[14348] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[15583] | 3 | * Copyright (C) 2002-2018 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[14348] | 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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[15667] | 21 |
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[14348] | 22 | using System;
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[15667] | 23 | using System.Collections.Generic;
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[14348] | 24 | using System.Linq;
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[15753] | 25 | using System.Threading;
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| 26 | using System.Threading.Tasks;
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[15667] | 27 | using HeuristicLab.Common;
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[14348] | 28 | using HeuristicLab.Data;
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| 29 | using HeuristicLab.MainForm;
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| 30 |
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| 31 | namespace HeuristicLab.Problems.DataAnalysis.Views {
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| 32 | [View("Variable Impacts")]
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[15638] | 33 | [Content(typeof(IClassificationSolution))]
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| 34 | public partial class ClassificationSolutionVariableImpactsView : DataAnalysisSolutionEvaluationView {
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[15729] | 35 | #region Nested Types
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[15674] | 36 | private enum SortingCriteria {
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| 37 | ImpactValue,
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| 38 | Occurrence,
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| 39 | VariableName
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| 40 | }
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[15729] | 41 | #endregion
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[15674] | 42 |
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[15729] | 43 | #region Fields
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[15667] | 44 | private Dictionary<string, double> rawVariableImpacts = new Dictionary<string, double>();
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[15753] | 45 | private Thread thread;
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[15729] | 46 | #endregion
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[14348] | 47 |
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[15729] | 48 | #region Getter/Setter
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[15638] | 49 | public new IClassificationSolution Content {
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| 50 | get { return (IClassificationSolution)base.Content; }
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[14348] | 51 | set {
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| 52 | base.Content = value;
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| 53 | }
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| 54 | }
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[15729] | 55 | #endregion
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[14348] | 56 |
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[15729] | 57 | #region Ctor
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[15638] | 58 | public ClassificationSolutionVariableImpactsView()
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[14348] | 59 | : base() {
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| 60 | InitializeComponent();
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[15667] | 61 |
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[15674] | 62 | this.sortByComboBox.Items.AddRange(Enum.GetValues(typeof(SortingCriteria)).Cast<object>().ToArray());
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| 63 | this.sortByComboBox.SelectedItem = SortingCriteria.ImpactValue;
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[15667] | 64 |
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[15729] | 65 | //Set the default values
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[14348] | 66 | this.dataPartitionComboBox.SelectedIndex = 0;
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| 67 | this.replacementComboBox.SelectedIndex = 0;
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[14826] | 68 | this.factorVarReplComboBox.SelectedIndex = 0;
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[14348] | 69 | }
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[15729] | 70 | #endregion
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[14348] | 71 |
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[15729] | 72 | #region Events
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[14348] | 73 | protected override void RegisterContentEvents() {
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| 74 | base.RegisterContentEvents();
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| 75 | Content.ModelChanged += new EventHandler(Content_ModelChanged);
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| 76 | Content.ProblemDataChanged += new EventHandler(Content_ProblemDataChanged);
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| 77 | }
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| 78 |
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| 79 | protected override void DeregisterContentEvents() {
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| 80 | base.DeregisterContentEvents();
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| 81 | Content.ModelChanged -= new EventHandler(Content_ModelChanged);
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| 82 | Content.ProblemDataChanged -= new EventHandler(Content_ProblemDataChanged);
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| 83 | }
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| 84 |
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| 85 | protected virtual void Content_ProblemDataChanged(object sender, EventArgs e) {
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| 86 | OnContentChanged();
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| 87 | }
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| 88 |
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| 89 | protected virtual void Content_ModelChanged(object sender, EventArgs e) {
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| 90 | OnContentChanged();
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| 91 | }
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| 92 |
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| 93 | protected override void OnContentChanged() {
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| 94 | base.OnContentChanged();
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| 95 | if (Content == null) {
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| 96 | variableImactsArrayView.Content = null;
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| 97 | } else {
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[15753] | 98 | UpdateVariableImpact();
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[14348] | 99 | }
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| 100 | }
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| 101 |
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[15753] | 102 | private void ClassificationSolutionVariableImpactsView_VisibleChanged(object sender, EventArgs e) {
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| 103 | if (thread == null) { return; }
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[15667] | 104 |
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[15753] | 105 | if (thread.IsAlive) { thread.Abort(); }
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| 106 | thread = null;
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| 107 | }
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| 108 |
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| 109 |
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[15667] | 110 | private void dataPartitionComboBox_SelectedIndexChanged(object sender, EventArgs e) {
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[15753] | 111 | UpdateVariableImpact();
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[15667] | 112 | }
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| 113 |
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| 114 | private void replacementComboBox_SelectedIndexChanged(object sender, EventArgs e) {
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[15753] | 115 | UpdateVariableImpact();
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[15667] | 116 | }
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| 117 |
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| 118 | private void sortByComboBox_SelectedIndexChanged(object sender, EventArgs e) {
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| 119 | //Update the default ordering (asc,desc), but remove the eventHandler beforehand (otherwise the data would be ordered twice)
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| 120 | ascendingCheckBox.CheckedChanged -= ascendingCheckBox_CheckedChanged;
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[15674] | 121 | switch ((SortingCriteria)sortByComboBox.SelectedItem) {
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| 122 | case SortingCriteria.ImpactValue:
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[15667] | 123 | ascendingCheckBox.Checked = false;
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| 124 | break;
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[15674] | 125 | case SortingCriteria.Occurrence:
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[15667] | 126 | ascendingCheckBox.Checked = true;
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| 127 | break;
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[15674] | 128 | case SortingCriteria.VariableName:
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[15667] | 129 | ascendingCheckBox.Checked = true;
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| 130 | break;
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| 131 | default:
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[15674] | 132 | throw new NotImplementedException("Ordering for selected SortingCriteria not implemented");
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[15667] | 133 | }
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| 134 | ascendingCheckBox.CheckedChanged += ascendingCheckBox_CheckedChanged;
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| 135 |
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| 136 | UpdateDataOrdering();
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| 137 | }
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| 138 |
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| 139 | private void ascendingCheckBox_CheckedChanged(object sender, EventArgs e) {
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| 140 | UpdateDataOrdering();
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| 141 | }
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[15729] | 142 |
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[15667] | 143 | #endregion
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| 144 |
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[15753] | 145 | #region Helper Methods
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| 146 | private void UpdateVariableImpact() {
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[15729] | 147 | //Check if the selection is valid
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[15674] | 148 | if (Content == null) { return; }
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| 149 | if (replacementComboBox.SelectedIndex < 0) { return; }
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| 150 | if (dataPartitionComboBox.SelectedIndex < 0) { return; }
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| 151 | if (factorVarReplComboBox.SelectedIndex < 0) { return; }
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| 152 |
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[15729] | 153 | //Prepare arguments
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[15674] | 154 | var mainForm = (MainForm.WindowsForms.MainForm)MainFormManager.MainForm;
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| 155 | var replMethod = (ClassificationSolutionVariableImpactsCalculator.ReplacementMethodEnum)replacementComboBox.Items[replacementComboBox.SelectedIndex];
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| 156 | var factorReplMethod = (ClassificationSolutionVariableImpactsCalculator.FactorReplacementMethodEnum)factorVarReplComboBox.Items[factorVarReplComboBox.SelectedIndex];
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| 157 | var dataPartition = (ClassificationSolutionVariableImpactsCalculator.DataPartitionEnum)dataPartitionComboBox.SelectedItem;
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| 158 |
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[15753] | 159 | variableImactsArrayView.Caption = Content.Name + " Variable Impacts";
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| 160 |
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| 161 | mainForm.AddOperationProgressToView(this, "Calculating variable impacts for " + Content.Name);
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| 162 |
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| 163 | Task.Factory.StartNew(() => {
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| 164 | thread = Thread.CurrentThread;
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| 165 | //Remember the original ordering of the variables
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| 166 | var impacts = ClassificationSolutionVariableImpactsCalculator.CalculateImpacts(Content, dataPartition, replMethod, factorReplMethod);
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| 167 | var problemData = Content.ProblemData;
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| 168 | var inputvariables = new HashSet<string>(problemData.AllowedInputVariables.Union(Content.Model.VariablesUsedForPrediction));
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| 169 | var originalVariableOrdering = problemData.Dataset.VariableNames.Where(v => inputvariables.Contains(v)).Where(problemData.Dataset.VariableHasType<double>).ToList();
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| 170 |
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| 171 | rawVariableImpacts.Clear();
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| 172 | originalVariableOrdering.ForEach(v => rawVariableImpacts.Add(v, impacts.First(vv => vv.Item1 == v).Item2));
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| 173 | }).ContinueWith((o) => {
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| 174 | UpdateDataOrdering();
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| 175 | mainForm.RemoveOperationProgressFromView(this);
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| 176 | thread = null;
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| 177 | }, TaskScheduler.FromCurrentSynchronizationContext());
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[14348] | 178 | }
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| 179 |
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[15667] | 180 | /// <summary>
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| 181 | /// Updates the <see cref="variableImactsArrayView"/> according to the selected ordering <see cref="ascendingCheckBox"/> of the selected Column <see cref="sortByComboBox"/>
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| 182 | /// The default is "Descending" by "VariableImpact" (as in previous versions)
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| 183 | /// </summary>
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| 184 | private void UpdateDataOrdering() {
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| 185 | //Check if valid sortingCriteria is selected and data exists
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[15674] | 186 | if (sortByComboBox.SelectedIndex == -1) { return; }
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| 187 | if (rawVariableImpacts == null) { return; }
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| 188 | if (!rawVariableImpacts.Any()) { return; }
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[14348] | 189 |
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[15674] | 190 | var selectedItem = (SortingCriteria)sortByComboBox.SelectedItem;
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[15667] | 191 | bool ascending = ascendingCheckBox.Checked;
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[14348] | 192 |
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[15667] | 193 | IEnumerable<KeyValuePair<string, double>> orderedEntries = null;
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| 194 |
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| 195 | //Sort accordingly
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| 196 | switch (selectedItem) {
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[15674] | 197 | case SortingCriteria.ImpactValue:
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| 198 | orderedEntries = rawVariableImpacts.OrderBy(v => v.Value);
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[15667] | 199 | break;
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[15674] | 200 | case SortingCriteria.Occurrence:
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| 201 | orderedEntries = rawVariableImpacts;
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[15667] | 202 | break;
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[15674] | 203 | case SortingCriteria.VariableName:
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| 204 | orderedEntries = rawVariableImpacts.OrderBy(v => v.Key, new NaturalStringComparer());
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[15667] | 205 | break;
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| 206 | default:
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[15674] | 207 | throw new NotImplementedException("Ordering for selected SortingCriteria not implemented");
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[15667] | 208 | }
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| 209 |
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[15674] | 210 | if (!ascending) { orderedEntries = orderedEntries.Reverse(); }
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| 211 |
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[15667] | 212 | //Write the data back
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| 213 | var impactArray = new DoubleArray(orderedEntries.Select(i => i.Value).ToArray()) {
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| 214 | ElementNames = orderedEntries.Select(i => i.Key)
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| 215 | };
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[15729] | 216 |
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[15753] | 217 | //Could be, if the View was closed
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[15729] | 218 | if (!variableImactsArrayView.IsDisposed) {
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| 219 | variableImactsArrayView.Content = (DoubleArray)impactArray.AsReadOnly();
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| 220 | }
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[14348] | 221 | }
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[15753] | 222 | #endregion
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[14348] | 223 | }
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| 224 | }
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