1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
4 | *
|
---|
5 | * This file is part of HeuristicLab.
|
---|
6 | *
|
---|
7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
8 | * it under the terms of the GNU General Public License as published by
|
---|
9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
10 | * (at your option) any later version.
|
---|
11 | *
|
---|
12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
15 | * GNU General Public License for more details.
|
---|
16 | *
|
---|
17 | * You should have received a copy of the GNU General Public License
|
---|
18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
19 | */
|
---|
20 | #endregion
|
---|
21 |
|
---|
22 | using System;
|
---|
23 | using System.Collections.Generic;
|
---|
24 | using System.Drawing;
|
---|
25 | using System.Linq;
|
---|
26 | using System.Windows.Forms;
|
---|
27 | using System.Windows.Forms.DataVisualization.Charting;
|
---|
28 | using HeuristicLab.Core.Views;
|
---|
29 | using HeuristicLab.MainForm;
|
---|
30 |
|
---|
31 | namespace HeuristicLab.DataPreprocessing.Views {
|
---|
32 |
|
---|
33 | [View("Histogram View")]
|
---|
34 | [Content(typeof(DataCompletenessChartContent), true)]
|
---|
35 | public partial class DataCompletenessView : ItemView {
|
---|
36 | //series colors
|
---|
37 | private static readonly Color colorNonMissingValue = Color.CornflowerBlue;
|
---|
38 | private static readonly Color colorMissingValue = Color.Orange;
|
---|
39 |
|
---|
40 | public new DataCompletenessChartContent Content {
|
---|
41 | get { return (DataCompletenessChartContent)base.Content; }
|
---|
42 | set { base.Content = value; }
|
---|
43 | }
|
---|
44 |
|
---|
45 | public DataCompletenessView() {
|
---|
46 | InitializeComponent();
|
---|
47 | }
|
---|
48 |
|
---|
49 | protected override void OnContentChanged() {
|
---|
50 | base.OnContentChanged();
|
---|
51 | if (Content == null) return;
|
---|
52 | InitData();
|
---|
53 | }
|
---|
54 |
|
---|
55 | private void InitData() {
|
---|
56 | IDictionary<int, IList<int>> missingValueIndices = Content.SearchLogic.GetMissingValueIndices();
|
---|
57 |
|
---|
58 | bool[,] valueMissing = new bool[Content.SearchLogic.Rows, Content.SearchLogic.Columns];
|
---|
59 | foreach (var columnMissingValues in missingValueIndices) {
|
---|
60 | var column = columnMissingValues.Key;
|
---|
61 | foreach (var missingValueIndex in columnMissingValues.Value)
|
---|
62 | valueMissing[missingValueIndex, column] = true;
|
---|
63 | }
|
---|
64 |
|
---|
65 | var yValuesPerColumn = ProcessMatrixForCharting(valueMissing);
|
---|
66 | PrepareChart();
|
---|
67 | CreateSeries(yValuesPerColumn);
|
---|
68 | }
|
---|
69 |
|
---|
70 | private void PrepareChart() {
|
---|
71 | chart.EnableDoubleClickResetsZoom = true;
|
---|
72 | chart.ChartAreas[0].AxisX.MajorGrid.LineWidth = 0;
|
---|
73 | chart.ChartAreas[0].AxisY.MajorGrid.LineWidth = 0;
|
---|
74 | chart.ChartAreas[0].AxisX.IsMarginVisible = false;
|
---|
75 | chart.ChartAreas[0].AxisY.IsMarginVisible = false;
|
---|
76 | chart.ChartAreas[0].CursorX.IsUserEnabled = true;
|
---|
77 | chart.ChartAreas[0].CursorX.IsUserSelectionEnabled = true;
|
---|
78 | chart.ChartAreas[0].CursorY.IsUserEnabled = true;
|
---|
79 | chart.ChartAreas[0].CursorY.IsUserSelectionEnabled = true;
|
---|
80 | //custom x axis label
|
---|
81 | double from = 0.5;
|
---|
82 | foreach (String columnName in Content.SearchLogic.VariableNames) {
|
---|
83 | double to = from + 1;
|
---|
84 | chart.ChartAreas[0].AxisX.CustomLabels.Add(from, to, columnName);
|
---|
85 | from = to;
|
---|
86 | }
|
---|
87 | //custom y axis label
|
---|
88 | chart.ChartAreas[0].AxisY.IsReversed = true;
|
---|
89 | }
|
---|
90 |
|
---|
91 | private void CreateSeries(List<List<int>> yValuesPerColumn) {
|
---|
92 | chart.Series.SuspendUpdates();
|
---|
93 | //prepare series
|
---|
94 | int seriesCount = DetermineSeriesCount(yValuesPerColumn);
|
---|
95 | for (int i = 0; i < seriesCount; i++) {
|
---|
96 | Series series = new Series(CreateSeriesName(i));
|
---|
97 | series.ChartType = System.Windows.Forms.DataVisualization.Charting.SeriesChartType.StackedColumn;
|
---|
98 | series.IsVisibleInLegend = false;
|
---|
99 | series["PointWidth"] = "1.0";
|
---|
100 | series.IsVisibleInLegend = i < 2; //only first two series are visible, non-missing and missing values
|
---|
101 | series.Color = i % 2 == 0 ? colorNonMissingValue : colorMissingValue;
|
---|
102 |
|
---|
103 | var values = yValuesPerColumn.Select(y => i < y.Count ? y[i] : 0).ToArray();
|
---|
104 | series.Points.DataBindY(values);
|
---|
105 | chart.Series.Add(series);
|
---|
106 | }
|
---|
107 | chart.Series.ResumeUpdates();
|
---|
108 | }
|
---|
109 |
|
---|
110 | private String CreateSeriesName(int index) {
|
---|
111 | if (index == 0)
|
---|
112 | return "non-missing value";
|
---|
113 | else if (index == 1)
|
---|
114 | return "missing value";
|
---|
115 | return "series" + index;
|
---|
116 | }
|
---|
117 |
|
---|
118 | #region data_preparation_for_chartseries
|
---|
119 | private int DetermineSeriesCount(List<List<int>> yValuesPerColumn) {
|
---|
120 | return yValuesPerColumn.Max(values => values.Count);
|
---|
121 | }
|
---|
122 |
|
---|
123 | private List<List<int>> ProcessMatrixForCharting(bool[,] matrix) {
|
---|
124 | var columnsYValues = new List<List<int>>();
|
---|
125 | for (int column = 0; column < matrix.GetLength(1); column++) {
|
---|
126 | var yValues = new List<int>();
|
---|
127 | bool missingState = false;
|
---|
128 | int valueCount = 0;
|
---|
129 |
|
---|
130 | for (int row = 0; row < matrix.GetLength(0); row++) {
|
---|
131 | if (missingState == matrix[row, column]) {
|
---|
132 | valueCount++;
|
---|
133 | } else {
|
---|
134 | yValues.Add(valueCount);
|
---|
135 | valueCount = 1;
|
---|
136 | missingState = !missingState;
|
---|
137 | }
|
---|
138 | }
|
---|
139 | yValues.Add(valueCount);
|
---|
140 | if (missingState) //handle last missing
|
---|
141 | {
|
---|
142 | yValues.Add(0);
|
---|
143 | }
|
---|
144 | columnsYValues.Add(yValues);
|
---|
145 | }
|
---|
146 | return columnsYValues;
|
---|
147 | }
|
---|
148 | #endregion
|
---|
149 | }
|
---|
150 | }
|
---|