1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2012 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 HeuristicLab.DataImporter.Command.View;
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23 | using HeuristicLab.DataImporter.Data;
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24 | using HeuristicLab.DataImporter.Data.CommandBase;
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25 | using HeuristicLab.DataImporter.Data.Model;
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26 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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27 |
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28 | namespace HeuristicLab.DataImporter.Command {
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29 | [StorableClass]
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30 | [ViewableCommandInfoAttribute("Delete Columns beneath Threshold", 1, ColumnGroupState.AnySelectedColumnContainsNull,
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31 | "Handle Missing Values", Position = 6, OptionsView = typeof(DeleteWithThreshold))]
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32 | public class DeleteColumnsWithMissingValuesThresholdCommand : ColumnGroupCommandWithAffectedColumnsBase, IThresholdCommand {
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33 | private ColumnBase oldColumn;
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34 | private int oldColumnIndex;
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35 |
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36 | [Storable]
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37 | private double threshold = 0.8;
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38 | public double Threshold { get { return threshold; } set { threshold = value; } }
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39 |
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40 | private DeleteColumnsWithMissingValuesThresholdCommand()
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41 | : base(null, string.Empty, null) {
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42 | }
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43 |
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44 | public DeleteColumnsWithMissingValuesThresholdCommand(DataSet dataSet, string columnGroupName, int[] affectedColumns)
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45 | : base(dataSet, columnGroupName, affectedColumns) {
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46 | }
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47 |
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48 | public override void Execute() {
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49 | base.Execute();
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50 |
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51 | oldColumnIndex = AffectedColumns[0];
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52 |
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53 | oldColumn = ColumnGroup.GetColumn(oldColumnIndex);
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54 | if ((double)oldColumn.NonNullValuesCount / (double)oldColumn.TotalValuesCount < Threshold) {
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55 | ColumnGroup.RemoveColumn(oldColumn);
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56 | } else {
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57 | oldColumn = null;
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58 | }
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59 |
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60 | ColumnGroup.FireChanged();
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61 | ColumnGroup = null;
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62 | }
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63 |
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64 | public override void UndoExecute() {
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65 | base.UndoExecute();
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66 | if (oldColumn != null) {
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67 | ColumnGroup.InsertColumn(oldColumnIndex, oldColumn);
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68 | }
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69 | oldColumn = null;
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70 | oldColumnIndex = -1;
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71 | ColumnGroup.FireChanged();
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72 | ColumnGroup = null;
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73 | }
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74 |
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75 | public override string Description {
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76 | get { return "Delete columns with a missing value percentage beneath a certain threshold"; }
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77 | }
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78 | }
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79 | }
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