Changeset 16438 for stable/HeuristicLab.Problems.DataAnalysis.Views/3.4/Classification

Timestamp:

12/21/18 14:20:24 (6 years ago)

Author:

mkommend

Message:

#2904: Merged r16422 and r16423 into stable.

Location:

stable

Files:

• . (modified) (1 prop)
• HeuristicLab.Problems.DataAnalysis.Views (modified) (1 prop)
• HeuristicLab.Problems.DataAnalysis.Views/3.4 (modified) (1 prop)
• HeuristicLab.Problems.DataAnalysis.Views/3.4/Classification/ClassificationSolutionVariableImpactsView.Designer.cs (modified) (6 diffs)
• HeuristicLab.Problems.DataAnalysis.Views/3.4/Classification/ClassificationSolutionVariableImpactsView.cs (modified) (9 diffs)

stable/HeuristicLab.Problems.DataAnalysis.Views/3.4/Classification/ClassificationSolutionVariableImpactsView.Designer.cs

@@ -19 +19 @@
  */
 #endregion
+
+
 namespace HeuristicLab.Problems.DataAnalysis.Views {
   partial class ClassificationSolutionVariableImpactsView {
@@ -44 +46 @@
     /// </summary>
     private void InitializeComponent() {
-      this.variableImactsArrayView = new HeuristicLab.Data.Views.StringConvertibleArrayView();
-      this.dataPartitionComboBox = new System.Windows.Forms.ComboBox();
-      this.dataPartitionLabel = new System.Windows.Forms.Label();
-      this.numericVarReplacementLabel = new System.Windows.Forms.Label();
-      this.replacementComboBox = new System.Windows.Forms.ComboBox();
-      this.factorVarReplacementLabel = new System.Windows.Forms.Label();
-      this.factorVarReplComboBox = new System.Windows.Forms.ComboBox();
       this.ascendingCheckBox = new System.Windows.Forms.CheckBox();
       this.sortByLabel = new System.Windows.Forms.Label();
       this.sortByComboBox = new System.Windows.Forms.ComboBox();
-      this.backgroundWorker = new System.ComponentModel.BackgroundWorker();
+      this.factorVarReplComboBox = new System.Windows.Forms.ComboBox();
+      this.factorVarReplacementLabel = new System.Windows.Forms.Label();
+      this.replacementComboBox = new System.Windows.Forms.ComboBox();
+      this.numericVarReplacementLabel = new System.Windows.Forms.Label();
+      this.dataPartitionLabel = new System.Windows.Forms.Label();
+      this.dataPartitionComboBox = new System.Windows.Forms.ComboBox();
+      this.variableImpactsArrayView = new HeuristicLab.Data.Views.StringConvertibleArrayView();
       this.SuspendLayout();
       // 
-      // variableImactsArrayView
-      // 
-      this.variableImactsArrayView.Anchor = ((System.Windows.Forms.AnchorStyles)((((System.Windows.Forms.AnchorStyles.Top | System.Windows.Forms.AnchorStyles.Bottom) 
-            | System.Windows.Forms.AnchorStyles.Left) 
-            | System.Windows.Forms.AnchorStyles.Right)));
-      this.variableImactsArrayView.Caption = "StringConvertibleArray View";
-      this.variableImactsArrayView.Content = null;
-      this.variableImactsArrayView.Location = new System.Drawing.Point(3, 84);
-      this.variableImactsArrayView.Name = "variableImactsArrayView";
-      this.variableImactsArrayView.ReadOnly = true;
-      this.variableImactsArrayView.Size = new System.Drawing.Size(662, 278);
-      this.variableImactsArrayView.TabIndex = 2;
-      // 
-      // dataPartitionComboBox
-      // 
-      this.dataPartitionComboBox.DropDownStyle = System.Windows.Forms.ComboBoxStyle.DropDownList;
-      this.dataPartitionComboBox.FormattingEnabled = true;
-      this.dataPartitionComboBox.Items.AddRange(new object[] {
-            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.DataPartitionEnum.Training,
-            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.DataPartitionEnum.Test,
-            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.DataPartitionEnum.All});
-      this.dataPartitionComboBox.Location = new System.Drawing.Point(197, 3);
-      this.dataPartitionComboBox.Name = "dataPartitionComboBox";
-      this.dataPartitionComboBox.Size = new System.Drawing.Size(121, 21);
-      this.dataPartitionComboBox.TabIndex = 1;
-      this.dataPartitionComboBox.SelectedIndexChanged += new System.EventHandler(this.dataPartitionComboBox_SelectedIndexChanged);
-      // 
-      // dataPartitionLabel
-      // 
-      this.dataPartitionLabel.AutoSize = true;
-      this.dataPartitionLabel.Location = new System.Drawing.Point(3, 6);
-      this.dataPartitionLabel.Name = "dataPartitionLabel";
-      this.dataPartitionLabel.Size = new System.Drawing.Size(73, 13);
-      this.dataPartitionLabel.TabIndex = 0;
-      this.dataPartitionLabel.Text = "Data partition:";
-      // 
-      // numericVarReplacementLabel
-      // 
-      this.numericVarReplacementLabel.AutoSize = true;
-      this.numericVarReplacementLabel.Location = new System.Drawing.Point(3, 33);
-      this.numericVarReplacementLabel.Name = "numericVarReplacementLabel";
-      this.numericVarReplacementLabel.Size = new System.Drawing.Size(173, 13);
-      this.numericVarReplacementLabel.TabIndex = 2;
-      this.numericVarReplacementLabel.Text = "Replacement for numeric variables:";
+      // ascendingCheckBox
+      // 
+      this.ascendingCheckBox.AutoSize = true;
+      this.ascendingCheckBox.CheckAlign = System.Drawing.ContentAlignment.MiddleRight;
+      this.ascendingCheckBox.Location = new System.Drawing.Point(452, 32);
+      this.ascendingCheckBox.Name = "ascendingCheckBox";
+      this.ascendingCheckBox.Size = new System.Drawing.Size(76, 17);
+      this.ascendingCheckBox.TabIndex = 7;
+      this.ascendingCheckBox.Text = "Ascending";
+      this.ascendingCheckBox.UseVisualStyleBackColor = true;
+      this.ascendingCheckBox.CheckedChanged += new System.EventHandler(this.ascendingCheckBox_CheckedChanged);
+      // 
+      // sortByLabel
+      // 
+      this.sortByLabel.AutoSize = true;
+      this.sortByLabel.Location = new System.Drawing.Point(324, 6);
+      this.sortByLabel.Name = "sortByLabel";
+      this.sortByLabel.Size = new System.Drawing.Size(77, 13);
+      this.sortByLabel.TabIndex = 4;
+      this.sortByLabel.Text = "Sorting criteria:";
+      // 
+      // sortByComboBox
+      // 
+      this.sortByComboBox.DropDownStyle = System.Windows.Forms.ComboBoxStyle.DropDownList;
+      this.sortByComboBox.FormattingEnabled = true;
+      this.sortByComboBox.Items.AddRange(new object[] {
+            HeuristicLab.Problems.DataAnalysis.Views.ClassificationSolutionVariableImpactsView.SortingCriteria.ImpactValue,
+            HeuristicLab.Problems.DataAnalysis.Views.ClassificationSolutionVariableImpactsView.SortingCriteria.Occurrence,
+            HeuristicLab.Problems.DataAnalysis.Views.ClassificationSolutionVariableImpactsView.SortingCriteria.VariableName});
+      this.sortByComboBox.Location = new System.Drawing.Point(407, 3);
+      this.sortByComboBox.Name = "sortByComboBox";
+      this.sortByComboBox.Size = new System.Drawing.Size(121, 21);
+      this.sortByComboBox.TabIndex = 5;
+      this.sortByComboBox.SelectedIndexChanged += new System.EventHandler(this.sortByComboBox_SelectedIndexChanged);
+      // 
+      // factorVarReplComboBox
+      // 
+      this.factorVarReplComboBox.DropDownStyle = System.Windows.Forms.ComboBoxStyle.DropDownList;
+      this.factorVarReplComboBox.FormattingEnabled = true;
+      this.factorVarReplComboBox.Items.AddRange(new object[] {
+            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.FactorReplacementMethodEnum.Best,
+            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.FactorReplacementMethodEnum.Mode,
+            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.FactorReplacementMethodEnum.Shuffle});
+      this.factorVarReplComboBox.Location = new System.Drawing.Point(197, 57);
+      this.factorVarReplComboBox.Name = "factorVarReplComboBox";
+      this.factorVarReplComboBox.Size = new System.Drawing.Size(121, 21);
+      this.factorVarReplComboBox.TabIndex = 1;
+      this.factorVarReplComboBox.SelectedIndexChanged += new System.EventHandler(this.replacementComboBox_SelectedIndexChanged);
+      // 
+      // factorVarReplacementLabel
+      // 
+      this.factorVarReplacementLabel.AutoSize = true;
+      this.factorVarReplacementLabel.Location = new System.Drawing.Point(3, 60);
+      this.factorVarReplacementLabel.Name = "factorVarReplacementLabel";
+      this.factorVarReplacementLabel.Size = new System.Drawing.Size(188, 13);
+      this.factorVarReplacementLabel.TabIndex = 0;
+      this.factorVarReplacementLabel.Text = "Replacement for categorical variables:";
       // 
       // replacementComboBox
@@ -117 +131 @@
       this.replacementComboBox.SelectedIndexChanged += new System.EventHandler(this.replacementComboBox_SelectedIndexChanged);
       // 
-      // factorVarReplacementLabel
-      // 
-      this.factorVarReplacementLabel.AutoSize = true;
-      this.factorVarReplacementLabel.Location = new System.Drawing.Point(3, 60);
-      this.factorVarReplacementLabel.Name = "factorVarReplacementLabel";
-      this.factorVarReplacementLabel.Size = new System.Drawing.Size(188, 13);
-      this.factorVarReplacementLabel.TabIndex = 0;
-      this.factorVarReplacementLabel.Text = "Replacement for categorical variables:";
-      // 
-      // factorVarReplComboBox
-      // 
-      this.factorVarReplComboBox.DropDownStyle = System.Windows.Forms.ComboBoxStyle.DropDownList;
-      this.factorVarReplComboBox.FormattingEnabled = true;
-      this.factorVarReplComboBox.Items.AddRange(new object[] {
-            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.FactorReplacementMethodEnum.Best,
-            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.FactorReplacementMethodEnum.Mode,
-            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.FactorReplacementMethodEnum.Shuffle});
-      this.factorVarReplComboBox.Location = new System.Drawing.Point(197, 57);
-      this.factorVarReplComboBox.Name = "factorVarReplComboBox";
-      this.factorVarReplComboBox.Size = new System.Drawing.Size(121, 21);
-      this.factorVarReplComboBox.TabIndex = 1;
-      this.factorVarReplComboBox.SelectedIndexChanged += new System.EventHandler(this.replacementComboBox_SelectedIndexChanged);
-      // 
-      // ascendingCheckBox
-      // 
-      this.ascendingCheckBox.AutoSize = true;
-      this.ascendingCheckBox.Location = new System.Drawing.Point(534, 6);
-      this.ascendingCheckBox.Name = "ascendingCheckBox";
-      this.ascendingCheckBox.Size = new System.Drawing.Size(76, 17);
-      this.ascendingCheckBox.TabIndex = 10;
-      this.ascendingCheckBox.Text = "Ascending";
-      this.ascendingCheckBox.UseVisualStyleBackColor = true;
-      this.ascendingCheckBox.CheckedChanged += new System.EventHandler(this.ascendingCheckBox_CheckedChanged);
-      // 
-      // sortByLabel
-      // 
-      this.sortByLabel.AutoSize = true;
-      this.sortByLabel.Location = new System.Drawing.Point(324, 6);
-      this.sortByLabel.Name = "sortByLabel";
-      this.sortByLabel.Size = new System.Drawing.Size(77, 13);
-      this.sortByLabel.TabIndex = 8;
-      this.sortByLabel.Text = "Sorting criteria:";
-      // 
-      // sortByComboBox
-      // 
-      this.sortByComboBox.DropDownStyle = System.Windows.Forms.ComboBoxStyle.DropDownList;
-      this.sortByComboBox.FormattingEnabled = true;
-      this.sortByComboBox.Location = new System.Drawing.Point(407, 3);
-      this.sortByComboBox.Name = "sortByComboBox";
-      this.sortByComboBox.Size = new System.Drawing.Size(121, 21);
-      this.sortByComboBox.TabIndex = 9;
-      this.sortByComboBox.SelectedIndexChanged += new System.EventHandler(this.sortByComboBox_SelectedIndexChanged);
+      // numericVarReplacementLabel
+      // 
+      this.numericVarReplacementLabel.AutoSize = true;
+      this.numericVarReplacementLabel.Location = new System.Drawing.Point(3, 33);
+      this.numericVarReplacementLabel.Name = "numericVarReplacementLabel";
+      this.numericVarReplacementLabel.Size = new System.Drawing.Size(173, 13);
+      this.numericVarReplacementLabel.TabIndex = 2;
+      this.numericVarReplacementLabel.Text = "Replacement for numeric variables:";
+      // 
+      // dataPartitionLabel
+      // 
+      this.dataPartitionLabel.AutoSize = true;
+      this.dataPartitionLabel.Location = new System.Drawing.Point(3, 6);
+      this.dataPartitionLabel.Name = "dataPartitionLabel";
+      this.dataPartitionLabel.Size = new System.Drawing.Size(73, 13);
+      this.dataPartitionLabel.TabIndex = 0;
+      this.dataPartitionLabel.Text = "Data partition:";
+      // 
+      // dataPartitionComboBox
+      // 
+      this.dataPartitionComboBox.DropDownStyle = System.Windows.Forms.ComboBoxStyle.DropDownList;
+      this.dataPartitionComboBox.FormattingEnabled = true;
+      this.dataPartitionComboBox.Items.AddRange(new object[] {
+            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.DataPartitionEnum.Training,
+            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.DataPartitionEnum.Test,
+            HeuristicLab.Problems.DataAnalysis.ClassificationSolutionVariableImpactsCalculator.DataPartitionEnum.All});
+      this.dataPartitionComboBox.Location = new System.Drawing.Point(197, 3);
+      this.dataPartitionComboBox.Name = "dataPartitionComboBox";
+      this.dataPartitionComboBox.Size = new System.Drawing.Size(121, 21);
+      this.dataPartitionComboBox.TabIndex = 1;
+      this.dataPartitionComboBox.SelectedIndexChanged += new System.EventHandler(this.dataPartitionComboBox_SelectedIndexChanged);
+      // 
+      // variableImpactsArrayView
+      // 
+      this.variableImpactsArrayView.Anchor = ((System.Windows.Forms.AnchorStyles)((((System.Windows.Forms.AnchorStyles.Top | System.Windows.Forms.AnchorStyles.Bottom) 
+            | System.Windows.Forms.AnchorStyles.Left) 
+            | System.Windows.Forms.AnchorStyles.Right)));
+      this.variableImpactsArrayView.Caption = "StringConvertibleArray View";
+      this.variableImpactsArrayView.Content = null;
+      this.variableImpactsArrayView.Location = new System.Drawing.Point(3, 84);
+      this.variableImpactsArrayView.Name = "variableImpactsArrayView";
+      this.variableImpactsArrayView.ReadOnly = true;
+      this.variableImpactsArrayView.Size = new System.Drawing.Size(706, 278);
+      this.variableImpactsArrayView.TabIndex = 2;
       // 
       // ClassificationSolutionVariableImpactsView
@@ -183 +189 @@
       this.Controls.Add(this.dataPartitionLabel);
       this.Controls.Add(this.dataPartitionComboBox);
-      this.Controls.Add(this.variableImactsArrayView);
+      this.Controls.Add(this.variableImpactsArrayView);
       this.Name = "ClassificationSolutionVariableImpactsView";
-      this.Size = new System.Drawing.Size(668, 365);
+      this.Size = new System.Drawing.Size(712, 365);
       this.VisibleChanged += new System.EventHandler(this.ClassificationSolutionVariableImpactsView_VisibleChanged);
       this.ResumeLayout(false);
@@ -194 +200 @@
     #endregion
 
-    private Data.Views.StringConvertibleArrayView variableImactsArrayView;
+    private Data.Views.StringConvertibleArrayView variableImpactsArrayView;
     private System.Windows.Forms.ComboBox dataPartitionComboBox;
     private System.Windows.Forms.Label dataPartitionLabel;
@@ -201 +207 @@
     private System.Windows.Forms.Label factorVarReplacementLabel;
     private System.Windows.Forms.ComboBox factorVarReplComboBox;
-    private System.Windows.Forms.CheckBox ascendingCheckBox;
     private System.Windows.Forms.Label sortByLabel;
     private System.Windows.Forms.ComboBox sortByComboBox;
-    private System.ComponentModel.BackgroundWorker backgroundWorker;
+    private System.Windows.Forms.CheckBox ascendingCheckBox;
   }
 }

stable/HeuristicLab.Problems.DataAnalysis.Views/3.4/Classification/ClassificationSolutionVariableImpactsView.cs

@@ -33 +33 @@
   [Content(typeof(IClassificationSolution))]
   public partial class ClassificationSolutionVariableImpactsView : DataAnalysisSolutionEvaluationView {
-    #region Nested Types
     private enum SortingCriteria {
       ImpactValue,
@@ -39 +38 @@
       VariableName
     }
-    #endregion
-
-    #region Fields
-    private Dictionary<string, double> rawVariableImpacts = new Dictionary<string, double>();
-    private Thread thread;
-    #endregion
-
-    #region Getter/Setter
+    private CancellationTokenSource cancellationToken = new CancellationTokenSource();
+    private List<Tuple<string, double>> rawVariableImpacts = new List<Tuple<string, double>>();
+
     public new IClassificationSolution Content {
       get { return (IClassificationSolution)base.Content; }
@@ -53 +47 @@
       }
     }
-    #endregion
-
-    #region Ctor
+
     public ClassificationSolutionVariableImpactsView()
       : base() {
       InitializeComponent();
 
-      this.sortByComboBox.Items.AddRange(Enum.GetValues(typeof(SortingCriteria)).Cast<object>().ToArray());
-      this.sortByComboBox.SelectedItem = SortingCriteria.ImpactValue;
-
       //Set the default values
       this.dataPartitionComboBox.SelectedIndex = 0;
-      this.replacementComboBox.SelectedIndex = 0;
+      this.replacementComboBox.SelectedIndex = 3;
       this.factorVarReplComboBox.SelectedIndex = 0;
-    }
-    #endregion
-
-    #region Events
+      this.sortByComboBox.SelectedItem = SortingCriteria.ImpactValue;
+    }
+
     protected override void RegisterContentEvents() {
       base.RegisterContentEvents();
@@ -76 +64 @@
       Content.ProblemDataChanged += new EventHandler(Content_ProblemDataChanged);
     }
-
     protected override void DeregisterContentEvents() {
       base.DeregisterContentEvents();
@@ -86 +73 @@
       OnContentChanged();
     }
-
     protected virtual void Content_ModelChanged(object sender, EventArgs e) {
       OnContentChanged();
     }
-
     protected override void OnContentChanged() {
       base.OnContentChanged();
+      rawVariableImpacts.Clear();
+
       if (Content == null) {
-        variableImactsArrayView.Content = null;
+        variableImpactsArrayView.Content = null;
       } else {
         UpdateVariableImpact();
       }
     }
-
     private void ClassificationSolutionVariableImpactsView_VisibleChanged(object sender, EventArgs e) {
-      if (thread == null) { return; }
-
-      if (thread.IsAlive) { thread.Abort(); }
-      thread = null;
-    }
-
+      cancellationToken.Cancel();
+    }
 
     private void dataPartitionComboBox_SelectedIndexChanged(object sender, EventArgs e) {
+      rawVariableImpacts.Clear();
       UpdateVariableImpact();
     }
-
     private void replacementComboBox_SelectedIndexChanged(object sender, EventArgs e) {
+      rawVariableImpacts.Clear();
       UpdateVariableImpact();
     }
-
     private void sortByComboBox_SelectedIndexChanged(object sender, EventArgs e) {
       //Update the default ordering (asc,desc), but remove the eventHandler beforehand (otherwise the data would be ordered twice)
       ascendingCheckBox.CheckedChanged -= ascendingCheckBox_CheckedChanged;
-      switch ((SortingCriteria)sortByComboBox.SelectedItem) {
-        case SortingCriteria.ImpactValue:
-          ascendingCheckBox.Checked = false;
-          break;
-        case SortingCriteria.Occurrence:
-          ascendingCheckBox.Checked = true;
-          break;
-        case SortingCriteria.VariableName:
-          ascendingCheckBox.Checked = true;
-          break;
-        default:
-          throw new NotImplementedException("Ordering for selected SortingCriteria not implemented");
-      }
+      ascendingCheckBox.Checked = (SortingCriteria)sortByComboBox.SelectedItem != SortingCriteria.ImpactValue;
       ascendingCheckBox.CheckedChanged += ascendingCheckBox_CheckedChanged;
 
-      UpdateDataOrdering();
-    }
-
+      UpdateOrdering();
+    }
     private void ascendingCheckBox_CheckedChanged(object sender, EventArgs e) {
-      UpdateDataOrdering();
-    }
-
-    #endregion
-
-    #region Helper Methods   
-    private void UpdateVariableImpact() {
+      UpdateOrdering();
+    }
+
+    private async void UpdateVariableImpact() {
+      IProgress progress;
+
       //Check if the selection is valid
       if (Content == null) { return; }
@@ -157 +125 @@
       var dataPartition = (ClassificationSolutionVariableImpactsCalculator.DataPartitionEnum)dataPartitionComboBox.SelectedItem;
 
-      variableImactsArrayView.Caption = Content.Name + " Variable Impacts";
-
-      mainForm.AddOperationProgressToView(this, "Calculating variable impacts for " + Content.Name);
-
-      Task.Factory.StartNew(() => {
-        thread = Thread.CurrentThread;
-        //Remember the original ordering of the variables
-        var impacts = ClassificationSolutionVariableImpactsCalculator.CalculateImpacts(Content, dataPartition, replMethod, factorReplMethod);
+      variableImpactsArrayView.Caption = Content.Name + " Variable Impacts";
+      progress = mainForm.AddOperationProgressToView(this, "Calculating variable impacts for " + Content.Name);
+      progress.ProgressValue = 0;
+
+      cancellationToken = new CancellationTokenSource();
+
+      try {
         var problemData = Content.ProblemData;
         var inputvariables = new HashSet<string>(problemData.AllowedInputVariables.Union(Content.Model.VariablesUsedForPrediction));
-        var originalVariableOrdering = problemData.Dataset.VariableNames.Where(v => inputvariables.Contains(v)).Where(problemData.Dataset.VariableHasType<double>).ToList();
-
-        rawVariableImpacts.Clear();
-        originalVariableOrdering.ForEach(v => rawVariableImpacts.Add(v, impacts.First(vv => vv.Item1 == v).Item2));
-      }).ContinueWith((o) => {
-        UpdateDataOrdering();
-        mainForm.RemoveOperationProgressFromView(this);
-        thread = null;
-      }, TaskScheduler.FromCurrentSynchronizationContext());
+        //Remember the original ordering of the variables
+        var originalVariableOrdering = problemData.Dataset.VariableNames
+          .Where(v => inputvariables.Contains(v))
+          .Where(v => problemData.Dataset.VariableHasType<double>(v) || problemData.Dataset.VariableHasType<string>(v))
+          .ToList();
+
+        List<Tuple<string, double>> impacts = null;
+        await Task.Run(() => { impacts = CalculateVariableImpacts(originalVariableOrdering, Content.Model, problemData, Content.EstimatedClassValues, dataPartition, replMethod, factorReplMethod, cancellationToken.Token, progress); });
+        if (impacts == null) { return; }
+
+        rawVariableImpacts.AddRange(impacts);
+        UpdateOrdering();
+      }
+      finally {
+        ((MainForm.WindowsForms.MainForm)MainFormManager.MainForm).RemoveOperationProgressFromView(this);
+      }
+    }
+    private List<Tuple<string, double>> CalculateVariableImpacts(List<string> originalVariableOrdering,
+      IClassificationModel model,
+      IClassificationProblemData problemData,
+      IEnumerable<double> estimatedClassValues,
+      ClassificationSolutionVariableImpactsCalculator.DataPartitionEnum dataPartition,
+      ClassificationSolutionVariableImpactsCalculator.ReplacementMethodEnum replMethod,
+      ClassificationSolutionVariableImpactsCalculator.FactorReplacementMethodEnum factorReplMethod,
+      CancellationToken token,
+      IProgress progress) {
+      List<Tuple<string, double>> impacts = new List<Tuple<string, double>>();
+      int count = originalVariableOrdering.Count;
+      int i = 0;
+      var modifiableDataset = ((Dataset)(problemData.Dataset).Clone()).ToModifiable();
+      IEnumerable<int> rows = ClassificationSolutionVariableImpactsCalculator.GetPartitionRows(dataPartition, problemData);
+
+      //Calculate original quality-values (via calculator, default is R²)
+      IEnumerable<double> targetValuesPartition = problemData.Dataset.GetDoubleValues(problemData.TargetVariable, rows);
+      IEnumerable<double> estimatedClassValuesPartition = Content.GetEstimatedClassValues(rows);
+
+      var originalCalculatorValue = ClassificationSolutionVariableImpactsCalculator.CalculateQuality(targetValuesPartition, estimatedClassValuesPartition);
+      var clonedModel = (IClassificationModel)model.Clone();
+      foreach (var variableName in originalVariableOrdering) {
+        if (cancellationToken.Token.IsCancellationRequested) { return null; }
+        progress.ProgressValue = (double)++i / count;
+        progress.Status = string.Format("Calculating impact for variable {0} ({1} of {2})", variableName, i, count);
+
+        double impact = 0;
+        //If the variable isn't used for prediction, it has zero impact.
+        if (model.VariablesUsedForPrediction.Contains(variableName)) {
+          impact = ClassificationSolutionVariableImpactsCalculator.CalculateImpact(variableName, clonedModel, problemData, modifiableDataset, rows, replMethod, factorReplMethod, targetValuesPartition, originalCalculatorValue);
+        }
+        impacts.Add(new Tuple<string, double>(variableName, impact));
+      }
+
+      return impacts;
     }
 
     /// <summary>
-    /// Updates the <see cref="variableImactsArrayView"/> according to the selected ordering <see cref="ascendingCheckBox"/> of the selected Column <see cref="sortByComboBox"/>
+    /// Updates the <see cref="variableImpactsArrayView"/> according to the selected ordering <see cref="ascendingCheckBox"/> of the selected Column <see cref="sortByComboBox"/>
     /// The default is "Descending" by "VariableImpact" (as in previous versions)
     /// </summary>
-    private void UpdateDataOrdering() {
+    private void UpdateOrdering() {
       //Check if valid sortingCriteria is selected and data exists
       if (sortByComboBox.SelectedIndex == -1) { return; }
@@ -191 +201 @@
       bool ascending = ascendingCheckBox.Checked;
 
-      IEnumerable<KeyValuePair<string, double>> orderedEntries = null;
+      IEnumerable<Tuple<string, double>> orderedEntries = null;
 
       //Sort accordingly
       switch (selectedItem) {
         case SortingCriteria.ImpactValue:
-          orderedEntries = rawVariableImpacts.OrderBy(v => v.Value);
+          orderedEntries = rawVariableImpacts.OrderBy(v => v.Item2);
           break;
         case SortingCriteria.Occurrence:
@@ -202 +212 @@
           break;
         case SortingCriteria.VariableName:
-          orderedEntries = rawVariableImpacts.OrderBy(v => v.Key, new NaturalStringComparer());
+          orderedEntries = rawVariableImpacts.OrderBy(v => v.Item1, new NaturalStringComparer());
           break;
         default:
@@ -211 +221 @@
 
       //Write the data back
-      var impactArray = new DoubleArray(orderedEntries.Select(i => i.Value).ToArray()) {
-        ElementNames = orderedEntries.Select(i => i.Key)
+      var impactArray = new DoubleArray(orderedEntries.Select(i => i.Item2).ToArray()) {
+        ElementNames = orderedEntries.Select(i => i.Item1)
       };
 
       //Could be, if the View was closed
-      if (!variableImactsArrayView.IsDisposed) {
-        variableImactsArrayView.Content = (DoubleArray)impactArray.AsReadOnly();
-      }
-    }
-    #endregion  
+      if (!variableImpactsArrayView.IsDisposed) {
+        variableImpactsArrayView.Content = (DoubleArray)impactArray.AsReadOnly();
+      }
+    }
   }
 }