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Massive On-line Analysis is an environment for massive data mining. MOA
provides a framework for data stream mining and includes tools for evaluation
and a collection of machine learning algorithms. Related to the WEKA project,
also written in Java, while scaling to more demanding problems.
/**
* PointPanel.java
*
* @author Timm Jansen ([email protected])
* @editor Yunsu Kim
*
* Last edited: 2013/06/02
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*
*
*/
package moa.gui.visualization;
import java.awt.Color;
import java.awt.Dimension;
import java.awt.Graphics;
import java.awt.Graphics2D;
import java.awt.Point;
import javax.swing.JPanel;
public class PointPanel extends JPanel{
private static final long serialVersionUID = 1L;
static final int POINTSIZE = 4;
DataPoint point;
protected int x_dim = 0;
protected int y_dim = 1;
protected Color col;
protected Color default_color = Color.BLACK;
protected int panel_size;
protected int window_size;
protected boolean highligted = false;
protected double decayRate;
protected double decayThreshold;
protected int type;
protected final int TYPE_PLAIN = 0;
protected final int TYPE_CLUSTERED = 1;
protected StreamPanel sp;
/**
* Type 1: Possibly be decayed, colored by class label.
*
* @param point
* @param streamPanel
* @param decayRate
* @param decayThreshold
*/
public PointPanel(DataPoint point, StreamPanel streamPanel, double decayRate, double decayThreshold) {
this.point = point;
this.panel_size = POINTSIZE;
this.decayRate = decayRate;
this.decayThreshold = decayThreshold;
this.col = default_color;
this.sp = streamPanel;
this.type = TYPE_PLAIN;
setVisible(true);
setOpaque(false);
setSize(new Dimension(1, 1));
setLocation(0, 0);
initComponents();
}
/**
* Type 2: Never be decayed, single color.
*
* @param point
* @param streamPanel
* @param color
*/
public PointPanel(DataPoint point, StreamPanel streamPanel, Color color) {
this.point = point;
this.panel_size = POINTSIZE;
this.decayRate = 0; // Never be decayed
this.decayThreshold = 0;
this.col = color;
this.sp = streamPanel;
this.type = TYPE_CLUSTERED;
setVisible(true);
setOpaque(false);
setSize(new Dimension(1, 1));
setLocation(0,0);
initComponents();
}
public void updateLocation(){
window_size = Math.min(sp.getWidth(), sp.getHeight());
x_dim = sp.getActiveXDim();
y_dim = sp.getActiveYDim();
setSize(new Dimension(panel_size + 1, panel_size + 1));
setLocation((int)(point.value(x_dim) * window_size - (panel_size / 2)), (int)(point.value(y_dim) * window_size - (panel_size / 2)));
}
/** This method is called from within the constructor to
* initialize the form.
* WARNING: Do NOT modify this code. The content of this method is
* always regenerated by the Form Editor.
*/
@SuppressWarnings("unchecked")
// //GEN-BEGIN:initComponents
private void initComponents() {
javax.swing.GroupLayout layout = new javax.swing.GroupLayout(this);
this.setLayout(layout);
layout.setHorizontalGroup(
layout.createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING)
.addGap(0, 296, Short.MAX_VALUE)
);
layout.setVerticalGroup(
layout.createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING)
.addGap(0, 266, Short.MAX_VALUE)
);
}// //GEN-END:initComponents
@Override
protected void paintComponent(Graphics g) {
if (type == TYPE_PLAIN) {
point.updateWeight(RunVisualizer.getCurrentTimestamp(), decayRate);
if (point.weight() < decayThreshold) {
getParent().remove(this);
return;
}
}
Color color = getColor();
//Color errcolor = getErrorColor();
//if (errcolor == null) {
// errcolor = color;
panel_size = POINTSIZE;
//} else {
// panel_size = POINTSIZE + 2;
//}
updateLocation();
/*g.setColor(errcolor);
g.drawOval(0, 0, panel_size, panel_size);
g.setColor(color);
g.fillOval(0, 0, panel_size, panel_size);*/
if (type == TYPE_PLAIN) {
g.setColor(color);
if (point.isNoise()) {
g.setFont(g.getFont().deriveFont(9.0f));
g.drawChars(new char[] {'x'}, 0, 1, 0, panel_size);
} else {
g.drawOval(0, 0, panel_size, panel_size);
g.setColor(color);
g.fillOval(0, 0, panel_size, panel_size);
}
} else if (type == TYPE_CLUSTERED) {
g.setColor(color);
g.drawOval(0, 0, panel_size, panel_size);
}
setToolTipText(point.getInfo(x_dim, y_dim));
}
private Color getErrorColor(){
String cmdvalue = point.getMeasureValue("CMM");
Color color = null;
if(!cmdvalue.equals("")){
double err = Double.parseDouble(cmdvalue);
if(err > 0.00001){
if(err > 0.7) err = 1;
int alpha = (int)(100+155*err);
color = new Color(255, 0, 0, alpha);
}
if(err == 0.00001){
color = new Color(255, 0, 0,100);
}
}
return color;
}
private Color getColor(){
Color color = null;
if (type == TYPE_PLAIN) {
ClusterPanel cp = sp.getHighlightedClusterPanel();
if (cp != null) {
if (cp.getClusterLabel() == point.classValue()) {
color = Color.BLUE;
}
}
if (color == null) {
int alpha = (int)(point.weight() * 200 + 55);
float numCl = 10;
Color c;
if (point.isNoise()) {
c = Color.GRAY;
} else {
c = getPointColorbyClass(point, numCl);
}
color = new Color(c.getRed(), c.getGreen(), c.getBlue(), alpha);
}
} else if (type == TYPE_CLUSTERED) {
color = this.col;
}
return color;
}
public static Color getPointColorbyClass(DataPoint point, float numClasses){
Color c;
int classValue = (int)point.classValue();
if (classValue != point.noiseLabel) {
c = new Color(Color.HSBtoRGB((float)((classValue+1)/numClasses), 1f, 240f/240));
} else {
c = Color.GRAY;
}
return c;
}
public void highlight(boolean enabled){
highligted = enabled;
repaint();
}
public String getObjectInfo(){
return point.getInfo(x_dim, y_dim);
}
@Override
public String getToolTipText() {
return super.getToolTipText();
}
// Variables declaration - do not modify//GEN-BEGIN:variables
// End of variables declaration//GEN-END:variables
public String getSVGString(int width){
StringBuffer out = new StringBuffer();
int x = (int)(point.value(x_dim)*window_size);
int y = (int)(point.value(y_dim)*window_size);
int radius = panel_size/2;
//radius = 1;
Color c = getColor();
String color = "rgb("+c.getRed()+","+c.getGreen()+","+c.getBlue()+")";
double trans = c.getAlpha()/255.0;
out.append(" ");
out.append("\n");
return out.toString();
}
public void drawOnCanvas(Graphics2D imageGraphics) {
Point location = getLocation();
if (type == TYPE_PLAIN) {
imageGraphics.drawOval(location.x, location.y, panel_size, panel_size);
imageGraphics.fillOval(location.x, location.y, panel_size, panel_size);
} else if (type == TYPE_CLUSTERED) {
imageGraphics.drawOval(location.x, location.y, panel_size, panel_size);
}
}
}
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