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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.histogram;
import org.apache.hadoop.hbase.client.Result;
import org.apache.hadoop.hbase.io.ImmutableBytesWritable;
import org.apache.hadoop.hbase.mapreduce.TableMapper;
import org.apache.hadoop.hbase.util.Bytes;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import java.io.IOException;
import java.util.Calendar;
/**
* Reads creation dates from HBase and emits years, years+months, years+months+day
* and individual houts separately as keys with value 1.
*/
public class DateHistogramMapper extends TableMapper {
/** Set of patterns with associated key for later output. */
public static enum ErrorCases {
DATENULL
}
private String splitExpression = DateHistogramDriver.splitExpression;
/** Text and IntWritable for reuse */
private Text resultKey = new Text();
private IntWritable one = new IntWritable(1);
/** Calendar to translate from long to dates */
private Calendar cal = Calendar.getInstance();
/**
* Map
*/
@Override
protected void map(final ImmutableBytesWritable row, final Result values, final Context context)
throws IOException, InterruptedException {
// extract the data
final byte[] creationDateBytes = values.value(); // Driver must specify a setup where only one value is in the table!
// non-existent creationDate values are ignored
if (creationDateBytes == null) {
context.getCounter(ErrorCases.DATENULL).increment(1);
return;
}
cal.setTimeInMillis(Bytes.toLong(creationDateBytes));
// year only
String year = String.valueOf(cal.get(Calendar.YEAR));
resultKey.set("year"+splitExpression+year);
context.write(resultKey, one);
// year and month
String month = String.valueOf(cal.get(Calendar.MONTH) + 1); // Calendar.get returns 0 for January
if (month.length() == 1) {
month = "0"+month;
}
resultKey.set("yearMonth"+splitExpression+year+"-"+month);
context.write(resultKey, one);
// year, month and day
String day = String.valueOf(cal.get(Calendar.DAY_OF_MONTH));
if (day.length() == 1) {
day = "0"+day;
}
resultKey.set("yearMonthDay"+splitExpression+year+"-"+month+"-"+day);
context.write(resultKey, one);
// hour only (what time of the day are people tweeting?)
String hour = String.valueOf(cal.get(Calendar.HOUR_OF_DAY));
if (hour.length() == 1) {
hour = "0"+hour;
}
resultKey.set("hour"+splitExpression+hour);
context.write(resultKey, one);
}
}
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