[4] | 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 | * AttributeSummaryPanel.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 | |
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| 24 | package weka.gui; |
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| 25 | |
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| 26 | import weka.core.Attribute; |
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| 27 | import weka.core.AttributeStats; |
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| 28 | import weka.core.Instances; |
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| 29 | import weka.core.Utils; |
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| 30 | |
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| 31 | import java.awt.BorderLayout; |
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| 32 | import java.awt.GridBagConstraints; |
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| 33 | import java.awt.GridBagLayout; |
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| 34 | |
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| 35 | import javax.swing.BorderFactory; |
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| 36 | import javax.swing.JLabel; |
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| 37 | import javax.swing.JPanel; |
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| 38 | import javax.swing.JScrollPane; |
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| 39 | import javax.swing.JTable; |
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| 40 | import javax.swing.ListSelectionModel; |
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| 41 | import javax.swing.SwingConstants; |
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| 42 | import javax.swing.SwingUtilities; |
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| 43 | import javax.swing.table.DefaultTableCellRenderer; |
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| 44 | import javax.swing.table.DefaultTableModel; |
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| 45 | |
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| 46 | /** |
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| 47 | * This panel displays summary statistics about an attribute: name, type |
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| 48 | * number/% of missing/unique values, number of distinct values. For |
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| 49 | * numeric attributes gives some other stats (mean/std dev), for nominal |
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| 50 | * attributes gives counts for each attribute value. |
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| 51 | * |
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| 52 | * @author Len Trigg (trigg@cs.waikato.ac.nz) |
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| 53 | * @version $Revision: 5297 $ |
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| 54 | */ |
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| 55 | public class AttributeSummaryPanel |
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| 56 | extends JPanel { |
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| 57 | |
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| 58 | /** for serialization */ |
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| 59 | static final long serialVersionUID = -5434987925737735880L; |
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| 60 | |
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| 61 | /** Message shown when no instances have been loaded and no attribute set */ |
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| 62 | protected static final String NO_SOURCE = "None"; |
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| 63 | |
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| 64 | /** Displays the name of the relation */ |
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| 65 | protected JLabel m_AttributeNameLab = new JLabel(NO_SOURCE); |
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| 66 | |
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| 67 | /** Displays the type of attribute */ |
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| 68 | protected JLabel m_AttributeTypeLab = new JLabel(NO_SOURCE); |
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| 69 | |
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| 70 | /** Displays the number of missing values */ |
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| 71 | protected JLabel m_MissingLab = new JLabel(NO_SOURCE); |
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| 72 | |
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| 73 | /** Displays the number of unique values */ |
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| 74 | protected JLabel m_UniqueLab = new JLabel(NO_SOURCE); |
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| 75 | |
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| 76 | /** Displays the number of distinct values */ |
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| 77 | protected JLabel m_DistinctLab = new JLabel(NO_SOURCE); |
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| 78 | |
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| 79 | /** Displays other stats in a table */ |
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| 80 | protected JTable m_StatsTable = new JTable() { |
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| 81 | /** for serialization */ |
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| 82 | private static final long serialVersionUID = 7165142874670048578L; |
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| 83 | |
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| 84 | /** |
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| 85 | * returns always false, since it's just information for the user |
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| 86 | * |
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| 87 | * @param row the row |
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| 88 | * @param column the column |
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| 89 | * @return always false, i.e., the whole table is not editable |
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| 90 | */ |
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| 91 | public boolean isCellEditable(int row, int column) { |
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| 92 | return false; |
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| 93 | } |
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| 94 | }; |
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| 95 | |
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| 96 | /** The instances we're playing with */ |
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| 97 | protected Instances m_Instances; |
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| 98 | |
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| 99 | /** Cached stats on the attributes we've summarized so far */ |
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| 100 | protected AttributeStats [] m_AttributeStats; |
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| 101 | |
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| 102 | /** Do all instances have the same weight */ |
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| 103 | protected boolean m_allEqualWeights = true; |
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| 104 | |
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| 105 | /** |
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| 106 | * Creates the instances panel with no initial instances. |
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| 107 | */ |
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| 108 | public AttributeSummaryPanel() { |
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| 109 | |
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| 110 | JPanel simple = new JPanel(); |
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| 111 | GridBagLayout gbL = new GridBagLayout(); |
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| 112 | simple.setLayout(gbL); |
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| 113 | JLabel lab = new JLabel("Name:", SwingConstants.RIGHT); |
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| 114 | lab.setBorder(BorderFactory.createEmptyBorder(0, 10, 0, 0)); |
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| 115 | GridBagConstraints gbC = new GridBagConstraints(); |
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| 116 | gbC.anchor = GridBagConstraints.EAST; |
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| 117 | gbC.fill = GridBagConstraints.HORIZONTAL; |
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| 118 | gbC.gridy = 0; gbC.gridx = 0; |
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| 119 | gbL.setConstraints(lab, gbC); |
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| 120 | simple.add(lab); |
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| 121 | gbC = new GridBagConstraints(); |
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| 122 | gbC.anchor = GridBagConstraints.WEST; |
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| 123 | gbC.fill = GridBagConstraints.HORIZONTAL; |
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| 124 | gbC.gridy = 0; gbC.gridx = 1; |
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| 125 | gbC.weightx = 100; gbC.gridwidth = 3; |
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| 126 | gbL.setConstraints(m_AttributeNameLab, gbC); |
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| 127 | simple.add(m_AttributeNameLab); |
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| 128 | m_AttributeNameLab.setBorder(BorderFactory.createEmptyBorder(0, 5, 0, 10)); |
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| 129 | |
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| 130 | lab = new JLabel("Type:", SwingConstants.RIGHT); |
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| 131 | lab.setBorder(BorderFactory.createEmptyBorder(0, 10, 0, 0)); |
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| 132 | gbC = new GridBagConstraints(); |
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| 133 | gbC.anchor = GridBagConstraints.EAST; |
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| 134 | gbC.fill = GridBagConstraints.HORIZONTAL; |
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| 135 | gbC.gridy = 0; gbC.gridx = 4; |
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| 136 | gbL.setConstraints(lab, gbC); |
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| 137 | simple.add(lab); |
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| 138 | gbC = new GridBagConstraints(); |
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| 139 | gbC.anchor = GridBagConstraints.WEST; |
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| 140 | gbC.fill = GridBagConstraints.HORIZONTAL; |
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| 141 | gbC.gridy = 0; gbC.gridx = 5; |
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| 142 | gbC.weightx = 100; |
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| 143 | gbL.setConstraints(m_AttributeTypeLab, gbC); |
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| 144 | simple.add(m_AttributeTypeLab); |
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| 145 | m_AttributeTypeLab.setBorder(BorderFactory.createEmptyBorder(0, 5, 0, 10)); |
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| 146 | |
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| 147 | // Put into a separate panel? |
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| 148 | lab = new JLabel("Missing:", SwingConstants.RIGHT); |
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| 149 | lab.setBorder(BorderFactory.createEmptyBorder(0, 10, 5, 0)); |
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| 150 | gbC = new GridBagConstraints(); |
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| 151 | gbC.anchor = GridBagConstraints.EAST; |
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| 152 | gbC.fill = GridBagConstraints.HORIZONTAL; |
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| 153 | gbC.gridy = 1; gbC.gridx = 0; |
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| 154 | gbL.setConstraints(lab, gbC); |
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| 155 | simple.add(lab); |
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| 156 | gbC = new GridBagConstraints(); |
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| 157 | gbC.anchor = GridBagConstraints.WEST; |
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| 158 | gbC.fill = GridBagConstraints.HORIZONTAL; |
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| 159 | gbC.gridy = 1; gbC.gridx = 1; |
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| 160 | gbC.weightx = 100; |
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| 161 | gbL.setConstraints(m_MissingLab, gbC); |
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| 162 | simple.add(m_MissingLab); |
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| 163 | m_MissingLab.setBorder(BorderFactory.createEmptyBorder(0, 5, 5, 10)); |
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| 164 | |
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| 165 | lab = new JLabel("Distinct:", SwingConstants.RIGHT); |
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| 166 | lab.setBorder(BorderFactory.createEmptyBorder(0, 10, 5, 0)); |
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| 167 | gbC = new GridBagConstraints(); |
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| 168 | gbC.anchor = GridBagConstraints.EAST; |
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| 169 | gbC.fill = GridBagConstraints.HORIZONTAL; |
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| 170 | gbC.gridy = 1; gbC.gridx = 2; |
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| 171 | gbL.setConstraints(lab, gbC); |
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| 172 | simple.add(lab); |
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| 173 | gbC = new GridBagConstraints(); |
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| 174 | gbC.anchor = GridBagConstraints.WEST; |
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| 175 | gbC.fill = GridBagConstraints.HORIZONTAL; |
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| 176 | gbC.gridy = 1; gbC.gridx = 3; |
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| 177 | gbC.weightx = 100; |
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| 178 | gbL.setConstraints(m_DistinctLab, gbC); |
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| 179 | simple.add(m_DistinctLab); |
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| 180 | m_DistinctLab.setBorder(BorderFactory.createEmptyBorder(0, 5, 5, 10)); |
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| 181 | |
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| 182 | lab = new JLabel("Unique:", SwingConstants.RIGHT); |
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| 183 | lab.setBorder(BorderFactory.createEmptyBorder(0, 10, 5, 0)); |
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| 184 | gbC = new GridBagConstraints(); |
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| 185 | gbC.anchor = GridBagConstraints.EAST; |
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| 186 | gbC.fill = GridBagConstraints.HORIZONTAL; |
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| 187 | gbC.gridy = 1; gbC.gridx = 4; |
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| 188 | gbL.setConstraints(lab, gbC); |
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| 189 | simple.add(lab); |
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| 190 | gbC = new GridBagConstraints(); |
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| 191 | gbC.anchor = GridBagConstraints.WEST; |
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| 192 | gbC.fill = GridBagConstraints.HORIZONTAL; |
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| 193 | gbC.gridy = 1; gbC.gridx = 5; |
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| 194 | gbC.weightx = 100; |
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| 195 | gbL.setConstraints(m_UniqueLab, gbC); |
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| 196 | simple.add(m_UniqueLab); |
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| 197 | m_UniqueLab.setBorder(BorderFactory.createEmptyBorder(0, 5, 5, 10)); |
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| 198 | |
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| 199 | setLayout(new BorderLayout()); |
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| 200 | add(simple, BorderLayout.NORTH); |
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| 201 | add(new JScrollPane(m_StatsTable), BorderLayout.CENTER); |
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| 202 | m_StatsTable.getSelectionModel().setSelectionMode(ListSelectionModel.SINGLE_SELECTION); |
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| 203 | } |
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| 204 | |
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| 205 | /** |
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| 206 | * Tells the panel to use a new set of instances. |
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| 207 | * |
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| 208 | * @param inst a set of Instances |
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| 209 | */ |
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| 210 | public void setInstances(Instances inst) { |
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| 211 | |
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| 212 | m_Instances = inst; |
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| 213 | m_AttributeStats = new AttributeStats [inst.numAttributes()]; |
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| 214 | m_AttributeNameLab.setText(NO_SOURCE); |
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| 215 | m_AttributeTypeLab.setText(NO_SOURCE); |
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| 216 | m_MissingLab.setText(NO_SOURCE); |
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| 217 | m_UniqueLab.setText(NO_SOURCE); |
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| 218 | m_DistinctLab.setText(NO_SOURCE); |
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| 219 | m_StatsTable.setModel(new DefaultTableModel()); |
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| 220 | |
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| 221 | m_allEqualWeights = true; |
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| 222 | double w = m_Instances.instance(0).weight(); |
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| 223 | for (int i = 1; i < m_Instances.numInstances(); i++) { |
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| 224 | if (m_Instances.instance(i).weight() != w) { |
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| 225 | m_allEqualWeights = false; |
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| 226 | break; |
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| 227 | } |
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| 228 | } |
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| 229 | } |
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| 230 | |
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| 231 | /** |
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| 232 | * Sets the attribute that statistics will be displayed for. |
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| 233 | * |
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| 234 | * @param index the index of the attribute to display |
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| 235 | */ |
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| 236 | public void setAttribute(final int index) { |
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| 237 | |
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| 238 | setHeader(index); |
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| 239 | if (m_AttributeStats[index] == null) { |
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| 240 | Thread t = new Thread() { |
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| 241 | public void run() { |
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| 242 | m_AttributeStats[index] = m_Instances |
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| 243 | .attributeStats(index); |
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| 244 | SwingUtilities.invokeLater(new Runnable() { |
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| 245 | public void run() { |
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| 246 | setDerived(index); |
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| 247 | m_StatsTable.sizeColumnsToFit(-1); |
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| 248 | m_StatsTable.revalidate(); |
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| 249 | m_StatsTable.repaint(); |
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| 250 | } |
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| 251 | }); |
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| 252 | } |
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| 253 | }; |
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| 254 | t.setPriority(Thread.MIN_PRIORITY); |
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| 255 | t.start(); |
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| 256 | } else { |
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| 257 | setDerived(index); |
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| 258 | } |
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| 259 | } |
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| 260 | |
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| 261 | /** |
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| 262 | * Sets the gui elements for fields that are stored in the AttributeStats |
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| 263 | * structure. |
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| 264 | * |
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| 265 | * @param index the index of the attribute |
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| 266 | */ |
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| 267 | protected void setDerived(int index) { |
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| 268 | |
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| 269 | AttributeStats as = m_AttributeStats[index]; |
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| 270 | long percent = Math.round(100.0 * as.missingCount / as.totalCount); |
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| 271 | m_MissingLab.setText("" + as.missingCount + " (" + percent + "%)"); |
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| 272 | percent = Math.round(100.0 * as.uniqueCount / as.totalCount); |
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| 273 | m_UniqueLab.setText("" + as.uniqueCount + " (" + percent + "%)"); |
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| 274 | m_DistinctLab.setText("" + as.distinctCount); |
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| 275 | setTable(as, index); |
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| 276 | } |
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| 277 | |
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| 278 | /** |
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| 279 | * Creates a tablemodel for the attribute being displayed |
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| 280 | * |
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| 281 | * @param as the attribute statistics |
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| 282 | * @param index the index of the attribute |
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| 283 | */ |
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| 284 | protected void setTable(AttributeStats as, int index) { |
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| 285 | |
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| 286 | if (as.nominalCounts != null) { |
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| 287 | Attribute att = m_Instances.attribute(index); |
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| 288 | Object [] colNames = {"No.", "Label", "Count", "Weight"}; |
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| 289 | Object [][] data = new Object [as.nominalCounts.length][4]; |
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| 290 | for (int i = 0; i < as.nominalCounts.length; i++) { |
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| 291 | data[i][0] = new Integer(i + 1); |
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| 292 | data[i][1] = att.value(i); |
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| 293 | data[i][2] = new Integer(as.nominalCounts[i]); |
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| 294 | data[i][3] = new Double(Utils.doubleToString(as.nominalWeights[i], 3)); |
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| 295 | } |
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| 296 | m_StatsTable.setModel(new DefaultTableModel(data, colNames)); |
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| 297 | m_StatsTable.getColumnModel().getColumn(0).setMaxWidth(60); |
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| 298 | DefaultTableCellRenderer tempR = new DefaultTableCellRenderer(); |
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| 299 | tempR.setHorizontalAlignment(JLabel.RIGHT); |
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| 300 | m_StatsTable.getColumnModel().getColumn(0).setCellRenderer(tempR); |
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| 301 | } else if (as.numericStats != null) { |
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| 302 | Object [] colNames = {"Statistic", "Value"}; |
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| 303 | Object [][] data = new Object [4][2]; |
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| 304 | data[0][0] = "Minimum"; data[0][1] = Utils.doubleToString(as.numericStats.min, 3); |
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| 305 | data[1][0] = "Maximum"; data[1][1] = Utils.doubleToString(as.numericStats.max, 3); |
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| 306 | data[2][0] = "Mean" + ((!m_allEqualWeights) ? " (weighted)" : ""); |
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| 307 | data[2][1] = Utils.doubleToString(as.numericStats.mean, 3); |
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| 308 | data[3][0] = "StdDev" + ((!m_allEqualWeights) ? " (weighted)" : ""); |
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| 309 | data[3][1] = Utils.doubleToString(as.numericStats.stdDev, 3); |
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| 310 | m_StatsTable.setModel(new DefaultTableModel(data, colNames)); |
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| 311 | } else { |
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| 312 | m_StatsTable.setModel(new DefaultTableModel()); |
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| 313 | } |
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| 314 | m_StatsTable.getColumnModel().setColumnMargin(4); |
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| 315 | } |
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| 316 | |
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| 317 | /** |
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| 318 | * Sets the labels for fields we can determine just from the instance |
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| 319 | * header. |
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| 320 | * |
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| 321 | * @param index the index of the attribute |
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| 322 | */ |
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| 323 | protected void setHeader(int index) { |
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| 324 | |
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| 325 | Attribute att = m_Instances.attribute(index); |
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| 326 | m_AttributeNameLab.setText(att.name()); |
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| 327 | switch (att.type()) { |
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| 328 | case Attribute.NOMINAL: |
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| 329 | m_AttributeTypeLab.setText("Nominal"); |
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| 330 | break; |
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| 331 | case Attribute.NUMERIC: |
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| 332 | m_AttributeTypeLab.setText("Numeric"); |
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| 333 | break; |
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| 334 | case Attribute.STRING: |
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| 335 | m_AttributeTypeLab.setText("String"); |
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| 336 | break; |
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| 337 | case Attribute.DATE: |
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| 338 | m_AttributeTypeLab.setText("Date"); |
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| 339 | break; |
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| 340 | case Attribute.RELATIONAL: |
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| 341 | m_AttributeTypeLab.setText("Relational"); |
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| 342 | break; |
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| 343 | default: |
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| 344 | m_AttributeTypeLab.setText("Unknown"); |
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| 345 | break; |
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| 346 | } |
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| 347 | m_MissingLab.setText("..."); |
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| 348 | m_UniqueLab.setText("..."); |
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| 349 | m_DistinctLab.setText("..."); |
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| 350 | } |
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| 351 | |
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| 352 | /** |
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| 353 | * Tests out the attribute summary panel from the command line. |
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| 354 | * |
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| 355 | * @param args optional name of dataset to load |
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| 356 | */ |
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| 357 | public static void main(String [] args) { |
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| 358 | |
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| 359 | try { |
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| 360 | final javax.swing.JFrame jf = new javax.swing.JFrame("Attribute Panel"); |
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| 361 | jf.getContentPane().setLayout(new BorderLayout()); |
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| 362 | final AttributeSummaryPanel p = new AttributeSummaryPanel(); |
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| 363 | p.setBorder(BorderFactory.createTitledBorder("Attribute")); |
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| 364 | jf.getContentPane().add(p, BorderLayout.CENTER); |
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| 365 | final javax.swing.JComboBox j = new javax.swing.JComboBox(); |
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| 366 | j.setEnabled(false); |
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| 367 | j.addActionListener(new java.awt.event.ActionListener() { |
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| 368 | public void actionPerformed(java.awt.event.ActionEvent e) { |
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| 369 | p.setAttribute(j.getSelectedIndex()); |
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| 370 | } |
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| 371 | }); |
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| 372 | jf.getContentPane().add(j, BorderLayout.NORTH); |
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| 373 | jf.addWindowListener(new java.awt.event.WindowAdapter() { |
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| 374 | public void windowClosing(java.awt.event.WindowEvent e) { |
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| 375 | jf.dispose(); |
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| 376 | System.exit(0); |
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| 377 | } |
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| 378 | }); |
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| 379 | jf.pack(); |
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| 380 | jf.setVisible(true); |
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| 381 | if (args.length == 1) { |
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| 382 | java.io.Reader r = new java.io.BufferedReader( |
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| 383 | new java.io.FileReader(args[0])); |
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| 384 | Instances inst = new Instances(r); |
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| 385 | p.setInstances(inst); |
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| 386 | p.setAttribute(0); |
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| 387 | String [] names = new String [inst.numAttributes()]; |
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| 388 | for (int i = 0; i < names.length; i++) { |
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| 389 | names[i] = inst.attribute(i).name(); |
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| 390 | } |
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| 391 | j.setModel(new javax.swing.DefaultComboBoxModel(names)); |
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| 392 | j.setEnabled(true); |
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| 393 | } |
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| 394 | } catch (Exception ex) { |
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| 395 | ex.printStackTrace(); |
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| 396 | System.err.println(ex.getMessage()); |
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| 397 | } |
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| 398 | } |
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| 399 | } |
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