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/* | |
* To change this license header, choose License Headers in Project Properties. | |
* To change this template file, choose Tools | Templates | |
* and open the template in the editor. | |
*/ | |
package com.mycompany.twitter.sentiments; | |
import java.io.BufferedWriter; | |
import java.io.FileInputStream; | |
import java.io.FileWriter; | |
import java.io.IOException; | |
import java.io.InputStream; | |
import opennlp.tools.doccat.DoccatModel; | |
import opennlp.tools.doccat.DocumentCategorizerME; | |
import opennlp.tools.doccat.DocumentSampleStream; | |
import opennlp.tools.util.ObjectStream; | |
import opennlp.tools.util.PlainTextByLineStream; | |
import twitter4j.Query; | |
import twitter4j.QueryResult; | |
import twitter4j.Status; | |
import twitter4j.Twitter; | |
import twitter4j.TwitterException; | |
import twitter4j.TwitterFactory; | |
import twitter4j.conf.ConfigurationBuilder; | |
/** | |
* | |
* @author milind | |
*/ | |
public class SentimentAnalysisWithCount { | |
DoccatModel model; | |
static int positive = 0; | |
static int negative = 0; | |
public static void main(String[] args) throws IOException, TwitterException { | |
String line = ""; | |
SentimentAnalysisWithCount twitterCategorizer = new SentimentAnalysisWithCount(); | |
twitterCategorizer.trainModel(); | |
ConfigurationBuilder cb = new ConfigurationBuilder(); | |
cb.setDebugEnabled(true) | |
.setOAuthConsumerKey("3jmA1BqasLHfItBXj3KnAIGFB") | |
.setOAuthConsumerSecret("imyEeVTctFZuK62QHmL1I0AUAMudg5HKJDfkx0oR7oFbFinbvA") | |
.setOAuthAccessToken("265857263-pF1DRxgIcxUbxEEFtLwLODPzD3aMl6d4zOKlMnme") | |
.setOAuthAccessTokenSecret("uUFoOOGeNJfOYD3atlcmPtaxxniXxQzAU4ESJLopA1lbC"); | |
TwitterFactory tf = new TwitterFactory(cb.build()); | |
Twitter twitter = tf.getInstance(); | |
Query query = new Query("udta punjab"); | |
QueryResult result = twitter.search(query); | |
int result1 = 0; | |
for (Status status : result.getTweets()) { | |
result1 = twitterCategorizer.classifyNewTweet(status.getText()); | |
if (result1 == 1) { | |
positive++; | |
} else { | |
negative++; | |
} | |
} | |
BufferedWriter bw = new BufferedWriter(new FileWriter("C:\\Users\\User\\Desktop\\results.csv")); | |
bw.write("Positive Tweets," + positive); | |
bw.newLine(); | |
bw.write("Negative Tweets," + negative); | |
bw.close(); | |
} | |
public void trainModel() { | |
InputStream dataIn = null; | |
try { | |
dataIn = new FileInputStream("C:\\Users\\User\\Downloads\\tweets.txt"); | |
ObjectStream lineStream = new PlainTextByLineStream(dataIn, "UTF-8"); | |
ObjectStream sampleStream = new DocumentSampleStream(lineStream); | |
// Specifies the minimum number of times a feature must be seen | |
int cutoff = 2; | |
int trainingIterations = 30; | |
model = DocumentCategorizerME.train("en", sampleStream, cutoff, | |
trainingIterations); | |
} catch (IOException e) { | |
e.printStackTrace(); | |
} finally { | |
if (dataIn != null) { | |
try { | |
dataIn.close(); | |
} catch (IOException e) { | |
e.printStackTrace(); | |
} | |
} | |
} | |
} | |
public int classifyNewTweet(String tweet) throws IOException { | |
DocumentCategorizerME myCategorizer = new DocumentCategorizerME(model); | |
double[] outcomes = myCategorizer.categorize(tweet); | |
String category = myCategorizer.getBestCategory(outcomes); | |
System.out.print("-----------------------------------------------------\nTWEET :" + tweet + " ===> "); | |
if (category.equalsIgnoreCase("1")) { | |
System.out.println(" POSITIVE "); | |
return 1; | |
} else { | |
System.out.println(" NEGATIVE "); | |
return 0; | |
} | |
} | |
} |
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Changed the username in comment from User to milind