1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2014 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 System;
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23 | using System.Collections.Generic;
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24 |
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25 | namespace HeuristicLab.DataPreprocessing {
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26 | public interface IManipulationLogic {
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27 | IEnumerable<string> VariableNames { get; }
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28 | ITransactionalPreprocessingData PreProcessingData { get; }
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29 | void ReOrderToIndices(IEnumerable<int> indices);
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30 | void ReOrderToIndices(IList<Tuple<int, int>> indices);
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31 | void ShuffleToIndices(IList<System.Tuple<int, int>> indices);
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32 | void ReplaceIndicesByAverageValue(IDictionary<int, IList<int>> cells, bool considerSelection = false);
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33 | void ReplaceIndicesByMedianValue(IDictionary<int, IList<int>> cells, bool considerSelection = false);
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34 | void ReplaceIndicesByMostCommonValue(IDictionary<int, IList<int>> cells, bool considerSelection = false);
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35 | void ReplaceIndicesByRandomValue(IDictionary<int, IList<int>> cells, bool considerSelection = false);
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36 | void ReplaceIndicesByLinearInterpolationOfNeighbours(IDictionary<int, IList<int>> cells);
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37 | void ReplaceIndicesBySmoothing(IDictionary<int, IList<int>> cells);
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38 | void ReplaceIndicesByValue(IDictionary<int, IList<int>> cells, string value);
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39 | void ReplaceIndicesByValue<T>(int columnIndex, IEnumerable<int> rowIndices, T value);
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40 | void ShuffleWithRanges();
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41 | void ShuffleWithRanges(IEnumerable<HeuristicLab.Data.IntRange> ranges);
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42 | List<int> RowsWithMissingValuesGreater(double percent);
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43 | List<int> ColumnsWithMissingValuesGreater(double percent);
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44 | List<int> ColumnsWithVarianceSmaller(double variance);
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45 | void DeleteRowsWithMissingValuesGreater(double percent);
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46 | void DeleteColumnsWithMissingValuesGreater(double percent);
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47 | void DeleteColumnsWithVarianceSmaller(double variance);
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48 | }
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49 | }
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