source: addons/HeuristicLab.DataImporter/HeuristicLab.DataImporter.Command/MissingValues/FillMissingValuesWithMeanCommand.cs @ 16591

#region License Information
/* HeuristicLab
 * Copyright (C) 2002-2013 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
 *
 * This file is part of HeuristicLab.
 *
 * HeuristicLab is free software: you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation, either version 3 of the License, or
 * (at your option) any later version.
 *
 * HeuristicLab is distributed in the hope that it will be useful,
 * but WITHOUT ANY WARRANTY; without even the implied warranty of
 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 * GNU General Public License for more details.
 *
 * You should have received a copy of the GNU General Public License
 * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
 */
#endregion

using System.Collections.Generic;
using System.Linq;
using System.Windows.Forms;
using HeuristicLab.DataImporter.Data;
using HeuristicLab.DataImporter.Data.CommandBase;
using HeuristicLab.DataImporter.Data.Model;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
using HEAL.Attic;

namespace HeuristicLab.DataImporter.Command {
  [StorableType("87E0EA6E-EC45-492B-8F4B-B15B25A467E9")]
  [ViewableCommandInfoAttribute("Mean", 1, ColumnGroupState.DoubleColumnSelected | ColumnGroupState.AnySelectedColumnContainsNull,
    "Handle Missing Values", Position = 0)]
  public class FillMissingValuesWithMeanCommand : FillMissingValueCommandBase {
    [StorableConstructor]
    protected FillMissingValuesWithMeanCommand(StorableConstructorFlag _) : base(_) { }
    public FillMissingValuesWithMeanCommand(DataSet dataSet, string columnGroupName, int[] affectedColumns) :
      base(dataSet, columnGroupName, affectedColumns) {
    }

    public override void Execute() {
      base.Execute();
      DoubleColumn column;
      double? mean;
      oldSortOrder = ColumnGroup.SortOrdersForColumns.ToList();
      oldSortedColumnIndexes = new List<int>(ColumnGroup.SortedColumnIndexes);
      foreach (int col in AffectedColumns) {
        if (ColumnGroup.GetColumn(col) is DoubleColumn && ColumnGroup.GetColumn(col).ContainsNullValues) {
          column = (DoubleColumn)ColumnGroup.Columns.ElementAt(col);
          if (column.SortOrder != SortOrder.None)
            ColumnGroup.ResetSorting();
          nullValues.Add(col, new List<int>());
          mean = column.Mean;
          for (int j = 0; j < column.TotalValuesCount; j++) {
            if (column.GetValue(j) == null) {
              column.ChangeValue(j, mean);
              this.nullValues[col].Add(j);
            }
          }
        }
      }
      ColumnGroup.FireChanged();
      ColumnGroup = null;
    }

    public override string Description {
      get { return "Fill missing values with mean"; }
    }
  }
}