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 | * NominalToString.java |
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19 | * Copyright (C) 2007 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.filters.unsupervised.attribute; |
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24 | |
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25 | import weka.core.Attribute; |
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26 | import weka.core.Capabilities; |
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27 | import weka.core.FastVector; |
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28 | import weka.core.Instance; |
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29 | import weka.core.DenseInstance; |
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30 | import weka.core.Instances; |
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31 | import weka.core.Option; |
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32 | import weka.core.OptionHandler; |
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33 | import weka.core.RevisionUtils; |
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34 | import weka.core.SingleIndex; |
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35 | import weka.core.Range; |
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36 | import weka.core.UnsupportedAttributeTypeException; |
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37 | import weka.core.Utils; |
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38 | import weka.core.Capabilities.Capability; |
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39 | import weka.filters.Filter; |
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40 | import weka.filters.UnsupervisedFilter; |
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41 | |
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42 | import java.util.Enumeration; |
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43 | import java.util.Vector; |
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44 | |
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45 | /** |
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46 | <!-- globalinfo-start --> |
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47 | * Converts a nominal attribute (i.e. set number of values) to string (i.e. unspecified number of values). |
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48 | * <p/> |
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49 | <!-- globalinfo-end --> |
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50 | * |
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51 | <!-- options-start --> |
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52 | * Valid options are: <p/> |
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53 | * |
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54 | * <pre> -C <col> |
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55 | * Sets the range of attributes to convert (default last).</pre> |
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56 | * |
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57 | <!-- options-end --> |
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58 | * |
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59 | * @author FracPete (fracpete at waikato dot ac dot nz) |
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60 | * @version $Revision: 5987 $ |
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61 | */ |
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62 | public class NominalToString |
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63 | extends Filter |
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64 | implements UnsupervisedFilter, OptionHandler { |
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65 | |
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66 | /** for serialization */ |
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67 | static final long serialVersionUID = 8655492378380068939L; |
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68 | |
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69 | /** The attribute's index setting. */ |
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70 | private Range m_AttIndex = new Range("last"); |
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71 | |
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72 | /** |
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73 | * Returns a string describing this filter |
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74 | * |
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75 | * @return a description of the filter suitable for |
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76 | * displaying in the explorer/experimenter gui |
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77 | */ |
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78 | public String globalInfo() { |
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79 | return |
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80 | "Converts a nominal attribute (i.e. set number of values) to string " |
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81 | + "(i.e. unspecified number of values)."; |
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82 | } |
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83 | |
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84 | /** |
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85 | * Returns the Capabilities of this filter. |
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86 | * |
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87 | * @return the capabilities of this object |
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88 | * @see Capabilities |
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89 | */ |
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90 | public Capabilities getCapabilities() { |
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91 | Capabilities result = super.getCapabilities(); |
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92 | result.disableAll(); |
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93 | |
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94 | // attributes |
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95 | result.enableAllAttributes(); |
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96 | result.enable(Capability.MISSING_VALUES); |
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97 | |
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98 | // class |
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99 | result.enableAllClasses(); |
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100 | result.enable(Capability.MISSING_CLASS_VALUES); |
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101 | result.enable(Capability.NO_CLASS); |
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102 | |
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103 | return result; |
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104 | } |
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105 | |
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106 | /** |
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107 | * Sets the format of the input instances. |
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108 | * |
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109 | * @param instanceInfo an Instances object containing the input |
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110 | * instance structure (any instances contained |
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111 | * in the object are ignored - only the |
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112 | * structure is required). |
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113 | * @return true if the outputFormat may be collected |
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114 | * immediately. |
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115 | * @throws UnsupportedAttributeTypeException if the selected attribute |
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116 | * a string attribute. |
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117 | * @throws Exception if the input format can't be set |
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118 | * successfully. |
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119 | */ |
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120 | public boolean setInputFormat(Instances instanceInfo) throws Exception { |
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121 | super.setInputFormat(instanceInfo); |
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122 | |
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123 | m_AttIndex.setUpper(instanceInfo.numAttributes() - 1); |
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124 | |
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125 | /* if (!instanceInfo.attribute(m_AttIndex.getIndex()).isNominal()) |
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126 | throw new UnsupportedAttributeTypeException("Chosen attribute is not of " |
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127 | + "type nominal."); */ |
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128 | |
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129 | return false; |
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130 | } |
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131 | |
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132 | /** |
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133 | * Input an instance for filtering. The instance is processed |
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134 | * and made available for output immediately. |
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135 | * |
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136 | * @param instance the input instance. |
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137 | * @return true if the filtered instance may now be |
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138 | * collected with output(). |
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139 | * @throws IllegalStateException if no input structure has been defined. |
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140 | */ |
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141 | public boolean input(Instance instance) { |
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142 | if (getInputFormat() == null) |
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143 | throw new IllegalStateException("No input instance format defined"); |
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144 | |
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145 | if (m_NewBatch) { |
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146 | resetQueue(); |
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147 | m_NewBatch = false; |
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148 | } |
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149 | |
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150 | if (isOutputFormatDefined()) { |
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151 | Instance newInstance = (Instance) instance.copy(); |
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152 | push(newInstance); |
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153 | return true; |
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154 | } |
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155 | |
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156 | bufferInput(instance); |
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157 | return false; |
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158 | } |
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159 | |
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160 | |
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161 | /** |
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162 | * Signifies that this batch of input to the filter is finished. If the |
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163 | * filter requires all instances prior to filtering, output() may now |
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164 | * be called to retrieve the filtered instances. |
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165 | * |
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166 | * @return true if there are instances pending output. |
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167 | * @throws IllegalStateException if no input structure has been defined. |
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168 | */ |
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169 | public boolean batchFinished() { |
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170 | if (getInputFormat() == null) |
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171 | throw new IllegalStateException("No input instance format defined"); |
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172 | |
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173 | if (!isOutputFormatDefined()) { |
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174 | setOutputFormat(); |
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175 | |
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176 | // Convert pending input instances |
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177 | for(int i = 0; i < getInputFormat().numInstances(); i++) |
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178 | push((Instance) getInputFormat().instance(i).copy()); |
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179 | } |
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180 | |
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181 | flushInput(); |
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182 | m_NewBatch = true; |
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183 | |
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184 | return (numPendingOutput() != 0); |
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185 | } |
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186 | |
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187 | |
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188 | /** |
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189 | * Returns an enumeration describing the available options. |
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190 | * |
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191 | * @return an enumeration of all the available options. |
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192 | */ |
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193 | public Enumeration listOptions() { |
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194 | Vector result = new Vector(); |
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195 | |
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196 | result.addElement(new Option( |
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197 | "\tSets the range of attributes to convert (default last).", |
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198 | "C", 1, "-C <col>")); |
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199 | |
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200 | return result.elements(); |
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201 | } |
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202 | |
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203 | |
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204 | /** |
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205 | * Parses a given list of options. <p/> |
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206 | * |
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207 | <!-- options-start --> |
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208 | * Valid options are: <p/> |
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209 | * |
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210 | * <pre> -C <col> |
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211 | * Sets the range of attributes to convert (default last).</pre> |
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212 | * |
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213 | <!-- options-end --> |
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214 | * |
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215 | * @param options the list of options as an array of strings |
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216 | * @throws Exception if an option is not supported |
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217 | */ |
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218 | public void setOptions(String[] options) throws Exception { |
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219 | String tmpStr; |
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220 | |
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221 | tmpStr = Utils.getOption('C', options); |
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222 | if (tmpStr.length() != 0) |
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223 | setAttributeIndexes(tmpStr); |
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224 | else |
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225 | setAttributeIndexes("last"); |
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226 | |
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227 | if (getInputFormat() != null) |
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228 | setInputFormat(getInputFormat()); |
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229 | } |
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230 | |
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231 | /** |
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232 | * Gets the current settings of the filter. |
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233 | * |
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234 | * @return an array of strings suitable for passing to setOptions |
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235 | */ |
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236 | public String[] getOptions() { |
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237 | Vector result; |
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238 | |
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239 | result = new Vector(); |
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240 | |
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241 | result.add("-C"); |
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242 | result.add("" + (getAttributeIndexes())); |
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243 | |
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244 | return (String[]) result.toArray(new String[result.size()]); |
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245 | } |
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246 | |
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247 | /** |
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248 | * Returns the tip text for this property |
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249 | * |
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250 | * @return tip text for this property suitable for |
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251 | * displaying in the explorer/experimenter gui |
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252 | */ |
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253 | public String attributeIndexesTipText() { |
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254 | return "Sets a range attributes to process. Any non-nominal " |
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255 | + "attributes in the range are left untouched (\"first\" and \"last\" are valid values)"; |
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256 | } |
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257 | |
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258 | /** |
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259 | * Get the index of the attribute used. |
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260 | * |
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261 | * @return the index of the attribute |
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262 | */ |
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263 | public String getAttributeIndexes() { |
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264 | // return m_AttIndex.getSingleIndex(); |
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265 | return m_AttIndex.getRanges(); |
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266 | } |
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267 | |
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268 | /** |
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269 | * Sets index of the attribute used. |
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270 | * |
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271 | * @param attIndex the index of the attribute |
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272 | */ |
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273 | public void setAttributeIndexes(String attIndex) { |
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274 | // m_AttIndex.setSingleIndex(attIndex); |
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275 | m_AttIndex.setRanges(attIndex); |
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276 | } |
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277 | |
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278 | /** |
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279 | * Set the output format. Takes the current average class values |
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280 | * and m_InputFormat and calls setOutputFormat(Instances) |
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281 | * appropriately. |
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282 | */ |
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283 | private void setOutputFormat() { |
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284 | Instances newData; |
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285 | FastVector newAtts; |
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286 | |
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287 | // Compute new attributes |
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288 | newAtts = new FastVector(getInputFormat().numAttributes()); |
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289 | for (int j = 0; j < getInputFormat().numAttributes(); j++) { |
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290 | Attribute att = getInputFormat().attribute(j); |
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291 | |
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292 | if (!att.isNominal() || !m_AttIndex.isInRange(j)) |
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293 | newAtts.addElement(att); |
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294 | else |
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295 | newAtts.addElement(new Attribute(att.name(), (FastVector) null)); |
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296 | } |
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297 | |
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298 | // Construct new header |
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299 | newData = new Instances(getInputFormat().relationName(), newAtts, 0); |
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300 | newData.setClassIndex(getInputFormat().classIndex()); |
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301 | |
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302 | setOutputFormat(newData); |
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303 | } |
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304 | |
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305 | /** |
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306 | * Returns the revision string. |
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307 | * |
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308 | * @return the revision |
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309 | */ |
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310 | public String getRevision() { |
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311 | return RevisionUtils.extract("$Revision: 5987 $"); |
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312 | } |
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313 | |
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314 | /** |
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315 | * Main method for testing this class. |
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316 | * |
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317 | * @param args should contain arguments to the filter: use -h for help |
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318 | */ |
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319 | public static void main(String [] args) { |
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320 | runFilter(new NominalToString(), args); |
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321 | } |
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322 | } |
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323 | |
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