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 | * AttributeStats.java |
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19 | * Copyright (C) 1999 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.core; |
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24 | |
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25 | import java.io.Serializable; |
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26 | |
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27 | /** |
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28 | * A Utility class that contains summary information on an |
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29 | * the values that appear in a dataset for a particular attribute. |
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30 | * |
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31 | * @author <a href="mailto:len@reeltwo.com">Len Trigg</a> |
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32 | * @version $Revision: 5296 $ |
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33 | */ |
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34 | public class AttributeStats |
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35 | implements Serializable, RevisionHandler { |
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36 | |
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37 | /** for serialization */ |
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38 | private static final long serialVersionUID = 4434688832743939380L; |
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39 | |
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40 | /** The number of int-like values */ |
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41 | public int intCount = 0; |
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42 | |
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43 | /** The number of real-like values (i.e. have a fractional part) */ |
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44 | public int realCount = 0; |
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45 | |
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46 | /** The number of missing values */ |
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47 | public int missingCount = 0; |
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48 | |
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49 | /** The number of distinct values */ |
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50 | public int distinctCount = 0; |
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51 | |
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52 | /** The number of values that only appear once */ |
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53 | public int uniqueCount = 0; |
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54 | |
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55 | /** The total number of values (i.e. number of instances) */ |
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56 | public int totalCount = 0; |
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57 | |
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58 | /** Stats on numeric value distributions */ |
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59 | // perhaps Stats should be moved from weka.experiment to weka.core |
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60 | public weka.experiment.Stats numericStats; |
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61 | |
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62 | /** Counts of each nominal value */ |
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63 | public int [] nominalCounts; |
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64 | |
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65 | /** Weight mass for each nominal value */ |
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66 | public double[] nominalWeights; |
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67 | |
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68 | /** |
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69 | * Updates the counters for one more observed distinct value. |
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70 | * |
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71 | * @param value the value that has just been seen |
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72 | * @param count the number of times the value appeared |
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73 | * @param weight the weight mass of the value |
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74 | */ |
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75 | protected void addDistinct(double value, int count, double weight) { |
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76 | |
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77 | if (count > 0) { |
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78 | if (count == 1) { |
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79 | uniqueCount++; |
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80 | } |
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81 | if (Utils.eq(value, (double)((int)value))) { |
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82 | intCount += count; |
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83 | } else { |
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84 | realCount += count; |
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85 | } |
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86 | if (nominalCounts != null) { |
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87 | nominalCounts[(int)value] = count; |
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88 | nominalWeights[(int)value] = weight; |
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89 | } |
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90 | if (numericStats != null) { |
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91 | //numericStats.add(value, count); |
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92 | numericStats.add(value, weight); |
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93 | numericStats.calculateDerived(); |
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94 | } |
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95 | } |
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96 | distinctCount++; |
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97 | } |
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98 | |
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99 | /** |
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100 | * Returns a human readable representation of this AttributeStats instance. |
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101 | * |
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102 | * @return a String represtinging these AttributeStats. |
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103 | */ |
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104 | public String toString() { |
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105 | |
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106 | StringBuffer sb = new StringBuffer(); |
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107 | sb.append(Utils.padLeft("Type", 4)).append(Utils.padLeft("Nom", 5)); |
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108 | sb.append(Utils.padLeft("Int", 5)).append(Utils.padLeft("Real", 5)); |
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109 | sb.append(Utils.padLeft("Missing", 12)); |
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110 | sb.append(Utils.padLeft("Unique", 12)); |
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111 | sb.append(Utils.padLeft("Dist", 6)); |
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112 | if (nominalCounts != null) { |
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113 | sb.append(' '); |
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114 | for (int i = 0; i < nominalCounts.length; i++) { |
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115 | sb.append(Utils.padLeft("C[" + i + "]", 5)); |
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116 | } |
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117 | } |
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118 | sb.append('\n'); |
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119 | |
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120 | long percent; |
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121 | percent = Math.round(100.0 * intCount / totalCount); |
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122 | if (nominalCounts != null) { |
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123 | sb.append(Utils.padLeft("Nom", 4)).append(' '); |
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124 | sb.append(Utils.padLeft("" + percent, 3)).append("% "); |
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125 | sb.append(Utils.padLeft("" + 0, 3)).append("% "); |
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126 | } else { |
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127 | sb.append(Utils.padLeft("Num", 4)).append(' '); |
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128 | sb.append(Utils.padLeft("" + 0, 3)).append("% "); |
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129 | sb.append(Utils.padLeft("" + percent, 3)).append("% "); |
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130 | } |
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131 | percent = Math.round(100.0 * realCount / totalCount); |
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132 | sb.append(Utils.padLeft("" + percent, 3)).append("% "); |
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133 | sb.append(Utils.padLeft("" + missingCount, 5)).append(" /"); |
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134 | percent = Math.round(100.0 * missingCount / totalCount); |
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135 | sb.append(Utils.padLeft("" + percent, 3)).append("% "); |
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136 | sb.append(Utils.padLeft("" + uniqueCount, 5)).append(" /"); |
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137 | percent = Math.round(100.0 * uniqueCount / totalCount); |
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138 | sb.append(Utils.padLeft("" + percent, 3)).append("% "); |
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139 | sb.append(Utils.padLeft("" + distinctCount, 5)).append(' '); |
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140 | if (nominalCounts != null) { |
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141 | for (int i = 0; i < nominalCounts.length; i++) { |
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142 | sb.append(Utils.padLeft("" + nominalCounts[i], 5)); |
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143 | } |
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144 | } |
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145 | sb.append('\n'); |
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146 | return sb.toString(); |
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147 | } |
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148 | |
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149 | /** |
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150 | * Returns the revision string. |
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151 | * |
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152 | * @return the revision |
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153 | */ |
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154 | public String getRevision() { |
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155 | return RevisionUtils.extract("$Revision: 5296 $"); |
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156 | } |
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157 | } |
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