1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2015 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.Linq;
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26 | using System.Windows.Forms;
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27 | using System.Windows.Forms.DataVisualization.Charting;
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28 | using HeuristicLab.Analysis;
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29 | using HeuristicLab.Analysis.Views;
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30 | using HeuristicLab.Collections;
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31 | using HeuristicLab.Common;
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32 | using HeuristicLab.Core.Views;
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33 | using HeuristicLab.MainForm;
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34 |
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35 | namespace HeuristicLab.DataPreprocessing.Views {
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36 | [View("Preprocessing ScatterPlot View")]
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37 | [Content(typeof(ScatterPlot), false)]
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38 | public partial class PreprocessingScatterPlotView : ItemView, IConfigureableView {
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39 | protected List<Series> invisibleSeries;
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40 | protected Dictionary<IObservableList<Point2D<double>>, ScatterPlotDataRow> pointsRowsTable;
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41 | private event EventHandler chartDoubleClick;
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42 |
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43 | public new ScatterPlot Content {
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44 | get { return (ScatterPlot)base.Content; }
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45 | set { base.Content = value; }
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46 | }
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47 |
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48 | public PreprocessingScatterPlotView() {
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49 | InitializeComponent();
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50 | pointsRowsTable = new Dictionary<IObservableList<Point2D<double>>, ScatterPlotDataRow>();
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51 | invisibleSeries = new List<Series>();
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52 | chart.CustomizeAllChartAreas();
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53 | chart.ChartAreas[0].CursorX.Interval = 1;
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54 | }
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55 |
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56 | #region Event Handler Registration
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57 | protected override void DeregisterContentEvents() {
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58 | foreach (ScatterPlotDataRow row in Content.Rows)
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59 | DeregisterScatterPlotDataRowEvents(row);
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60 | Content.VisualPropertiesChanged -= new EventHandler(Content_VisualPropertiesChanged);
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61 | Content.Rows.ItemsAdded -= new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_ItemsAdded);
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62 | Content.Rows.ItemsRemoved -= new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_ItemsRemoved);
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63 | Content.Rows.ItemsReplaced -= new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_ItemsReplaced);
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64 | Content.Rows.CollectionReset -= new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_CollectionReset);
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65 | base.DeregisterContentEvents();
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66 | }
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67 | protected override void RegisterContentEvents() {
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68 | base.RegisterContentEvents();
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69 | Content.VisualPropertiesChanged += new EventHandler(Content_VisualPropertiesChanged);
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70 | Content.Rows.ItemsAdded += new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_ItemsAdded);
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71 | Content.Rows.ItemsRemoved += new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_ItemsRemoved);
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72 | Content.Rows.ItemsReplaced += new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_ItemsReplaced);
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73 | Content.Rows.CollectionReset += new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_CollectionReset);
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74 | }
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75 |
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76 | protected virtual void RegisterScatterPlotDataRowEvents(ScatterPlotDataRow row) {
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77 | row.NameChanged += new EventHandler(Row_NameChanged);
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78 | row.VisualPropertiesChanged += new EventHandler(Row_VisualPropertiesChanged);
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79 | pointsRowsTable.Add(row.Points, row);
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80 | row.Points.ItemsAdded += new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_ItemsAdded);
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81 | row.Points.ItemsRemoved += new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_ItemsRemoved);
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82 | row.Points.ItemsReplaced += new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_ItemsReplaced);
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83 | row.Points.CollectionReset += new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_CollectionReset);
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84 | }
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85 | protected virtual void DeregisterScatterPlotDataRowEvents(ScatterPlotDataRow row) {
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86 | row.Points.ItemsAdded -= new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_ItemsAdded);
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87 | row.Points.ItemsRemoved -= new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_ItemsRemoved);
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88 | row.Points.ItemsReplaced -= new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_ItemsReplaced);
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89 | row.Points.CollectionReset -= new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_CollectionReset);
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90 | pointsRowsTable.Remove(row.Points);
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91 | row.VisualPropertiesChanged -= new EventHandler(Row_VisualPropertiesChanged);
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92 | row.NameChanged -= new EventHandler(Row_NameChanged);
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93 | }
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94 | #endregion
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95 |
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96 | protected override void OnContentChanged() {
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97 | base.OnContentChanged();
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98 | invisibleSeries.Clear();
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99 | chart.ChartAreas[0].AxisX.Title = string.Empty;
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100 | chart.ChartAreas[0].AxisY.Title = string.Empty;
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101 | chart.Series.Clear();
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102 | if (Content != null) {
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103 | AddScatterPlotDataRows(Content.Rows);
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104 | ConfigureChartArea(chart.ChartAreas[0]);
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105 | RecalculateAxesScale(chart.ChartAreas[0]);
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106 | }
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107 | }
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108 |
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109 | protected override void SetEnabledStateOfControls() {
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110 | base.SetEnabledStateOfControls();
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111 | chart.Enabled = Content != null;
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112 | }
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113 |
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114 | public void ShowConfiguration() {
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115 | if (Content != null) {
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116 | using (ScatterPlotVisualPropertiesDialog dialog = new ScatterPlotVisualPropertiesDialog(Content)) {
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117 | dialog.ShowDialog(this);
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118 | }
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119 | } else MessageBox.Show("Nothing to configure.");
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120 | }
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121 |
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122 | protected virtual void AddScatterPlotDataRows(IEnumerable<ScatterPlotDataRow> rows) {
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123 | foreach (var row in rows) {
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124 | RegisterScatterPlotDataRowEvents(row);
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125 | Series series = new Series(row.Name);
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126 | if (row.VisualProperties.DisplayName.Trim() != String.Empty) series.LegendText = row.VisualProperties.DisplayName;
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127 | else series.LegendText = row.Name;
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128 | ConfigureSeries(series, row);
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129 | FillSeriesWithRowValues(series, row);
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130 | chart.Series.Add(series);
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131 | }
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132 | ConfigureChartArea(chart.ChartAreas[0]);
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133 | RecalculateAxesScale(chart.ChartAreas[0]);
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134 | UpdateYCursorInterval();
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135 | }
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136 |
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137 | protected virtual void RemoveScatterPlotDataRows(IEnumerable<ScatterPlotDataRow> rows) {
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138 | foreach (var row in rows) {
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139 | DeregisterScatterPlotDataRowEvents(row);
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140 | Series series = chart.Series[row.Name];
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141 | chart.Series.Remove(series);
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142 | if (invisibleSeries.Contains(series))
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143 | invisibleSeries.Remove(series);
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144 | }
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145 | RecalculateAxesScale(chart.ChartAreas[0]);
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146 | }
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147 |
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148 | private void ConfigureSeries(Series series, ScatterPlotDataRow row) {
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149 | series.BorderWidth = 1;
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150 | series.BorderDashStyle = ChartDashStyle.Solid;
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151 | series.BorderColor = Color.Empty;
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152 |
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153 | if (row.VisualProperties.Color != Color.Empty)
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154 | series.Color = row.VisualProperties.Color;
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155 | else series.Color = Color.Empty;
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156 | series.IsVisibleInLegend = row.VisualProperties.IsVisibleInLegend;
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157 | series.ChartType = SeriesChartType.FastPoint;
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158 | series.MarkerSize = row.VisualProperties.PointSize;
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159 | series.MarkerStyle = ConvertPointStyle(row.VisualProperties.PointStyle);
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160 | series.XAxisType = AxisType.Primary;
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161 | series.YAxisType = AxisType.Primary;
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162 |
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163 | if (row.VisualProperties.DisplayName.Trim() != String.Empty) series.LegendText = row.VisualProperties.DisplayName;
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164 | else series.LegendText = row.Name;
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165 |
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166 | string xAxisTitle = string.IsNullOrEmpty(Content.VisualProperties.XAxisTitle)
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167 | ? "X"
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168 | : Content.VisualProperties.XAxisTitle;
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169 | string yAxisTitle = string.IsNullOrEmpty(Content.VisualProperties.YAxisTitle)
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170 | ? "Y"
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171 | : Content.VisualProperties.YAxisTitle;
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172 | series.ToolTip =
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173 | series.LegendText + Environment.NewLine +
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174 | xAxisTitle + " = " + "#VALX," + Environment.NewLine +
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175 | yAxisTitle + " = " + "#VAL";
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176 | }
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177 |
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178 | private void ConfigureChartArea(ChartArea area) {
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179 |
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180 | if (Content.VisualProperties.AxisTitleFont != null) area.AxisX.TitleFont = Content.VisualProperties.AxisTitleFont;
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181 | if (!Content.VisualProperties.AxisTitleColor.IsEmpty) area.AxisX.TitleForeColor = Content.VisualProperties.AxisTitleColor;
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182 | area.AxisX.Title = Content.VisualProperties.XAxisTitle;
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183 | area.AxisX.MajorGrid.Enabled = Content.VisualProperties.XAxisGrid;
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184 |
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185 | if (Content.VisualProperties.AxisTitleFont != null) area.AxisY.TitleFont = Content.VisualProperties.AxisTitleFont;
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186 | if (!Content.VisualProperties.AxisTitleColor.IsEmpty) area.AxisY.TitleForeColor = Content.VisualProperties.AxisTitleColor;
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187 | area.AxisY.Title = Content.VisualProperties.YAxisTitle;
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188 | area.AxisY.MajorGrid.Enabled = Content.VisualProperties.YAxisGrid;
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189 | }
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190 |
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191 | private void RecalculateAxesScale(ChartArea area) {
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192 | // Reset the axes bounds so that RecalculateAxesScale() will assign new bounds
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193 | foreach (Axis a in area.Axes) {
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194 | a.Minimum = double.NaN;
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195 | a.Maximum = double.NaN;
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196 | }
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197 | area.RecalculateAxesScale();
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198 | area.AxisX.IsMarginVisible = false;
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199 |
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200 | if (!Content.VisualProperties.XAxisMinimumAuto && !double.IsNaN(Content.VisualProperties.XAxisMinimumFixedValue)) area.AxisX.Minimum = Content.VisualProperties.XAxisMinimumFixedValue;
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201 | if (!Content.VisualProperties.XAxisMaximumAuto && !double.IsNaN(Content.VisualProperties.XAxisMaximumFixedValue)) area.AxisX.Maximum = Content.VisualProperties.XAxisMaximumFixedValue;
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202 | if (!Content.VisualProperties.YAxisMinimumAuto && !double.IsNaN(Content.VisualProperties.YAxisMinimumFixedValue)) area.AxisY.Minimum = Content.VisualProperties.YAxisMinimumFixedValue;
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203 | if (!Content.VisualProperties.YAxisMaximumAuto && !double.IsNaN(Content.VisualProperties.YAxisMaximumFixedValue)) area.AxisY.Maximum = Content.VisualProperties.YAxisMaximumFixedValue;
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204 | if (area.AxisX.Minimum >= area.AxisX.Maximum) area.AxisX.Maximum = area.AxisX.Minimum + 1;
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205 | if (area.AxisY.Minimum >= area.AxisY.Maximum) area.AxisY.Maximum = area.AxisY.Minimum + 1;
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206 | }
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207 |
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208 | protected virtual void UpdateYCursorInterval() {
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209 | double interestingValuesRange = (
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210 | from series in chart.Series
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211 | where series.Enabled
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212 | let values = (from point in series.Points
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213 | where !point.IsEmpty
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214 | select point.YValues[0]).DefaultIfEmpty(1.0)
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215 | let range = values.Max() - values.Min()
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216 | where range > 0.0
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217 | select range
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218 | ).DefaultIfEmpty(1.0).Min();
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219 |
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220 | double digits = (int)Math.Log10(interestingValuesRange) - 3;
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221 | double yZoomInterval = Math.Pow(10, digits);
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222 | this.chart.ChartAreas[0].CursorY.Interval = yZoomInterval;
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223 | }
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224 |
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225 |
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226 | public event EventHandler ChartDoubleClick {
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227 | add { chartDoubleClick += value; }
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228 | remove { chartDoubleClick -= value; }
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229 | }
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230 |
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231 | #region Event Handlers
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232 | #region Content Event Handlers
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233 |
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234 | private void Content_VisualPropertiesChanged(object sender, EventArgs e) {
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235 | if (InvokeRequired)
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236 | Invoke(new EventHandler(Content_VisualPropertiesChanged), sender, e);
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237 | else {
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238 | ConfigureChartArea(chart.ChartAreas[0]);
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239 | RecalculateAxesScale(chart.ChartAreas[0]); // axes min/max could have changed
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240 | }
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241 | }
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242 | #endregion
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243 | #region Rows Event Handlers
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244 | private void Rows_ItemsAdded(object sender, CollectionItemsChangedEventArgs<ScatterPlotDataRow> e) {
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245 | if (InvokeRequired)
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246 | Invoke(new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_ItemsAdded), sender, e);
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247 | else {
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248 | AddScatterPlotDataRows(e.Items);
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249 | }
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250 | }
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251 | private void Rows_ItemsRemoved(object sender, CollectionItemsChangedEventArgs<ScatterPlotDataRow> e) {
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252 | if (InvokeRequired)
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253 | Invoke(new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_ItemsRemoved), sender, e);
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254 | else {
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255 | RemoveScatterPlotDataRows(e.Items);
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256 | }
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257 | }
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258 | private void Rows_ItemsReplaced(object sender, CollectionItemsChangedEventArgs<ScatterPlotDataRow> e) {
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259 | if (InvokeRequired)
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260 | Invoke(new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_ItemsReplaced), sender, e);
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261 | else {
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262 | RemoveScatterPlotDataRows(e.OldItems);
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263 | AddScatterPlotDataRows(e.Items);
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264 | }
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265 | }
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266 | private void Rows_CollectionReset(object sender, CollectionItemsChangedEventArgs<ScatterPlotDataRow> e) {
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267 | if (InvokeRequired)
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268 | Invoke(new CollectionItemsChangedEventHandler<ScatterPlotDataRow>(Rows_CollectionReset), sender, e);
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269 | else {
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270 | RemoveScatterPlotDataRows(e.OldItems);
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271 | AddScatterPlotDataRows(e.Items);
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272 | }
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273 | }
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274 | #endregion
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275 | #region Row Event Handlers
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276 | private void Row_VisualPropertiesChanged(object sender, EventArgs e) {
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277 | if (InvokeRequired)
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278 | Invoke(new EventHandler(Row_VisualPropertiesChanged), sender, e);
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279 | else {
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280 | ScatterPlotDataRow row = (ScatterPlotDataRow)sender;
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281 | Series series = chart.Series[row.Name];
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282 | series.Points.Clear();
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283 | ConfigureSeries(series, row);
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284 | FillSeriesWithRowValues(series, row);
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285 | RecalculateAxesScale(chart.ChartAreas[0]);
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286 | }
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287 | }
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288 | private void Row_NameChanged(object sender, EventArgs e) {
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289 | if (InvokeRequired)
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290 | Invoke(new EventHandler(Row_NameChanged), sender, e);
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291 | else {
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292 | ScatterPlotDataRow row = (ScatterPlotDataRow)sender;
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293 | chart.Series[row.Name].Name = row.Name;
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294 | }
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295 | }
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296 | #endregion
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297 | #region Points Event Handlers
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298 | private void Points_ItemsAdded(object sender, CollectionItemsChangedEventArgs<IndexedItem<Point2D<double>>> e) {
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299 | if (InvokeRequired)
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300 | Invoke(new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_ItemsAdded), sender, e);
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301 | else {
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302 | ScatterPlotDataRow row = null;
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303 | pointsRowsTable.TryGetValue((IObservableList<Point2D<double>>)sender, out row);
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304 | if (row != null) {
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305 | Series rowSeries = chart.Series[row.Name];
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306 | if (!invisibleSeries.Contains(rowSeries)) {
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307 | rowSeries.Points.Clear();
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308 | FillSeriesWithRowValues(rowSeries, row);
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309 | RecalculateAxesScale(chart.ChartAreas[0]);
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310 | UpdateYCursorInterval();
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311 | }
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312 | }
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313 | }
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314 | }
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315 | private void Points_ItemsRemoved(object sender, CollectionItemsChangedEventArgs<IndexedItem<Point2D<double>>> e) {
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316 | if (InvokeRequired)
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317 | Invoke(new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_ItemsRemoved), sender, e);
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318 | else {
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319 | ScatterPlotDataRow row = null;
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320 | pointsRowsTable.TryGetValue((IObservableList<Point2D<double>>)sender, out row);
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321 | if (row != null) {
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322 | Series rowSeries = chart.Series[row.Name];
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323 | if (!invisibleSeries.Contains(rowSeries)) {
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324 | rowSeries.Points.Clear();
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325 | FillSeriesWithRowValues(rowSeries, row);
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326 | RecalculateAxesScale(chart.ChartAreas[0]);
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327 | UpdateYCursorInterval();
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328 | }
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329 | }
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330 | }
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331 | }
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332 | private void Points_ItemsReplaced(object sender, CollectionItemsChangedEventArgs<IndexedItem<Point2D<double>>> e) {
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333 | if (InvokeRequired)
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334 | Invoke(new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_ItemsReplaced), sender, e);
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335 | else {
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336 | ScatterPlotDataRow row = null;
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337 | pointsRowsTable.TryGetValue((IObservableList<Point2D<double>>)sender, out row);
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338 | if (row != null) {
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339 | Series rowSeries = chart.Series[row.Name];
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340 | if (!invisibleSeries.Contains(rowSeries)) {
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341 | rowSeries.Points.Clear();
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342 | FillSeriesWithRowValues(rowSeries, row);
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343 | RecalculateAxesScale(chart.ChartAreas[0]);
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344 | UpdateYCursorInterval();
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345 | }
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346 | }
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347 | }
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348 | }
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349 | private void Points_CollectionReset(object sender, CollectionItemsChangedEventArgs<IndexedItem<Point2D<double>>> e) {
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350 | if (InvokeRequired)
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351 | Invoke(new CollectionItemsChangedEventHandler<IndexedItem<Point2D<double>>>(Points_CollectionReset), sender, e);
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352 | else {
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353 | ScatterPlotDataRow row = null;
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354 | pointsRowsTable.TryGetValue((IObservableList<Point2D<double>>)sender, out row);
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355 | if (row != null) {
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356 | Series rowSeries = chart.Series[row.Name];
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357 | if (!invisibleSeries.Contains(rowSeries)) {
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358 | rowSeries.Points.Clear();
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359 | FillSeriesWithRowValues(rowSeries, row);
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360 | RecalculateAxesScale(chart.ChartAreas[0]);
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361 | UpdateYCursorInterval();
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362 | }
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363 | }
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364 | }
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365 | }
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366 | #endregion
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367 | #endregion
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368 |
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369 | #region Chart Event Handlers
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370 | private void chart_MouseDown(object sender, MouseEventArgs e) {
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371 | HitTestResult result = chart.HitTest(e.X, e.Y);
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372 | if (result.ChartElementType == ChartElementType.LegendItem) {
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373 | ToggleSeriesVisible(result.Series);
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374 | }
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375 | }
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376 | private void chart_MouseMove(object sender, MouseEventArgs e) {
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377 | HitTestResult result = chart.HitTest(e.X, e.Y);
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378 | if (result.ChartElementType == ChartElementType.LegendItem)
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379 | this.Cursor = Cursors.Hand;
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380 | else
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381 | this.Cursor = Cursors.Default;
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382 | }
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383 | private void chart_CustomizeLegend(object sender, CustomizeLegendEventArgs e) {
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384 | foreach (LegendItem legendItem in e.LegendItems) {
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385 | var series = chart.Series[legendItem.SeriesName];
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386 | if (series != null) {
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387 | bool seriesIsInvisible = invisibleSeries.Contains(series);
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388 | foreach (LegendCell cell in legendItem.Cells) {
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389 | cell.ForeColor = seriesIsInvisible ? Color.Gray : Color.Black;
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390 | }
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391 | }
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392 | }
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393 | }
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394 | #endregion
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395 |
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396 | private void ToggleSeriesVisible(Series series) {
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397 | if (!invisibleSeries.Contains(series)) {
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398 | series.Points.Clear();
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399 | invisibleSeries.Add(series);
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400 | } else {
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401 | invisibleSeries.Remove(series);
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402 | if (Content != null) {
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403 |
|
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404 | var row = (from r in Content.Rows
|
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405 | where r.Name == series.Name
|
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406 | select r).Single();
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407 | FillSeriesWithRowValues(series, row);
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408 | this.chart.Legends[series.Legend].ForeColor = Color.Black;
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409 | RecalculateAxesScale(chart.ChartAreas[0]);
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410 | UpdateYCursorInterval();
|
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411 | }
|
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412 | }
|
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413 | }
|
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414 |
|
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415 | private void FillSeriesWithRowValues(Series series, ScatterPlotDataRow row) {
|
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416 | for (int i = 0; i < row.Points.Count; i++) {
|
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417 | var value = row.Points[i];
|
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418 | DataPoint point = new DataPoint();
|
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419 | if (IsInvalidValue(value.X) || IsInvalidValue(value.Y))
|
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420 | point.IsEmpty = true;
|
---|
421 | else {
|
---|
422 | point.XValue = value.X;
|
---|
423 | point.YValues = new double[] { value.Y };
|
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424 | }
|
---|
425 | series.Points.Add(point);
|
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426 | }
|
---|
427 | }
|
---|
428 |
|
---|
429 | #region Helpers
|
---|
430 | private MarkerStyle ConvertPointStyle(ScatterPlotDataRowVisualProperties.ScatterPlotDataRowPointStyle pointStyle) {
|
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431 | switch (pointStyle) {
|
---|
432 | case ScatterPlotDataRowVisualProperties.ScatterPlotDataRowPointStyle.Circle:
|
---|
433 | return MarkerStyle.Circle;
|
---|
434 | case ScatterPlotDataRowVisualProperties.ScatterPlotDataRowPointStyle.Cross:
|
---|
435 | return MarkerStyle.Cross;
|
---|
436 | case ScatterPlotDataRowVisualProperties.ScatterPlotDataRowPointStyle.Diamond:
|
---|
437 | return MarkerStyle.Diamond;
|
---|
438 | case ScatterPlotDataRowVisualProperties.ScatterPlotDataRowPointStyle.Square:
|
---|
439 | return MarkerStyle.Square;
|
---|
440 | case ScatterPlotDataRowVisualProperties.ScatterPlotDataRowPointStyle.Star4:
|
---|
441 | return MarkerStyle.Star4;
|
---|
442 | case ScatterPlotDataRowVisualProperties.ScatterPlotDataRowPointStyle.Star5:
|
---|
443 | return MarkerStyle.Star5;
|
---|
444 | case ScatterPlotDataRowVisualProperties.ScatterPlotDataRowPointStyle.Star6:
|
---|
445 | return MarkerStyle.Star6;
|
---|
446 | case ScatterPlotDataRowVisualProperties.ScatterPlotDataRowPointStyle.Star10:
|
---|
447 | return MarkerStyle.Star10;
|
---|
448 | case ScatterPlotDataRowVisualProperties.ScatterPlotDataRowPointStyle.Triangle:
|
---|
449 | return MarkerStyle.Triangle;
|
---|
450 | default:
|
---|
451 | return MarkerStyle.None;
|
---|
452 | }
|
---|
453 | }
|
---|
454 |
|
---|
455 | protected static bool IsInvalidValue(double x) {
|
---|
456 | return double.IsNaN(x) || x < (double)decimal.MinValue || x > (double)decimal.MaxValue;
|
---|
457 | }
|
---|
458 | #endregion
|
---|
459 |
|
---|
460 | //bubble double click event with scatter plot view as sender
|
---|
461 | private void chart_DoubleClick(object sender, EventArgs e) {
|
---|
462 | if (chartDoubleClick != null)
|
---|
463 | chartDoubleClick(this, e);
|
---|
464 | }
|
---|
465 | }
|
---|
466 | }
|
---|