attributesummarypanel.java

一个数据挖掘软件ALPHAMINERR的整个过程的JAVA版源代码

/*
 *    This program is free software; you can redistribute it and/or modify
 *    it under the terms of the GNU General Public License as published by
 *    the Free Software Foundation; either version 2 of the License, or
 *    (at your option) any later version.
 *
 *    This program is distributed in the hope that it will be useful,
 *    but WITHOUT ANY WARRANTY; without even the implied warranty of
 *    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 *    GNU General Public License for more details.
 *
 *    You should have received a copy of the GNU General Public License
 *    along with this program; if not, write to the Free Software
 *    Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA.
 */

/*
 *    AttributeSummaryPanel.java
 *    Copyright (C) 1999 Len Trigg
 *
 */


package weka.gui;


import java.awt.BorderLayout;
import java.awt.GridBagConstraints;
import java.awt.GridBagLayout;

import javax.swing.BorderFactory;
import javax.swing.JLabel;
import javax.swing.JPanel;
import javax.swing.JScrollPane;
import javax.swing.JTable;
import javax.swing.SwingConstants;
import javax.swing.SwingUtilities;
import javax.swing.table.DefaultTableModel;

import eti.bi.util.NumberFormatter;

import weka.core.Attribute;
import weka.core.AttributeStats;
import weka.core.Instances;
import eti.bi.common.Locale.Resource;
/** 
 * This panel displays summary statistics about an attribute: name, type
 * number/% of missing/unique values, number of distinct values. For
 * numeric attributes gives some other stats (mean/std dev), for nominal
 * attributes gives counts for each attribute value.
 *
 * @author Len Trigg ([e-mail])
 * @version $Revision$
 */
public class AttributeSummaryPanel extends JPanel {

  /** Message shown when no instances have been loaded and no attribute set */
  protected static final String NO_SOURCE = "None";

  /** Displays the name of the relation */
  protected JLabel m_AttributeNameLab = new JLabel(NO_SOURCE);
  
  /** Displays the type of attribute */
  protected JLabel m_AttributeTypeLab = new JLabel(NO_SOURCE);
  
  /** Displays the number of missing values */
  protected JLabel m_MissingLab = new JLabel(NO_SOURCE);
    
  /** Displays the number of unique values */
  protected JLabel m_UniqueLab = new JLabel(NO_SOURCE);
    
  /** Displays the number of distinct values */
  protected JLabel m_DistinctLab = new JLabel(NO_SOURCE);

  /** Displays other stats in a table */
  protected JTable m_StatsTable = new JTable();
  
  /** The instances we're playing with */
  protected Instances m_Instances;

  /** Cached stats on the attributes we've summarized so far */
  protected AttributeStats [] m_AttributeStats;
  
  /**
   * Creates the instances panel with no initial instances.
   */
  public AttributeSummaryPanel() {

    JPanel simple = new JPanel();
    GridBagLayout gbL = new GridBagLayout();
    simple.setLayout(gbL);
    JLabel lab = new JLabel(Resource.srcStr("Name")+":", SwingConstants.RIGHT);
    lab.setBorder(BorderFactory.createEmptyBorder(0, 10, 0, 0));
    GridBagConstraints gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.EAST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 0;     gbC.gridx = 0;
    gbL.setConstraints(lab, gbC);
    simple.add(lab);
    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.WEST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 0;     gbC.gridx = 1;
    gbC.weightx = 100; gbC.gridwidth = 3;
    gbL.setConstraints(m_AttributeNameLab, gbC);
    simple.add(m_AttributeNameLab);
    m_AttributeNameLab.setBorder(BorderFactory.createEmptyBorder(0, 5, 0, 10));
    
    lab = new JLabel(Resource.srcStr("TypeTableHeader")+":", SwingConstants.RIGHT);
    lab.setBorder(BorderFactory.createEmptyBorder(0, 10, 0, 0));
    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.EAST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 0;     gbC.gridx = 4;
    gbL.setConstraints(lab, gbC);
    simple.add(lab);
    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.WEST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 0;     gbC.gridx = 5;
    gbC.weightx = 100;
    gbL.setConstraints(m_AttributeTypeLab, gbC);
    simple.add(m_AttributeTypeLab);
    m_AttributeTypeLab.setBorder(BorderFactory.createEmptyBorder(0, 5, 0, 10));

    // Put into a separate panel?
    lab = new JLabel(Resource.srcStr("Missing")+":", SwingConstants.RIGHT);
    lab.setBorder(BorderFactory.createEmptyBorder(0, 10, 5, 0));
    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.EAST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 1;     gbC.gridx = 0;
    gbL.setConstraints(lab, gbC);
    simple.add(lab);
    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.WEST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 1;     gbC.gridx = 1;
    gbC.weightx = 100;
    gbL.setConstraints(m_MissingLab, gbC);
    simple.add(m_MissingLab);
    m_MissingLab.setBorder(BorderFactory.createEmptyBorder(0, 5, 5, 10));

    lab = new JLabel(Resource.srcStr("Distinct")+":", SwingConstants.RIGHT);
    lab.setBorder(BorderFactory.createEmptyBorder(0, 10, 5, 0));
    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.EAST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 1;     gbC.gridx = 2;
    gbL.setConstraints(lab, gbC);
    simple.add(lab);
    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.WEST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 1;     gbC.gridx = 3;
    gbC.weightx = 100;
    gbL.setConstraints(m_DistinctLab, gbC);
    simple.add(m_DistinctLab);
    m_DistinctLab.setBorder(BorderFactory.createEmptyBorder(0, 5, 5, 10));

    lab = new JLabel(Resource.srcStr("Unique")+":", SwingConstants.RIGHT);
    lab.setBorder(BorderFactory.createEmptyBorder(0, 10, 5, 0));
    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.EAST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 1;     gbC.gridx = 4;
    gbL.setConstraints(lab, gbC);
    simple.add(lab);
    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.WEST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 1;     gbC.gridx = 5;
    gbC.weightx = 100;
    gbL.setConstraints(m_UniqueLab, gbC);
    simple.add(m_UniqueLab);
    m_UniqueLab.setBorder(BorderFactory.createEmptyBorder(0, 5, 5, 10));
    
    setLayout(new BorderLayout());
    add(simple, BorderLayout.NORTH);
    add(new JScrollPane(m_StatsTable), BorderLayout.CENTER);
  }

  /**
   * Tells the panel to use a new set of instances.
   *
   * @param inst a set of Instances
   */
  public void setInstances(Instances inst) {
    
    m_Instances = inst;
    m_AttributeStats = new AttributeStats [inst.numAttributes()];
    m_AttributeNameLab.setText(NO_SOURCE);
    m_AttributeTypeLab.setText(NO_SOURCE);
    m_MissingLab.setText(NO_SOURCE);
    m_UniqueLab.setText(NO_SOURCE);
    m_DistinctLab.setText(NO_SOURCE);
    m_StatsTable.setModel(new DefaultTableModel());
  }

  /**
   * Sets the attribute that statistics will be displayed for.
   *
   * @param index the index of the attribute to display
   */
  public void setAttribute(final int index) {

    setHeader(index);
    if (m_AttributeStats[index] == null) {
      Thread t = new Thread() {
	public void run() {
	  m_AttributeStats[index] = m_Instances
	  .attributeStats(index);
	  SwingUtilities.invokeLater(new Runnable() {
	    public void run() {
	      setDerived(index);
	      m_StatsTable.sizeColumnsToFit(-1);
	      m_StatsTable.revalidate();
	      m_StatsTable.repaint();
	    }
	  });
	}
      };
      t.setPriority(Thread.MIN_PRIORITY);
      t.start();
    } else {
      setDerived(index);
    }
  }
  
  /**
   * Sets the gui elements for fields that are stored in the AttributeStats
   * structure.
   */
  protected void setDerived(int index) {
    
    AttributeStats as = m_AttributeStats[index];
    long percent = Math.round(100.0 * as.missingCount / as.totalCount);
    m_MissingLab.setText("" + as.missingCount + " (" + percent + "%)");
    percent = Math.round(100.0 * as.uniqueCount / as.totalCount);
    m_UniqueLab.setText("" + as.uniqueCount + " (" + percent + "%)");
    m_DistinctLab.setText("" + as.distinctCount);
    setTable(as, index);
  }

  /**
   * Creates a tablemodel for the attribute being displayed
   */
  protected void setTable(AttributeStats as, int index) {
	NumberFormatter numberFormatter = new NumberFormatter();

    if (as.nominalCounts != null) {
      Attribute att = m_Instances.attribute(index);
      Object [] colNames = {"Label", "Count"};
      Object [][] data = new Object [as.nominalCounts.length][2];
      for (int i = 0; i < as.nominalCounts.length; i++) {
	data[i][0] = att.value(i);
	data[i][1] = new Integer(as.nominalCounts[i]);
      }
      m_StatsTable.setModel(new DefaultTableModel(data, colNames));
    } else if (as.numericStats != null) {
      Object [] colNames = {Resource.srcStr("Statistic"), Resource.srcStr("Value")};
      Object [][] data = new Object [4][2];
//      data[0][0] = "Minimum"; data[0][1] = Utils.doubleToString(as.numericStats.min, 3);
//      data[1][0] = "Maximum"; data[1][1] = Utils.doubleToString(as.numericStats.max, 3);
//      data[2][0] = "Mean";    data[2][1] = Utils.doubleToString(as.numericStats.mean, 3);
//      data[3][0] = "StdDev";  data[3][1] = Utils.doubleToString(as.numericStats.stdDev, 3);
      data[0][0] = Resource.srcStr("Minimum"); data[0][1] = NumberFormatter.format(as.numericStats.min);
      data[1][0] = Resource.srcStr("Maximum"); data[1][1] = NumberFormatter.format(as.numericStats.max);
      data[2][0] = Resource.srcStr("Mean");    data[2][1] = NumberFormatter.format(as.numericStats.mean);
      data[3][0] = Resource.srcStr("StdDev");  data[3][1] = NumberFormatter.format(as.numericStats.stdDev);
      m_StatsTable.setModel(new DefaultTableModel(data, colNames));
    } else {
      m_StatsTable.setModel(new DefaultTableModel());
    }
  }
  
  /**
   * Sets the labels for fields we can determine just from the instance
   * header.
   */
  protected void setHeader(int index) {
    
    Attribute att = m_Instances.attribute(index);
    m_AttributeNameLab.setText(att.name());
    switch (att.type()) {
    case Attribute.NOMINAL:
      m_AttributeTypeLab.setText(Resource.srcStr("Nominal"));
      break;
    case Attribute.NUMERIC:
      m_AttributeTypeLab.setText(Resource.srcStr("Numeric"));
      break;
    case Attribute.STRING:
      m_AttributeTypeLab.setText(Resource.srcStr("String"));
      break;
    default:
      m_AttributeTypeLab.setText(Resource.srcStr("Unknown"));
      break;
    }
    m_MissingLab.setText("...");
    m_UniqueLab.setText("...");
    m_DistinctLab.setText("...");
  }

  /**
   * Tests out the attribute summary panel from the command line.
   *
   * @param args optional name of dataset to load
   */
  public static void main(String [] args) {

    try {
      final javax.swing.JFrame jf = new javax.swing.JFrame("Attribute Panel");
      jf.getContentPane().setLayout(new BorderLayout());
      final AttributeSummaryPanel p = new AttributeSummaryPanel();
      p.setBorder(BorderFactory.createTitledBorder(Resource.srcStr("m_AttributeLabel")));
      jf.getContentPane().add(p, BorderLayout.CENTER);
      final javax.swing.JComboBox j = new javax.swing.JComboBox();
      j.setEnabled(false);
      j.addActionListener(new java.awt.event.ActionListener() {
	public void actionPerformed(java.awt.event.ActionEvent e) {
	  p.setAttribute(j.getSelectedIndex());
	}
      });
      jf.getContentPane().add(j, BorderLayout.NORTH);
      jf.addWindowListener(new java.awt.event.WindowAdapter() {
	public void windowClosing(java.awt.event.WindowEvent e) {
	  jf.dispose();
	  System.exit(0);
	}
      });
      jf.pack();
      jf.setVisible(true);
      if (args.length == 1) {
	java.io.Reader r = new java.io.BufferedReader(
			   new java.io.FileReader(args[0]));
	Instances inst = new Instances(r);
	p.setInstances(inst);
	p.setAttribute(0);
	String [] names = new String [inst.numAttributes()];
	for (int i = 0; i < names.length; i++) {
	  names[i] = inst.attribute(i).name();
	}
	j.setModel(new javax.swing.DefaultComboBoxModel(names));
	j.setEnabled(true);
      }
    } catch (Exception ex) {
      ex.printStackTrace();
      System.err.println(ex.getMessage());
    }
  }
}