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The examples module provides glue code implementation for extracting common phrases, key word distributions and more from tweets stored on HDFS/HBase. It builds on Mahout for more sophisticated analysis.
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/**
* Copyright (C) 2010, 2011 Neofonie GmbH
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package eu.dicodeproject.analysis.wordcount;
import org.apache.hadoop.hbase.client.Put;
import org.apache.hadoop.hbase.mapreduce.TableReducer;
import org.apache.hadoop.hbase.util.Bytes;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import java.io.IOException;
/**
* Write word counts to a table, The date is the row ID, the column qualifier is the word.
*/
public class WordCountReducer extends TableReducer {
private String dateWordSeparator = "_";
private String family = "d";
private Text text = new Text();
@Override
public void reduce(Text keyin, Iterable values, Context context) throws IOException, InterruptedException {
// aggregate counts
int wordCount = 0;
for (IntWritable val : values) {
wordCount += val.get();
}
// split key in date and word
String[] elements = keyin.toString().split(dateWordSeparator, 2);
String date = elements[0];
String word = elements[1];
// put date in table
Put put = new Put(Bytes.toBytes(date));
put.add(Bytes.toBytes(family), Bytes.toBytes(word), Bytes.toBytes( String.valueOf(wordCount) ));
text.set(date);
context.write(text, put);
}
}
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