[10539] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[16453] | 3 | * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[10539] | 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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[15110] | 22 | using System;
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[10539] | 23 | using System.Drawing;
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[10992] | 24 | using System.Linq;
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[15110] | 25 | using HeuristicLab.Analysis;
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[10539] | 26 | using HeuristicLab.Common;
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[10245] | 27 | using HeuristicLab.Core;
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[16559] | 28 | using HEAL.Attic;
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[10245] | 29 |
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[10539] | 30 | namespace HeuristicLab.DataPreprocessing {
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[10313] | 31 | [Item("Histogram", "Represents the histogram grid.")]
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[16462] | 32 | [StorableType("FD29EAB3-ABE6-49F4-A162-16E11790F7D5")]
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[10658] | 33 | public class HistogramContent : PreprocessingChartContent {
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[10992] | 34 | public static new Image StaticItemImage {
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| 35 | get { return HeuristicLab.Common.Resources.VSImageLibrary.Statistics; }
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[10252] | 36 | }
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| 37 |
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[15518] | 38 | [Storable]
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[15110] | 39 | public string GroupingVariableName { get; set; }
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[10245] | 40 |
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[15518] | 41 | [Storable]
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[15110] | 42 | public int Bins { get; set; }
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[15518] | 43 | [Storable]
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[15110] | 44 | public bool ExactBins { get; set; }
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[10871] | 45 |
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[15518] | 46 | [Storable]
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[15110] | 47 | public LegendOrder Order { get; set; }
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[10871] | 48 |
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[15518] | 49 | #region Constructor, Cloning & Persistence
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[10992] | 50 | public HistogramContent(IFilteredPreprocessingData preprocessingData)
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| 51 | : base(preprocessingData) {
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[15110] | 52 | Bins = 10;
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| 53 | ExactBins = false;
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[10245] | 54 | }
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| 55 |
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[15518] | 56 | public HistogramContent(HistogramContent original, Cloner cloner)
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| 57 | : base(original, cloner) {
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| 58 | GroupingVariableName = original.GroupingVariableName;
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| 59 | Bins = original.Bins;
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| 60 | ExactBins = original.ExactBins;
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| 61 | Order = original.Order;
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[10992] | 62 | }
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[10539] | 63 | public override IDeepCloneable Clone(Cloner cloner) {
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[10245] | 64 | return new HistogramContent(this, cloner);
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| 65 | }
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[10992] | 66 |
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[15518] | 67 | [StorableConstructor]
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[16462] | 68 | protected HistogramContent(StorableConstructorFlag _) : base(_) { }
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[15518] | 69 | #endregion
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| 70 |
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[15210] | 71 | public static DataTable CreateHistogram(IFilteredPreprocessingData preprocessingData, string variableName, string groupingVariableName, DataTableVisualProperties.DataTableHistogramAggregation aggregation, LegendOrder legendOrder = LegendOrder.Alphabetically) {
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[15110] | 72 | var dataTable = new DataTable {
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| 73 | VisualProperties = { Title = variableName, HistogramAggregation = aggregation },
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| 74 | };
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[10992] | 75 |
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[15110] | 76 | if (string.IsNullOrEmpty(groupingVariableName)) {
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| 77 | var row = PreprocessingChartContent.CreateDataRow(preprocessingData, variableName, DataRowVisualProperties.DataRowChartType.Histogram);
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| 78 | row.VisualProperties.IsVisibleInLegend = false;
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| 79 | dataTable.Rows.Add(row);
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| 80 | return dataTable;
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[10992] | 81 | }
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[15110] | 82 |
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| 83 | int variableIndex = preprocessingData.GetColumnIndex(variableName);
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| 84 | var variableValues = preprocessingData.GetValues<double>(variableIndex);
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| 85 | int groupVariableIndex = preprocessingData.GetColumnIndex(groupingVariableName);
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| 86 | var groupingValues = Enumerable.Empty<string>();
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| 87 |
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| 88 | if (preprocessingData.VariableHasType<double>(groupVariableIndex)) {
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| 89 | groupingValues = preprocessingData.GetValues<double>(groupVariableIndex).Select(x => x.ToString());
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| 90 | } else if (preprocessingData.VariableHasType<string>(groupVariableIndex)) {
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| 91 | groupingValues = preprocessingData.GetValues<string>(groupVariableIndex);
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| 92 | } else if (preprocessingData.VariableHasType<DateTime>(groupVariableIndex)) {
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| 93 | groupingValues = preprocessingData.GetValues<DateTime>(groupVariableIndex).Select(x => x.ToString());
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| 94 | }
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| 95 |
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| 96 | var groups = groupingValues.Zip(variableValues, Tuple.Create).GroupBy(t => t.Item1, t => t.Item2);
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| 97 |
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| 98 | if (legendOrder == LegendOrder.Alphabetically)
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| 99 | groups = groups.OrderBy(x => x.Key, new NaturalStringComparer());
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| 100 |
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| 101 | foreach (var group in groups) {
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| 102 | var classRow = new DataRow {
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| 103 | Name = group.Key,
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| 104 | VisualProperties = {
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| 105 | ChartType = DataRowVisualProperties.DataRowChartType.Histogram,
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| 106 | IsVisibleInLegend = !string.IsNullOrEmpty(groupingVariableName)
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| 107 | }
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| 108 | };
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| 109 | classRow.Values.AddRange(group);
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| 110 | dataTable.Rows.Add(classRow);
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| 111 | }
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| 112 | return dataTable;
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[10992] | 113 | }
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[10242] | 114 | }
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| 115 | }
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