[14348] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[16057] | 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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[16057] | 21 |
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[14348] | 22 | using System;
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[16057] | 23 | using System.Collections.Generic;
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[14348] | 24 | using System.Linq;
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[16057] | 25 | using System.Threading;
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[14348] | 26 | using System.Threading.Tasks;
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[16057] | 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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| 33 | [Content(typeof(IRegressionSolution))]
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| 34 | public partial class RegressionSolutionVariableImpactsView : DataAnalysisSolutionEvaluationView {
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[16057] | 35 | private CancellationTokenSource cancellationToken = new CancellationTokenSource();
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| 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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| 41 | private List<Tuple<string, double>> rawVariableImpacts = new List<Tuple<string, double>>();
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[14348] | 42 |
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| 43 | public new IRegressionSolution Content {
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| 44 | get { return (IRegressionSolution)base.Content; }
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| 45 | set {
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| 46 | base.Content = value;
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| 47 | }
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| 48 | }
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| 49 |
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| 50 | public RegressionSolutionVariableImpactsView()
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| 51 | : base() {
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| 52 | InitializeComponent();
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[16057] | 53 |
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| 54 | //Set the default values
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[14348] | 55 | this.dataPartitionComboBox.SelectedIndex = 0;
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[16057] | 56 | this.replacementComboBox.SelectedIndex = 3;
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[14826] | 57 | this.factorVarReplComboBox.SelectedIndex = 0;
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[16057] | 58 | this.sortByComboBox.SelectedItem = SortingCriteria.ImpactValue;
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[14348] | 59 | }
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| 60 |
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| 61 | protected override void RegisterContentEvents() {
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| 62 | base.RegisterContentEvents();
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| 63 | Content.ModelChanged += new EventHandler(Content_ModelChanged);
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| 64 | Content.ProblemDataChanged += new EventHandler(Content_ProblemDataChanged);
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| 65 | }
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| 66 |
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| 67 | protected override void DeregisterContentEvents() {
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| 68 | base.DeregisterContentEvents();
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| 69 | Content.ModelChanged -= new EventHandler(Content_ModelChanged);
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| 70 | Content.ProblemDataChanged -= new EventHandler(Content_ProblemDataChanged);
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| 71 | }
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| 72 |
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| 73 | protected virtual void Content_ProblemDataChanged(object sender, EventArgs e) {
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| 74 | OnContentChanged();
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| 75 | }
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| 76 |
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| 77 | protected virtual void Content_ModelChanged(object sender, EventArgs e) {
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| 78 | OnContentChanged();
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| 79 | }
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| 80 |
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| 81 | protected override void OnContentChanged() {
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| 82 | base.OnContentChanged();
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| 83 | if (Content == null) {
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| 84 | variableImactsArrayView.Content = null;
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| 85 | } else {
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[16057] | 86 | UpdateVariableImpact();
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[14348] | 87 | }
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| 88 | }
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| 89 |
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[16057] | 90 | private void RegressionSolutionVariableImpactsView_VisibleChanged(object sender, EventArgs e) {
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| 91 | cancellationToken.Cancel();
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| 92 | }
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| 93 |
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| 94 |
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| 95 | private void dataPartitionComboBox_SelectedIndexChanged(object sender, EventArgs e) {
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| 96 | UpdateVariableImpact();
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| 97 | }
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| 98 |
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| 99 | private void replacementComboBox_SelectedIndexChanged(object sender, EventArgs e) {
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| 100 | UpdateVariableImpact();
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| 101 | }
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| 102 |
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| 103 | private void sortByComboBox_SelectedIndexChanged(object sender, EventArgs e) {
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| 104 | //Update the default ordering (asc,desc), but remove the eventHandler beforehand (otherwise the data would be ordered twice)
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| 105 | ascendingCheckBox.CheckedChanged -= ascendingCheckBox_CheckedChanged;
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| 106 | ascendingCheckBox.Checked = (SortingCriteria)sortByComboBox.SelectedItem != SortingCriteria.ImpactValue;
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| 107 | ascendingCheckBox.CheckedChanged += ascendingCheckBox_CheckedChanged;
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| 108 |
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| 109 | UpdateOrdering();
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| 110 | }
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| 111 |
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| 112 | private void ascendingCheckBox_CheckedChanged(object sender, EventArgs e) {
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| 113 | UpdateOrdering();
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| 114 | }
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| 115 |
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| 116 |
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| 117 | private async void UpdateVariableImpact() {
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| 118 | IProgress progress;
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| 119 |
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| 120 | //Check if the selection is valid
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| 121 | if (Content == null) { return; }
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| 122 | if (replacementComboBox.SelectedIndex < 0) { return; }
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| 123 | if (dataPartitionComboBox.SelectedIndex < 0) { return; }
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| 124 | if (factorVarReplComboBox.SelectedIndex < 0) { return; }
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| 125 |
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| 126 | //Prepare arguments
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[14348] | 127 | var mainForm = (MainForm.WindowsForms.MainForm)MainFormManager.MainForm;
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[16057] | 128 | var replMethod = (RegressionSolutionVariableImpactsCalculator.ReplacementMethodEnum)replacementComboBox.Items[replacementComboBox.SelectedIndex];
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| 129 | var factorReplMethod = (RegressionSolutionVariableImpactsCalculator.FactorReplacementMethodEnum)factorVarReplComboBox.Items[factorVarReplComboBox.SelectedIndex];
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| 130 | var dataPartition = (RegressionSolutionVariableImpactsCalculator.DataPartitionEnum)dataPartitionComboBox.SelectedItem;
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| 131 |
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[14348] | 132 | variableImactsArrayView.Caption = Content.Name + " Variable Impacts";
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[16057] | 133 | progress = mainForm.AddOperationProgressToView(this, "Calculating variable impacts for " + Content.Name);
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| 134 | progress.ProgressValue = 0;
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[14348] | 135 |
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[16057] | 136 | cancellationToken = new CancellationTokenSource();
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| 137 | //Remember the original ordering of the variables
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| 138 | try {
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| 139 | var impacts = await Task.Run(() => RegressionSolutionVariableImpactsCalculator.CalculateImpacts(Content, dataPartition, replMethod, factorReplMethod,
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| 140 | (i, s) => {
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| 141 | progress.ProgressValue = i;
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| 142 | progress.Status = s;
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| 143 | return cancellationToken.Token.IsCancellationRequested;
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| 144 | }), cancellationToken.Token);
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[14348] | 145 |
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[16057] | 146 | if (cancellationToken.Token.IsCancellationRequested) { return; }
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| 147 | var problemData = Content.ProblemData;
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| 148 | var inputvariables = new HashSet<string>(problemData.AllowedInputVariables.Union(Content.Model.VariablesUsedForPrediction));
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| 149 | var originalVariableOrdering = problemData.Dataset.VariableNames
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| 150 | .Where(v => inputvariables.Contains(v))
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| 151 | .Where(v => problemData.Dataset.VariableHasType<double>(v) || problemData.Dataset.VariableHasType<string>(v))
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| 152 | .ToList();
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| 153 |
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| 154 | rawVariableImpacts.Clear();
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| 155 | originalVariableOrdering.ForEach(v => rawVariableImpacts.Add(new Tuple<string, double>(v, impacts.First(vv => vv.Item1 == v).Item2)));
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| 156 | UpdateOrdering();
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| 157 | } finally {
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| 158 | ((MainForm.WindowsForms.MainForm)MainFormManager.MainForm).RemoveOperationProgressFromView(this);
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| 159 | }
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[14348] | 160 | }
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| 161 |
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[16057] | 162 | /// <summary>
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| 163 | /// Updates the <see cref="variableImactsArrayView"/> according to the selected ordering <see cref="ascendingCheckBox"/> of the selected Column <see cref="sortByComboBox"/>
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| 164 | /// The default is "Descending" by "VariableImpact" (as in previous versions)
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| 165 | /// </summary>
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| 166 | private void UpdateOrdering() {
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| 167 | //Check if valid sortingCriteria is selected and data exists
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| 168 | if (sortByComboBox.SelectedIndex == -1) { return; }
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| 169 | if (rawVariableImpacts == null) { return; }
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| 170 | if (!rawVariableImpacts.Any()) { return; }
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[14348] | 171 |
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[16057] | 172 | var selectedItem = (SortingCriteria)sortByComboBox.SelectedItem;
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| 173 | bool ascending = ascendingCheckBox.Checked;
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[14348] | 174 |
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[16057] | 175 | IEnumerable<Tuple<string, double>> orderedEntries = null;
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| 176 |
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| 177 | //Sort accordingly
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| 178 | switch (selectedItem) {
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| 179 | case SortingCriteria.ImpactValue:
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| 180 | orderedEntries = rawVariableImpacts.OrderBy(v => v.Item2);
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| 181 | break;
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| 182 | case SortingCriteria.Occurrence:
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| 183 | orderedEntries = rawVariableImpacts;
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| 184 | break;
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| 185 | case SortingCriteria.VariableName:
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| 186 | orderedEntries = rawVariableImpacts.OrderBy(v => v.Item1, new NaturalStringComparer());
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| 187 | break;
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| 188 | default:
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| 189 | throw new NotImplementedException("Ordering for selected SortingCriteria not implemented");
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| 190 | }
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| 191 |
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| 192 | if (!ascending) { orderedEntries = orderedEntries.Reverse(); }
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| 193 |
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| 194 | //Write the data back
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| 195 | var impactArray = new DoubleArray(orderedEntries.Select(i => i.Item2).ToArray()) {
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| 196 | ElementNames = orderedEntries.Select(i => i.Item1)
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| 197 | };
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| 198 |
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| 199 | //Could be, if the View was closed
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| 200 | if (!variableImactsArrayView.IsDisposed) {
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| 201 | variableImactsArrayView.Content = (DoubleArray)impactArray.AsReadOnly();
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| 202 | }
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[14348] | 203 | }
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| 204 | }
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| 205 | }
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