[14029] | 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2015 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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[10913] | 23 | using System.Collections.Generic;
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| 24 | using System.Drawing;
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[14029] | 25 | using System.Linq;
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| 26 | using System.Windows.Forms;
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[10979] | 27 | using System.Windows.Forms.DataVisualization.Charting;
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[14029] | 28 | using HeuristicLab.Core.Views;
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| 29 | using HeuristicLab.MainForm;
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[10658] | 30 |
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| 31 | namespace HeuristicLab.DataPreprocessing.Views {
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| 32 |
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| 33 | [View("Histogram View")]
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[10877] | 34 | [Content(typeof(DataCompletenessChartContent), true)]
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[14029] | 35 | public partial class DataCompletenessView : ItemView {
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[10979] | 36 | //series colors
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[14029] | 37 | private static readonly Color colorNonMissingValue = Color.CornflowerBlue;
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| 38 | private static readonly Color colorMissingValue = Color.Orange;
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[10913] | 39 |
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[14029] | 40 | public new DataCompletenessChartContent Content {
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[10877] | 41 | get { return (DataCompletenessChartContent)base.Content; }
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[10658] | 42 | set { base.Content = value; }
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| 43 | }
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| 44 |
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[14029] | 45 | public DataCompletenessView() {
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[10877] | 46 | InitializeComponent();
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[10736] | 47 | }
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| 48 |
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[14029] | 49 | protected override void OnContentChanged() {
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[10818] | 50 | base.OnContentChanged();
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[14029] | 51 | if (Content == null) return;
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| 52 | InitData();
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[10818] | 53 | }
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| 54 |
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[14029] | 55 | private void InitData() {
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[10913] | 56 | IDictionary<int, IList<int>> missingValueIndices = Content.SearchLogic.GetMissingValueIndices();
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[14029] | 57 |
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| 58 | bool[,] valueMissing = new bool[Content.SearchLogic.Rows, Content.SearchLogic.Columns];
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| 59 | foreach (var columnMissingValues in missingValueIndices) {
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| 60 | var column = columnMissingValues.Key;
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| 61 | foreach (var missingValueIndex in columnMissingValues.Value)
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| 62 | valueMissing[missingValueIndex, column] = true;
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[10913] | 63 | }
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[14029] | 64 |
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| 65 | var yValuesPerColumn = ProcessMatrixForCharting(valueMissing);
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[10979] | 66 | PrepareChart();
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| 67 | CreateSeries(yValuesPerColumn);
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[10913] | 68 | }
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| 69 |
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[14029] | 70 | private void PrepareChart() {
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[10979] | 71 | chart.Titles.Add("DataCompletenessChart");
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[10981] | 72 | chart.EnableDoubleClickResetsZoom = true;
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[10979] | 73 | chart.ChartAreas[0].AxisX.MajorGrid.LineWidth = 0;
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| 74 | chart.ChartAreas[0].AxisY.MajorGrid.LineWidth = 0;
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| 75 | chart.ChartAreas[0].AxisX.IsMarginVisible = false;
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| 76 | chart.ChartAreas[0].AxisY.IsMarginVisible = false;
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[10981] | 77 | chart.ChartAreas[0].CursorX.IsUserEnabled = true;
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| 78 | chart.ChartAreas[0].CursorX.IsUserSelectionEnabled = true;
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| 79 | chart.ChartAreas[0].CursorY.IsUserEnabled = true;
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| 80 | chart.ChartAreas[0].CursorY.IsUserSelectionEnabled = true;
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[10979] | 81 | //custom x axis label
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| 82 | double from = 0.5;
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[14029] | 83 | foreach (String columnName in Content.SearchLogic.VariableNames) {
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[10979] | 84 | double to = from + 1;
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| 85 | chart.ChartAreas[0].AxisX.CustomLabels.Add(from, to, columnName);
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| 86 | from = to;
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| 87 | }
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| 88 | //custom y axis label
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| 89 | chart.ChartAreas[0].AxisY.IsReversed = true;
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| 90 | }
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| 91 |
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[14029] | 92 | private void CreateSeries(List<List<int>> yValuesPerColumn) {
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| 93 | chart.Series.SuspendUpdates();
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[10913] | 94 | //prepare series
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[10979] | 95 | int seriesCount = DetermineSeriesCount(yValuesPerColumn);
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[14029] | 96 | for (int i = 0; i < seriesCount; i++) {
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| 97 | Series series = new Series(CreateSeriesName(i));
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[10979] | 98 | series.ChartType = System.Windows.Forms.DataVisualization.Charting.SeriesChartType.StackedColumn;
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| 99 | series.IsVisibleInLegend = false;
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| 100 | series["PointWidth"] = "1.0";
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[14029] | 101 | series.IsVisibleInLegend = i < 2; //only first two series are visible, non-missing and missing values
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| 102 | series.Color = i % 2 == 0 ? colorNonMissingValue : colorMissingValue;
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| 103 |
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| 104 | var values = yValuesPerColumn.Select(y => i < y.Count ? y[i] : 0).ToArray();
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| 105 | series.Points.DataBindY(values);
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| 106 | chart.Series.Add(series);
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[10913] | 107 | }
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[14029] | 108 | chart.Series.ResumeUpdates();
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[10913] | 109 | }
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| 110 |
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[14029] | 111 | private String CreateSeriesName(int index) {
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[10979] | 112 | if (index == 0)
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| 113 | return "non-missing value";
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| 114 | else if (index == 1)
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| 115 | return "missing value";
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| 116 | return "series" + index;
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| 117 | }
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| 118 |
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| 119 | #region data_preparation_for_chartseries
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[14029] | 120 | private int DetermineSeriesCount(List<List<int>> yValuesPerColumn) {
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| 121 | return yValuesPerColumn.Max(values => values.Count);
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[10913] | 122 | }
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| 123 |
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[14029] | 124 | private List<List<int>> ProcessMatrixForCharting(bool[,] matrix) {
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| 125 | var columnsYValues = new List<List<int>>();
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| 126 | for (int column = 0; column < matrix.GetLength(1); column++) {
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| 127 | var yValues = new List<int>();
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[10913] | 128 | bool missingState = false;
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| 129 | int valueCount = 0;
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[14029] | 130 |
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| 131 | for (int row = 0; row < matrix.GetLength(0); row++) {
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| 132 | if (missingState == matrix[row, column]) {
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[10913] | 133 | valueCount++;
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[14029] | 134 | } else {
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[10913] | 135 | yValues.Add(valueCount);
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| 136 | valueCount = 1;
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| 137 | missingState = !missingState;
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| 138 | }
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| 139 | }
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| 140 | yValues.Add(valueCount);
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[10979] | 141 | if (missingState) //handle last missing
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| 142 | {
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| 143 | yValues.Add(0);
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| 144 | }
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[10913] | 145 | columnsYValues.Add(yValues);
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| 146 | }
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| 147 | return columnsYValues;
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| 148 | }
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[10979] | 149 | #endregion
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[10658] | 150 | }
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| 151 | }
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