1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System;
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23 | using System.Collections.Generic;
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24 | using System.Drawing;
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25 | using System.Globalization;
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26 | using System.Linq;
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27 | using System.Text;
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28 | using System.Text.RegularExpressions;
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29 | using System.Windows.Forms;
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30 | using HeuristicLab.Analysis;
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31 | using HeuristicLab.Common;
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32 | using HeuristicLab.Core.Views;
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33 | using HeuristicLab.Data;
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34 | using HeuristicLab.MainForm;
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35 | using HeuristicLab.MainForm.WindowsForms;
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36 |
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37 | namespace HeuristicLab.Optimizer.Tools {
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38 | [View("MDSView")]
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39 | [Content(typeof(DoubleMatrix), IsDefaultView = false)]
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40 | public partial class MDSView : ItemView {
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41 |
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42 | private static Color[] KellysDistinguishableColors = new Color[] {
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43 | Color.FromArgb(0xFF, Color.FromArgb(0xFFB300)),
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44 | Color.FromArgb(0xFF, Color.FromArgb(0x803E75)),
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45 | Color.FromArgb(0xFF, Color.FromArgb(0xFF6800)),
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46 | Color.FromArgb(0xFF, Color.FromArgb(0xA6BDD7)),
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47 | Color.FromArgb(0xFF, Color.FromArgb(0xC10020)),
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48 | Color.FromArgb(0xFF, Color.FromArgb(0xCEA262)),
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49 | Color.FromArgb(0xFF, Color.FromArgb(0x817066)),
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50 | Color.FromArgb(0xFF, Color.FromArgb(0x007D34)),
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51 | Color.FromArgb(0xFF, Color.FromArgb(0xF6768E)),
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52 | Color.FromArgb(0xFF, Color.FromArgb(0x00538A)),
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53 | Color.FromArgb(0xFF, Color.FromArgb(0x53377A)),
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54 | Color.FromArgb(0xFF, Color.FromArgb(0xB32851)),
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55 | Color.FromArgb(0xFF, Color.FromArgb(0x7F180D)),
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56 | Color.FromArgb(0xFF, Color.FromArgb(0x93AA00)),
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57 | Color.FromArgb(0xFF, Color.FromArgb(0x593315)),
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58 | Color.FromArgb(0xFF, Color.FromArgb(0xF13A13)),
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59 | Color.FromArgb(0xFF, Color.FromArgb(0x232C16)),
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60 | };
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61 |
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62 | public new DoubleMatrix Content {
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63 | get { return (DoubleMatrix)base.Content; }
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64 | set { base.Content = value; }
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65 | }
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66 |
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67 | private DoubleArray Characteristic { get; set; }
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68 |
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69 | public MDSView() {
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70 | InitializeComponent();
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71 | Characteristic = new DoubleArray();
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72 | characteristicView.Content = Characteristic;
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73 | }
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74 |
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75 | protected override void RegisterContentEvents() {
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76 | base.RegisterContentEvents();
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77 | Content.RowsChanged += new EventHandler(Content_Changed);
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78 | Content.ColumnsChanged += new EventHandler(Content_Changed);
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79 | }
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80 |
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81 | protected override void DeregisterContentEvents() {
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82 | Content.RowsChanged -= new EventHandler(Content_Changed);
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83 | Content.ColumnsChanged -= new EventHandler(Content_Changed);
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84 | base.DeregisterContentEvents();
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85 | }
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86 |
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87 | private void Content_Changed(object sender, EventArgs e) {
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88 | SetEnabledStateOfControls();
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89 | OnRedraw();
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90 | }
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91 |
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92 | protected override void OnContentChanged() {
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93 | base.OnContentChanged();
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94 | if (Content != null && Content.Rows != Characteristic.Length)
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95 | ((IStringConvertibleArray)Characteristic).Length = Content.Rows;
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96 | OnRedraw();
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97 | }
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98 |
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99 | protected override void SetEnabledStateOfControls() {
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100 | base.SetEnabledStateOfControls();
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101 | visualizationPanel.Enabled = Content != null && Content.Rows == Content.Columns && Content.Rows > 0;
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102 | }
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103 |
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104 | private void drawLinesCheckBox_CheckedChanged(object sender, EventArgs e) {
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105 | OnRedraw();
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106 | }
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107 |
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108 | private void setNamesButton_Click(object sender, EventArgs e) {
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109 | SetNamesDialog dialog = null;
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110 | if (Content.RowNames != null && Content.RowNames.Any())
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111 | dialog = new SetNamesDialog(Content.RowNames);
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112 | else dialog = new SetNamesDialog(Content.Rows);
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113 |
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114 | try {
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115 | if (dialog.ShowDialog() == System.Windows.Forms.DialogResult.OK) {
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116 | Content.RowNames = dialog.Names;
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117 | Content.ColumnNames = dialog.Names;
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118 | OnRedraw();
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119 | }
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120 | } finally {
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121 | dialog.Dispose();
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122 | }
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123 | }
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124 |
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125 | private void copyCoordinatesButton_Click(object sender, EventArgs e) {
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126 | try {
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127 | var coordinates = MultidimensionalScaling.KruskalShepard(Content);
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128 | StringBuilder s = new StringBuilder();
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129 |
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130 | for (int i = 0; i < coordinates.Rows; i++) {
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131 | s.Append(coordinates[i, 0].ToString());
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132 | s.Append('\t');
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133 | s.Append(coordinates[i, 1].ToString());
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134 | s.Append(Environment.NewLine);
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135 | }
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136 |
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137 | Clipboard.SetText(s.ToString());
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138 | } catch (Exception ex) { System.Windows.Forms.MessageBox.Show("Error: " + ex.ToString()); }
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139 | }
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140 |
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141 | private void OnRedraw() {
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142 | if (InvokeRequired) {
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143 | Invoke((Action)OnRedraw, null);
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144 | } else {
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145 | if (!visualizationPanel.Visible) return;
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146 | GenerateImage();
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147 | }
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148 | }
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149 |
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150 | private void GenerateImage() {
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151 | if (Content.Rows == Content.Columns && Content.Rows > 0
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152 | && mdsPictureBox.Width > 0 && mdsPictureBox.Height > 0) {
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153 | Bitmap newBitmap = GenerateDistanceImage();
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154 | if (newBitmap != null) {
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155 | var oldImage = mdsPictureBox.Image;
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156 | mdsPictureBox.Image = newBitmap;
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157 | if (oldImage != null) oldImage.Dispose();
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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 | private Bitmap GenerateDistanceImage() {
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163 | Bitmap newBitmap = new Bitmap(mdsPictureBox.Width, mdsPictureBox.Height);
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164 |
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165 | DoubleMatrix coordinates;
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166 | double stress = double.NaN;
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167 | try {
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168 | coordinates = MultidimensionalScaling.KruskalShepard(Content);
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169 | stress = MultidimensionalScaling.CalculateNormalizedStress(Content, coordinates);
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170 | infoLabel.Text = "Stress: " + stress.ToString("0.00", CultureInfo.CurrentCulture.NumberFormat);
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171 | } catch {
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172 | WriteCenteredTextToBitmap(ref newBitmap, "Matrix is not symmetric");
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173 | infoLabel.Text = "-";
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174 | return newBitmap;
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175 | }
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176 | double xMin = double.MaxValue, yMin = double.MaxValue, xMax = double.MinValue, yMax = double.MinValue;
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177 | double maxDistance = double.MinValue;
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178 | for (int i = 0; i < coordinates.Rows; i++) {
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179 | if (xMin > coordinates[i, 0]) xMin = coordinates[i, 0];
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180 | if (yMin > coordinates[i, 1]) yMin = coordinates[i, 1];
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181 | if (xMax < coordinates[i, 0]) xMax = coordinates[i, 0];
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182 | if (yMax < coordinates[i, 1]) yMax = coordinates[i, 1];
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183 |
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184 | for (int j = i + 1; j < coordinates.Rows; j++) {
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185 | if (Content[i, j] > maxDistance) maxDistance = Content[i, j];
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186 | if (Content[j, i] > maxDistance) maxDistance = Content[j, i];
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187 | }
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188 | }
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189 |
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190 | int border = 20;
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191 | double xStep = xMax != xMin ? (mdsPictureBox.Width - 2 * border) / (xMax - xMin) : 1;
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192 | double yStep = yMax != yMin ? (mdsPictureBox.Height - 2 * border) / (yMax - yMin) : 1;
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193 |
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194 | Point[] points = new Point[coordinates.Rows];
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195 | for (int i = 0; i < coordinates.Rows; i++)
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196 | points[i] = new Point(border + ((int)((coordinates[i, 0] - xMin) * xStep)),
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197 | newBitmap.Height - (border + ((int)((coordinates[i, 1] - yMin) * yStep))));
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198 |
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199 | Random rand = new Random();
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200 | using (Graphics graphics = Graphics.FromImage(newBitmap)) {
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201 | graphics.Clear(Color.White);
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202 |
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203 | if (drawLinesCheckBox.Checked) {
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204 | for (int i = 0; i < coordinates.Rows - 1; i++) {
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205 | for (int j = i + 1; j < coordinates.Rows; j++) {
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206 | Point start = points[i], end = points[j];
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207 | string caption = String.Empty;
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208 | double d = Math.Max(Content[i, j], Content[j, i]);
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209 | float width = (float)Math.Ceiling(5.0 * d / maxDistance);
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210 | if (d > 0) {
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211 | graphics.DrawLine(new Pen(Color.IndianRed, width), start, end);
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212 | if (Content[i, j] != Content[j, i])
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213 | caption = Content[i, j].ToString(CultureInfo.InvariantCulture.NumberFormat)
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214 | + " / " + Content[j, i].ToString(CultureInfo.InvariantCulture.NumberFormat);
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215 | else
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216 | caption = Content[i, j].ToString(CultureInfo.InvariantCulture.NumberFormat);
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217 | }
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218 | if (!String.IsNullOrEmpty(caption)) {
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219 | double r = rand.NextDouble();
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220 | while (r < 0.2 || r > 0.8) r = rand.NextDouble();
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221 | float x = (float)(start.X + (end.X - start.X) * r + 5);
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222 | float y = (float)(start.Y + (end.Y - start.Y) * r + 5);
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223 | graphics.DrawString(caption, Font, Brushes.Black, x, y);
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224 | }
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225 | }
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226 | }
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227 | }
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228 |
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229 | string[] rowNames = null;
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230 | if (Content.RowNames != null && Content.RowNames.Any())
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231 | rowNames = Content.RowNames.ToArray();
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232 | double min = Characteristic.Min(), max = Characteristic.Max();
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233 | if (min == max) {
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234 | var colorCodes = new Dictionary<string, int>();
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235 | for (int i = 0; i < points.Length; i++) {
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236 | Point p = new Point(points[i].X - 3, points[i].Y - 3);
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237 | if (rowNames == null || (rowNames != null && i >= rowNames.Length)) {
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238 | graphics.FillRectangle(Brushes.Black, p.X, p.Y, 8, 8);
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239 | graphics.DrawString(i.ToString(), Font, Brushes.Black, p.X, p.Y + 10);
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240 | } else {
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241 | string pre = rowNames[i].Substring(0, 3);
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242 | string post = rowNames[i].Substring(3);
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243 | if (!colorCodes.ContainsKey(pre)) colorCodes[pre] = !colorCodes.Any() ? 0 : colorCodes.Values.Max() + 1;
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244 | var brush = new SolidBrush(KellysDistinguishableColors[colorCodes[pre]]);
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245 | var size = TextRenderer.MeasureText(post, Font);
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246 | graphics.FillRectangle(brush, p.X, p.Y, 8, 8);
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247 | graphics.DrawString(post, Font, brush, p.X - (size.Width / 2.0f), p.Y + 10);
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248 | }
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249 | }
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250 |
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251 | int offset = 1;
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252 | foreach (var code in colorCodes) {
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253 | using (var brush = new SolidBrush(KellysDistinguishableColors[code.Value])) {
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254 | graphics.DrawString(code.Key, Font, brush, 5, 40 + offset * 20);
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255 | }
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256 | offset++;
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257 | }
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258 | } else {
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259 | var colors = ColorGradient.Colors.ToArray();
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260 | for (int i = 0; i < points.Length; i++) {
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261 | Point p = new Point(points[i].X - 3, points[i].Y - 3);
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262 | double interpolation = Math.Sqrt((Characteristic[i] - min) / (max - min));
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263 | Color c = colors[(int)Math.Floor((colors.Length - 1) * interpolation)];
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264 | var brush = new SolidBrush(c);
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265 | graphics.FillRectangle(brush, p.X, p.Y, 8, 8);
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266 | if (rowNames == null || (rowNames != null && i >= rowNames.Length)) {
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267 | graphics.DrawString(i.ToString(), Font, brush, p.X, p.Y + 10);
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268 | } else {
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269 | var size = TextRenderer.MeasureText(rowNames[i], Font);
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270 | graphics.DrawString(rowNames[i], Font, brush, p.X - (size.Width / 2.0f), p.Y + 10);
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271 | }
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272 | }
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273 | }
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274 | }
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275 | return newBitmap;
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276 | }
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277 |
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278 | private void WriteCenteredTextToBitmap(ref Bitmap bitmap, string text) {
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279 | if (bitmap == null) return;
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280 | using (Graphics g = Graphics.FromImage(bitmap)) {
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281 | g.Clear(Color.White);
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282 |
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283 | Font font = new Font(FontFamily.GenericSansSerif, 12, FontStyle.Regular);
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284 | SizeF strSize = g.MeasureString(text, font);
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285 | if (strSize.Width + 50 > mdsPictureBox.Width) {
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286 | var m = Regex.Match(text, @"\b\w+[.,]*\b*");
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287 | var builder = new StringBuilder();
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288 | while (m.Success) {
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289 | builder.Append(m.Value + " ");
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290 | Match next = m.NextMatch();
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291 | if (g.MeasureString(builder.ToString() + " " + next.Value, font).Width + 50 > mdsPictureBox.Width)
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292 | builder.AppendLine();
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293 | m = next;
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294 | }
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295 | builder.Remove(builder.Length - 1, 1);
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296 | text = builder.ToString();
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297 | strSize = g.MeasureString(text, font);
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298 | }
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299 | g.DrawString(text, font, Brushes.Black, (float)(mdsPictureBox.Width - strSize.Width) / 2.0f, (float)(mdsPictureBox.Height - strSize.Height) / 2.0f);
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300 | }
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301 | }
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302 | }
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303 | }
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