#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 .
*/
#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;
namespace HeuristicLab.DataImporter.Command {
[StorableClass]
[ViewableCommandInfoAttribute("Linear Interpolation", 1, ColumnGroupState.DoubleColumnSelected | ColumnGroupState.AnySelectedColumnContainsNull,
"Handle Missing Values", Position = 2)]
public class FillMissingValuesWithLinearInterpolation : FillMissingValueCommandBase {
[StorableConstructor]
protected FillMissingValuesWithLinearInterpolation(bool deserializing) : base(deserializing) { }
public FillMissingValuesWithLinearInterpolation(DataSet dataSet, string columnGroupName, int[] affectedColumns) :
base(dataSet, columnGroupName, affectedColumns) {
}
public override string Description {
get { return "Interpolate missing values"; }
}
public override void Execute() {
base.Execute();
DoubleColumn column;
int startIndex = -1;
int endIndex = -1;
oldSortOrder = ColumnGroup.SortOrdersForColumns.ToList();
oldSortedColumnIndexes = new List(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());
startIndex = FindNextNotNullValueIndex(column, startIndex);
endIndex = FindNextNotNullValueIndex(column, startIndex);
while (endIndex != -1) {
if (endIndex - startIndex != 1) {
nullValues[col].AddRange(Enumerable.Range(startIndex + 1, endIndex - startIndex - 1));
InterpolateValues(column, startIndex, endIndex);
}
startIndex = endIndex;
endIndex = FindNextNotNullValueIndex(column, endIndex);
}
startIndex = -1;
}
}
ColumnGroup.FireChanged();
ColumnGroup = null;
}
private int FindNextNotNullValueIndex(DoubleColumn column, int startIndex) {
int endIndex = -1;
for (int i = startIndex + 1; i < column.TotalValuesCount && endIndex == -1; i++)
if (column.GetValue(i) != null)
endIndex = i;
return endIndex;
}
private void InterpolateValues(DoubleColumn column, int startIndex, int endIndex) {
double startValue = (double)column.GetValue(startIndex);
double endValue = (double)column.GetValue(endIndex);
double stepwidth = (endValue - startValue) / (endIndex - startIndex);
for (int i = startIndex + 1; i < endIndex; i++) {
if (column.GetValue(i) != null)
throw new CommandExecutionException("Tried to manipulate non null value!", this);
column.ChangeValue(i, startValue + stepwidth * (i - startIndex));
}
}
}
}