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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.examples;
import java.io.File;
import java.io.FileNotFoundException;
import java.io.IOException;
import java.io.InputStream;
import java.nio.charset.Charset;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileStatus;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.fs.PathFilter;
import org.apache.mahout.text.ChunkedWriter;
import org.apache.tika.exception.TikaException;
import org.apache.tika.metadata.Metadata;
import org.apache.tika.parser.mbox.MboxParser;
import org.xml.sax.SAXException;
/**
* Converts a directory containing unzipped mail archives in mbox format to a
* sequencefiles.
*
* Key is original filename with an id increasing with each email seen appended.
* Value is the plain e-mail including header information.
* */
public class MailArchiveToSequenceFile implements PathFilter {
private final String prefix;
private final ChunkedWriter writer;
private final Charset charset;
private final MailContentHandler handler;
private final FileSystem fs;
private final Configuration conf;
public MailArchiveToSequenceFile(Configuration conf, String prefix, ChunkedWriter writer, Charset charset)
throws IOException {
this(conf, prefix, writer, charset, new MailHandler(writer));
}
public MailArchiveToSequenceFile(Configuration conf, String prefix, ChunkedWriter writer, Charset charset,
MailContentHandler handler) throws IOException {
this.prefix = prefix;
this.writer = writer;
this.charset = charset;
this.handler = handler;
this.fs = FileSystem.get(conf);
this.conf = conf;
}
/**
* Accepts all files in a directory, splits each file into individual mails
* and concatenates them - each prefixed with the mail's message id.
*
* TODO filter for headers vs. body
* */
@Override
public boolean accept(Path current) {
try {
FileStatus[] fstatus = fs.listStatus(current);
for (FileStatus fst : fstatus) {
if (fst.isDir()) {
this.fs.listStatus(fst.getPath(),
new MailArchiveToSequenceFile(conf, prefix + File.separator + current.getName(), writer, charset));
} else {
InputStream stream = null;
try {
MboxParser parser = new MboxParser();
Metadata meta = new Metadata();
stream = fs.open(fst.getPath());
this.handler.setPrefix(this.prefix + current.getName());
parser.parse(stream, this.handler, meta);
} catch (FileNotFoundException e) {
// TODO: report exceptions before continue
} catch (IOException e) {
// TODO: report exceptions and continue
} catch (TikaException e) {
// TODO report and continue
} catch (SAXException e) {
// TODO report and continue
} finally {
try {
if (stream != null) {
stream.close();
}
} catch (Exception e) {
// Nothing we can do here, really.
}
}
}
}
} catch (IOException e) {
throw new IllegalStateException(e);
}
return false;
}
}
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