001/** 002 * Copyright (c) 2012, The University of Southampton and the individual contributors. 003 * All rights reserved. 004 * 005 * Redistribution and use in source and binary forms, with or without modification, 006 * are permitted provided that the following conditions are met: 007 * 008 * * Redistributions of source code must retain the above copyright notice, 009 * this list of conditions and the following disclaimer. 010 * 011 * * Redistributions in binary form must reproduce the above copyright notice, 012 * this list of conditions and the following disclaimer in the documentation 013 * and/or other materials provided with the distribution. 014 * 015 * * Neither the name of the University of Southampton nor the names of its 016 * contributors may be used to endorse or promote products derived from this 017 * software without specific prior written permission. 018 * 019 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND 020 * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED 021 * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE 022 * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR 023 * ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES 024 * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; 025 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON 026 * ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT 027 * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS 028 * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. 029 */ 030package org.openimaj.hadoop.tools.twitter.utils; 031 032import java.io.IOException; 033import java.io.PrintWriter; 034import java.util.Scanner; 035 036import org.openimaj.io.ReadWriteableASCII; 037import org.openimaj.ml.timeseries.TimeSeriesArithmaticOperator; 038import org.openimaj.ml.timeseries.series.ConcreteTimeSeries; 039import org.openimaj.ml.timeseries.series.DoubleTimeSeries; 040import org.openimaj.ml.timeseries.series.DoubleTimeSeriesProvider; 041import org.openimaj.util.pair.IndependentPair; 042 043/** 044 * A time series of WordDFIDF instances 045 * 046 * @author Sina Samangooei (ss@ecs.soton.ac.uk) 047 * 048 */ 049public class WordDFIDFTimeSeries 050 extends ConcreteTimeSeries<WordDFIDF, WordDFIDFTimeSeries> 051 implements 052 TimeSeriesArithmaticOperator<WordDFIDF, WordDFIDFTimeSeries>, 053 DoubleTimeSeriesProvider, 054 ReadWriteableASCII 055{ 056 057 @Override 058 public WordDFIDFTimeSeries newInstance() { 059 return new WordDFIDFTimeSeries(); 060 } 061 062 @Override 063 public WordDFIDF zero() { 064 return new WordDFIDF(); 065 } 066 067 /** 068 * An explicit assumption is made that {@link WordDFIDF} instances all come 069 * from the same period of time and therefore have the same total number of 070 * tweets and total number of word instances across time (i.e. 071 * {@link WordDFIDF#Ttf} and {@link WordDFIDF#Twf} remain untouched) 072 */ 073 @Override 074 public WordDFIDF sum() { 075 final WordDFIDF ret = zero(); 076 for (final WordDFIDF time : this.getData()) { 077 ret.tf += time.tf; 078 ret.wf += time.wf; 079 ret.Ttf = time.Ttf; 080 ret.Twf = time.Twf; 081 } 082 return ret; 083 } 084 085 @Override 086 public DoubleTimeSeries doubleTimeSeries() { 087 final long[] times = this.getTimes(); 088 final double[] values = new double[times.length]; 089 final WordDFIDF[] current = this.getData(); 090 int i = 0; 091 for (final WordDFIDF wordDFIDF : current) { 092 values[i++] = wordDFIDF.dfidf(); 093 } 094 return new DoubleTimeSeries(times, values); 095 } 096 097 @Override 098 public void readASCII(Scanner in) throws IOException { 099 final int count = in.nextInt(); 100 for (int i = 0; i < count; i++) { 101 final WordDFIDF instance = new WordDFIDF(); 102 instance.readASCII(in); 103 this.add(instance.timeperiod, instance); 104 } 105 } 106 107 @Override 108 public String asciiHeader() { 109 return ""; 110 } 111 112 @Override 113 public void writeASCII(PrintWriter out) throws IOException { 114 out.print(this.size() + " "); 115 for (final IndependentPair<Long, WordDFIDF> i : this) { 116 i.secondObject().writeASCII(out); 117 out.print(" "); 118 } 119 } 120 121}