001/** 002 * Copyright (c) 2011, 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.text.nlp.namedentity; 031 032import java.io.BufferedReader; 033import java.io.DataInputStream; 034import java.io.InputStream; 035import java.io.InputStreamReader; 036import java.util.ArrayList; 037import java.util.HashSet; 038import java.util.List; 039import java.util.regex.Matcher; 040import java.util.regex.Pattern; 041 042/** 043 * Class to remove stopwords from a list of tokens, or to check if a word is a 044 * stopword. 045 * 046 * @author Laurence Willmore (lgw1e10@ecs.soton.ac.uk) 047 * @author Sina Samangooei (ss@ecs.soton.ac.uk) 048 */ 049public class IgnoreTokenStripper { 050 /** 051 * Language to build stripper from. 052 */ 053 public enum Language { 054 English 055 }; 056 057 private String units = "one|two|three|four|five|six|seven|eight|nine"; 058 private String tens = "twenty|thirty|forty|fifty|sixty|seventy|eighty|ninety"; 059 private String teens = "ten|eleven|twelve|thirteen|fourteen|fifteen|sixteen|seventeen|eighteen|nineteen"; 060 private String and = "\\s*-?\\s*and\\s*-?\\s*"; 061 private String toNN = "[" + units + "|" + teens + "] | [" + tens + "]\\s*-?\\s*[" + units + "]"; 062 private String toNNN = toNN + " | [[" + units + "]\\s*-?\\s*hundred [" + and + "[" + toNN + "]+]+]"; 063 /* 064 * This currently recognizes written numbers up to nine hundred and ninety 065 * nine. 066 */ 067 private Pattern writtenNumbers = Pattern.compile("[" + toNNN + "]+"); 068 069 private HashSet<String> ignoreTokens; 070 071 /** 072 * Constructor for specified language. 073 * 074 * @param language 075 */ 076 public IgnoreTokenStripper(Language language) { 077 this.ignoreTokens = new HashSet<String>(); 078 for (final InputStream fstream : getListStreams(language)) { 079 addToIgnoreSet(fstream); 080 } 081 } 082 083 private void addToIgnoreSet(InputStream fstream) { 084 try { 085 final DataInputStream in = new DataInputStream(fstream); 086 final BufferedReader br = new BufferedReader(new InputStreamReader(in)); 087 String strLine; 088 // Read File Line By Line 089 while ((strLine = br.readLine()) != null) { 090 ignoreTokens.add(strLine.trim()); 091 } 092 // Close the input stream 093 in.close(); 094 } catch (final Exception e) {// Catch exception if any 095 System.err.println("Error: " + e.getMessage()); 096 } 097 } 098 099 private List<InputStream> getListStreams(Language language) { 100 final ArrayList<InputStream> res = new ArrayList<InputStream>(); 101 if (language.equals(Language.English)) { 102 res.add(this.getClass().getResourceAsStream( 103 "/org/openimaj/text/stopwords/en_stopwords.txt")); 104 res.add(this.getClass().getResourceAsStream( 105 "/org/openimaj/text/stopwords/en_nouns.txt")); 106 res.add(this.getClass().getResourceAsStream( 107 "/org/openimaj/text/stopwords/en_countries.txt")); 108 return res; 109 } 110 else 111 return null; 112 } 113 114 /** 115 * Strips given list of tokens of all ignore words. 116 * 117 * @param intokens 118 * @return list of clean tokens. 119 */ 120 public ArrayList<String> getNonStopWords(List<String> intokens) { 121 final ArrayList<String> result = new ArrayList<String>(); 122 for (final String string : intokens) { 123 if (!isIgnoreToken(string)) { 124 result.add(string); 125 } 126 } 127 return result; 128 } 129 130 /** 131 * Checks if given token is an ignore word 132 * 133 * @param token 134 * @return true if ignore Token 135 */ 136 public boolean isIgnoreToken(String token) { 137 // check if in ignore list 138 if (ignoreTokens.contains(token)) 139 return true; 140 // check if it is a number 141 try { 142 Double.parseDouble(token); 143 return true; 144 } catch (final Exception e) { 145 } 146 // check if it is a number written as a word 147 final Matcher m = writtenNumbers.matcher(token.toLowerCase()); 148 if (m.matches()) 149 return true; 150 return false; 151 } 152}