1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2016 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.Linq;
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25 | using HeuristicLab.Analysis;
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26 | using HeuristicLab.Common;
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27 | using HeuristicLab.Core;
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28 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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29 | using HeuristicLab.Visualization.ChartControlsExtensions;
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30 |
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31 | namespace HeuristicLab.DataPreprocessing {
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32 | [Item("ScatterPlotContent", "")]
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33 | [StorableClass]
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34 | public abstract class ScatterPlotContent : PreprocessingChartContent {
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35 | [Storable]
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36 | public string GroupingVariable { get; set; }
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37 |
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38 | #region Constructor, Cloning & Persistence
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39 | protected ScatterPlotContent(IFilteredPreprocessingData preprocessingData)
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40 | : base(preprocessingData) {
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41 | }
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42 |
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43 | protected ScatterPlotContent(ScatterPlotContent original, Cloner cloner)
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44 | : base(original, cloner) {
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45 | GroupingVariable = original.GroupingVariable;
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46 | }
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47 |
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48 | [StorableConstructor]
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49 | protected ScatterPlotContent(bool deserializing)
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50 | : base(deserializing) { }
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51 | #endregion
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52 |
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53 | public static ScatterPlot CreateScatterPlot(IFilteredPreprocessingData preprocessingData, string variableNameX, string variableNameY, string variableNameGroup = "-", LegendOrder legendOrder = LegendOrder.Alphabetically) {
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54 | ScatterPlot scatterPlot = new ScatterPlot();
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55 |
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56 | IList<double> xValues = preprocessingData.GetValues<double>(preprocessingData.GetColumnIndex(variableNameX));
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57 | IList<double> yValues = preprocessingData.GetValues<double>(preprocessingData.GetColumnIndex(variableNameY));
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58 |
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59 | var points = xValues.Zip(yValues, (x, y) => new Point2D<double>(x, y)).ToList();
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60 | var validPoints = points.Where(p => !double.IsNaN(p.X) && !double.IsNaN(p.Y) && !double.IsInfinity(p.X) && !double.IsInfinity(p.Y)).ToList();
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61 | if (validPoints.Any()) {
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62 | try {
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63 | double axisMin, axisMax, axisInterval;
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64 | ChartUtil.CalculateOptimalAxisInterval(validPoints.Min(p => p.X), validPoints.Max(p => p.X), out axisMin, out axisMax, out axisInterval);
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65 | scatterPlot.VisualProperties.XAxisMinimumAuto = false;
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66 | scatterPlot.VisualProperties.XAxisMaximumAuto = false;
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67 | scatterPlot.VisualProperties.XAxisMinimumFixedValue = axisMin;
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68 | scatterPlot.VisualProperties.XAxisMaximumFixedValue = axisMax;
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69 | } catch (ArgumentOutOfRangeException) { } // error during CalculateOptimalAxisInterval
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70 | try {
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71 | double axisMin, axisMax, axisInterval;
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72 | ChartUtil.CalculateOptimalAxisInterval(validPoints.Min(p => p.Y), validPoints.Max(p => p.Y), out axisMin, out axisMax, out axisInterval);
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73 | scatterPlot.VisualProperties.YAxisMinimumAuto = false;
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74 | scatterPlot.VisualProperties.YAxisMaximumAuto = false;
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75 | scatterPlot.VisualProperties.YAxisMinimumFixedValue = axisMin;
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76 | scatterPlot.VisualProperties.YAxisMaximumFixedValue = axisMax;
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77 | } catch (ArgumentOutOfRangeException) { } // error during CalculateOptimalAxisInterval
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78 | }
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79 |
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80 |
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81 | //No Grouping
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82 | if (string.IsNullOrEmpty(variableNameGroup) || variableNameGroup == "-") {
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83 | ScatterPlotDataRow scdr = new ScatterPlotDataRow(variableNameX + " - " + variableNameY, "", validPoints);
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84 | scdr.VisualProperties.IsVisibleInLegend = false;
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85 | scatterPlot.Rows.Add(scdr);
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86 | return scatterPlot;
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87 | }
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88 |
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89 | //Grouping
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90 | int groupVariableIndex = preprocessingData.GetColumnIndex(variableNameGroup);
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91 | var groupingValues = Enumerable.Empty<string>();
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92 |
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93 | if (preprocessingData.VariableHasType<double>(groupVariableIndex)) {
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94 | groupingValues = preprocessingData.GetValues<double>(groupVariableIndex).Select(x => x.ToString());
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95 | } else if (preprocessingData.VariableHasType<string>(groupVariableIndex)) {
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96 | groupingValues = preprocessingData.GetValues<string>(groupVariableIndex);
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97 | } else if (preprocessingData.VariableHasType<DateTime>(groupVariableIndex)) {
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98 | groupingValues = preprocessingData.GetValues<DateTime>(groupVariableIndex).Select(x => x.ToString());
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99 | }
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100 | var groups = groupingValues.Zip(validPoints, Tuple.Create).GroupBy(t => t.Item1, t => t.Item2);
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101 |
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102 | if (legendOrder == LegendOrder.Alphabetically)
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103 | groups = groups.OrderBy(x => x.Key, new NaturalStringComparer());
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104 |
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105 | foreach (var group in groups) {
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106 | var scdr = new ScatterPlotDataRow {
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107 | Name = group.Key,
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108 | VisualProperties = {
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109 | IsVisibleInLegend = true,
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110 | PointSize = 6
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111 | }
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112 | };
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113 | scdr.Points.AddRange(group);
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114 | scatterPlot.Rows.Add(scdr);
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115 | }
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116 | return scatterPlot;
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117 | }
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118 | }
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119 | }
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