1 | /* |
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2 | * This program is free software; you can redistribute it and/or modify |
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3 | * it under the terms of the GNU General Public License as published by |
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4 | * the Free Software Foundation; either version 2 of the License, or |
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5 | * (at your option) any later version. |
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6 | * |
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7 | * This program is distributed in the hope that it will be useful, |
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8 | * but WITHOUT ANY WARRANTY; without even the implied warranty of |
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9 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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10 | * GNU General Public License for more details. |
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11 | * |
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12 | * You should have received a copy of the GNU General Public License |
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13 | * along with this program; if not, write to the Free Software |
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14 | * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA. |
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15 | */ |
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16 | |
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17 | /* |
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18 | * Test.java |
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19 | * Copyright (C) 2000 University of Waikato, Hamilton, New Zealand |
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20 | * |
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21 | */ |
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22 | |
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23 | package weka.datagenerators; |
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24 | |
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25 | import weka.core.Attribute; |
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26 | import weka.core.Instance; |
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27 | import weka.core.Instances; |
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28 | import weka.core.RevisionHandler; |
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29 | import weka.core.RevisionUtils; |
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30 | import weka.core.Utils; |
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31 | |
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32 | import java.io.Serializable; |
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33 | |
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34 | /** |
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35 | * Class to represent a test. <br/> |
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36 | * <br/> |
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37 | * The string representation of the test can be supplied in standard notation |
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38 | * or for a subset of types of attributes in Prolog notation.<br/> |
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39 | * |
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40 | * Following examples for all possible tests that can be represented by |
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41 | * this class, given in standard notation.<br/> |
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42 | * <br/> |
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43 | * Examples of tests for numeric attributes:<br/> |
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44 | * B >= 2.333<br/> B < 4.56<br/> |
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45 | * <br/> |
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46 | * Examples of tests for nominal attributes with more then 2 values:<br/> |
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47 | * A = rain <br/> A != rain<br/> |
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48 | * <br/> |
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49 | * Examples of tests for nominal attribute with exactly 2 values:<br/> |
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50 | * A = false <br/> A = true<br/> |
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51 | * <br/> |
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52 | * <br/> |
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53 | * The Prolog notation is only supplied for numeric attributes and |
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54 | * for nominal attributes that have the values "true" and "false".<br/> |
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55 | * <br/> |
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56 | * Following examples for the Prolog notation provided.<br/> |
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57 | * <br/> |
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58 | * Examples of tests for numeric attributes:<br/> |
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59 | * The same as for standard notation above.<br/> |
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60 | * <br/> |
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61 | * Examples of tests for nominal attributes with values "true"and "false":<br/> |
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62 | * A<br/> |
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63 | * not(A)<br/> |
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64 | * <br/> |
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65 | * (Other nominal attributes are not supported by the Prolog notation.)<br/> |
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66 | * <br/> |
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67 | * |
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68 | * @author Gabi Schmidberger (gabi@cs.waikato.ac.nz) |
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69 | * @version $Revision: 1.5 $ |
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70 | **/ |
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71 | |
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72 | public class Test |
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73 | implements Serializable, RevisionHandler { |
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74 | |
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75 | /** for serialization */ |
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76 | static final long serialVersionUID = -8890645875887157782L; |
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77 | |
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78 | /** the attribute index */ |
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79 | int m_AttIndex; |
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80 | |
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81 | /** the split */ |
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82 | double m_Split; |
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83 | |
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84 | /** whether to negate the test */ |
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85 | boolean m_Not; |
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86 | |
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87 | /** the dataset */ |
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88 | Instances m_Dataset; |
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89 | |
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90 | /** |
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91 | * Constructor |
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92 | * |
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93 | * @param i the attribute index |
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94 | * @param s the split |
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95 | * @param dataset the dataset |
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96 | */ |
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97 | public Test(int i, double s, Instances dataset) { |
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98 | m_AttIndex = i; |
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99 | m_Split = s; |
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100 | m_Dataset = dataset; |
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101 | |
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102 | m_Not = false; |
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103 | } |
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104 | |
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105 | /** |
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106 | * Constructor |
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107 | * |
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108 | * @param i the attribute index |
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109 | * @param s the split |
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110 | * @param dataset the dataset |
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111 | * @param n whether to negate the test |
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112 | */ |
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113 | public Test(int i, double s, Instances dataset, boolean n) { |
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114 | m_AttIndex = i; |
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115 | m_Split = s; |
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116 | m_Dataset = dataset; |
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117 | m_Not = n; |
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118 | } |
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119 | |
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120 | /** |
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121 | * Negates the test. |
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122 | * |
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123 | * @return the test itself negated |
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124 | */ |
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125 | public Test getNot() { // returns a modified copy |
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126 | return new Test(m_AttIndex, m_Split, m_Dataset, m_Not ? false : true); |
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127 | } |
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128 | |
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129 | /** |
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130 | * Determines whether an instance passes the test. |
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131 | * |
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132 | * @param inst the instance |
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133 | * @return true if the instance satisfies the test, false otherwise |
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134 | * @throws Exception if something goes wrong |
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135 | */ |
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136 | public boolean passesTest(Instance inst) throws Exception { |
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137 | if (inst.isMissing(m_AttIndex)) return false; // missing values fail |
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138 | |
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139 | boolean isNominal = inst.attribute(m_AttIndex).isNominal(); |
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140 | double attribVal = inst.value(m_AttIndex); |
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141 | if (!m_Not) { |
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142 | if (isNominal) { |
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143 | if (((int) attribVal) != ((int) m_Split)) return false; |
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144 | } |
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145 | else if (attribVal >= m_Split) return false; |
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146 | } else { |
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147 | if (isNominal) { |
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148 | if (((int) attribVal) == ((int) m_Split)) return false; |
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149 | } |
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150 | else if (attribVal < m_Split) return false; |
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151 | } |
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152 | return true; |
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153 | } |
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154 | |
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155 | /** |
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156 | * Returns the test represented by a string. |
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157 | * |
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158 | * @return a string representing the test |
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159 | */ |
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160 | public String toString() { |
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161 | return (m_Dataset.attribute(m_AttIndex).name() + " " + |
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162 | testComparisonString()); |
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163 | } |
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164 | |
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165 | /** |
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166 | * Returns the test represented by a string in Prolog notation. |
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167 | * |
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168 | * @return a string representing the test in Prolog notation |
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169 | */ |
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170 | public String toPrologString() { |
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171 | Attribute att = m_Dataset.attribute(m_AttIndex); |
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172 | StringBuffer str = new StringBuffer(); |
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173 | String attName = m_Dataset.attribute(m_AttIndex).name(); |
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174 | if (att.isNumeric()) { |
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175 | str = str.append(attName + " "); |
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176 | if (m_Not) str = str.append(">= " + Utils.doubleToString(m_Split, 3)); |
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177 | else str = str.append("< " + Utils.doubleToString(m_Split, 3)); |
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178 | } else { |
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179 | String value = att.value((int)m_Split); |
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180 | |
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181 | if (value == "false") { str = str.append("not(" + attName + ")"); } |
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182 | else { str = str.append(attName); } |
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183 | } |
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184 | return str.toString(); |
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185 | } |
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186 | |
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187 | /** |
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188 | * Gives a string representation of the test, starting from the comparison |
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189 | * symbol. |
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190 | * |
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191 | * @return a string representing the test |
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192 | */ |
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193 | private String testComparisonString() { |
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194 | Attribute att = m_Dataset.attribute(m_AttIndex); |
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195 | if (att.isNumeric()) { |
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196 | return ((m_Not ? ">= " : "< ") + Utils.doubleToString(m_Split,3)); |
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197 | } |
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198 | else { |
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199 | if (att.numValues() != 2) |
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200 | return ((m_Not ? "!= " : "= ") + att.value((int)m_Split)); |
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201 | else return ("= " |
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202 | + (m_Not ? |
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203 | att.value((int)m_Split == 0 ? 1 : 0) : att.value((int)m_Split))); |
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204 | } |
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205 | } |
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206 | |
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207 | /** |
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208 | * Gives a string representation of the test in Prolog notation, starting |
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209 | * from the comparison symbol. |
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210 | * |
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211 | * @return a string representing the test in Prolog notation |
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212 | */ |
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213 | private String testPrologComparisonString() { |
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214 | Attribute att = m_Dataset.attribute(m_AttIndex); |
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215 | if (att.isNumeric()) { |
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216 | return ((m_Not ? ">= " : "< ") + Utils.doubleToString(m_Split,3)); |
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217 | } |
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218 | else { |
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219 | if (att.numValues() != 2) |
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220 | return ((m_Not ? "!= " : "= ") + att.value((int)m_Split)); |
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221 | else return ("= " |
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222 | + (m_Not ? att.value((int)m_Split == 0 ? 1 : 0) |
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223 | : att.value((int)m_Split))); |
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224 | } |
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225 | } |
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226 | |
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227 | /** |
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228 | * Compares the test with the test that is given as parameter. |
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229 | * |
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230 | * @param t the test the object is compared to |
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231 | * @return true if the two Tests are equal |
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232 | */ |
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233 | public boolean equalTo(Test t) { |
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234 | return (m_AttIndex == t.m_AttIndex && m_Split == t.m_Split && m_Not == t.m_Not); |
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235 | } |
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236 | |
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237 | /** |
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238 | * Returns the revision string. |
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239 | * |
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240 | * @return the revision |
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241 | */ |
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242 | public String getRevision() { |
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243 | return RevisionUtils.extract("$Revision: 1.5 $"); |
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244 | } |
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245 | } |
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246 | |
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