread.sleep(20000);
twitter.stopTwitter();
}
}
Here is the twitter.properties sample. Substitute your keys/tokens. Use the TWITTER_KEYWORDS to listen to tweets with specific keywords in comma separated text.
CONSUMER_KEY=zy000000000000000000 CONSUMER_SECRET=fSgk00000000000000000000000000000000000000 ACCESS_TOKEN=22800000000000000000000000 ACCESS_TOKEN_SECRET=pt00000000000000000000000000 TWITTER_KEYWORDS=hadoop, big data
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