1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 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.Analysis.Statistics;
|
---|
29 |
|
---|
30 | namespace HeuristicLab.Analysis.Views {
|
---|
31 | public partial class HistogramControl : UserControl {
|
---|
32 | protected static readonly string SeriesName = "Histogram";
|
---|
33 | protected static readonly decimal bandwidthMin = 0.0000000000001m;
|
---|
34 | protected Dictionary<string, List<double>> points;
|
---|
35 | protected bool suppressUpdate;
|
---|
36 |
|
---|
37 | public int NumberOfBins {
|
---|
38 | get { return (int)binsNumericUpDown.Value; }
|
---|
39 | set { binsNumericUpDown.Value = value; }
|
---|
40 | }
|
---|
41 |
|
---|
42 | public int MinimumNumberOfBins {
|
---|
43 | get { return (int)binsNumericUpDown.Minimum; }
|
---|
44 | set { binsNumericUpDown.Minimum = value; }
|
---|
45 | }
|
---|
46 |
|
---|
47 | public int MaximumNumberOfBins {
|
---|
48 | get { return (int)binsNumericUpDown.Maximum; }
|
---|
49 | set { binsNumericUpDown.Maximum = value; }
|
---|
50 | }
|
---|
51 |
|
---|
52 | public int IncrementNumberOfBins {
|
---|
53 | get { return (int)binsNumericUpDown.Increment; }
|
---|
54 | set { binsNumericUpDown.Increment = value; }
|
---|
55 | }
|
---|
56 |
|
---|
57 | public bool CalculateExactBins {
|
---|
58 | get { return exactCheckBox.Checked; }
|
---|
59 | set { exactCheckBox.Checked = value; }
|
---|
60 | }
|
---|
61 |
|
---|
62 | public bool ShowExactCheckbox {
|
---|
63 | get { return exactCheckBox.Visible; }
|
---|
64 | set { exactCheckBox.Visible = value; }
|
---|
65 | }
|
---|
66 |
|
---|
67 | public HistogramControl() {
|
---|
68 | InitializeComponent();
|
---|
69 | points = new Dictionary<string, List<double>>();
|
---|
70 | }
|
---|
71 |
|
---|
72 | protected void InitNewRow(string name) {
|
---|
73 | if (!points.ContainsKey(name)) {
|
---|
74 | points.Add(name, new List<double>());
|
---|
75 | }
|
---|
76 | }
|
---|
77 |
|
---|
78 | protected void InitSeries(string name) {
|
---|
79 | if (!chart.Series.Any(x => x.Name == name)) {
|
---|
80 | Series s = chart.Series.Add(name);
|
---|
81 | s.ChartType = SeriesChartType.Column;
|
---|
82 | s.BorderColor = Color.Black;
|
---|
83 | s.BorderWidth = 1;
|
---|
84 | s.BorderDashStyle = ChartDashStyle.Solid;
|
---|
85 | }
|
---|
86 | }
|
---|
87 |
|
---|
88 | public void AddPoint(double point) {
|
---|
89 | InitNewRow(SeriesName);
|
---|
90 | InitSeries(SeriesName);
|
---|
91 | points[SeriesName].Add(point);
|
---|
92 | UpdateHistogram();
|
---|
93 | }
|
---|
94 |
|
---|
95 | public void AddPoints(IEnumerable<double> points) {
|
---|
96 | InitNewRow(SeriesName);
|
---|
97 | InitSeries(SeriesName);
|
---|
98 | this.points[SeriesName].AddRange(points);
|
---|
99 | UpdateHistogram();
|
---|
100 | }
|
---|
101 |
|
---|
102 | public void AddPoint(string name, double point, bool replace = false) {
|
---|
103 | InitNewRow(name);
|
---|
104 | InitSeries(name);
|
---|
105 | if (replace) {
|
---|
106 | points[name].Clear();
|
---|
107 | }
|
---|
108 | points[name].Add(point);
|
---|
109 | UpdateHistogram();
|
---|
110 | }
|
---|
111 |
|
---|
112 | public void AddPoints(string name, IEnumerable<double> points, bool replace = false) {
|
---|
113 | InitNewRow(name);
|
---|
114 | InitSeries(name);
|
---|
115 | if (replace) {
|
---|
116 | this.points[name].Clear();
|
---|
117 | }
|
---|
118 | this.points[name].AddRange(points);
|
---|
119 | UpdateHistogram();
|
---|
120 | }
|
---|
121 |
|
---|
122 | public void ClearPoints() {
|
---|
123 | points.Clear();
|
---|
124 | UpdateHistogram();
|
---|
125 | }
|
---|
126 |
|
---|
127 | protected void UpdateHistogram(double bandwith = double.NaN) {
|
---|
128 | if (InvokeRequired) {
|
---|
129 | Invoke((Action<double>)UpdateHistogram, bandwith);
|
---|
130 | return;
|
---|
131 | }
|
---|
132 |
|
---|
133 | double overallMin = double.MaxValue;
|
---|
134 | double overallMax = double.MinValue;
|
---|
135 | int bins = (int)binsNumericUpDown.Value;
|
---|
136 |
|
---|
137 | chart.Series.Clear();
|
---|
138 | foreach (var point in points) {
|
---|
139 | if (!point.Value.Any()) continue;
|
---|
140 |
|
---|
141 | double minValue = point.Value.Min();
|
---|
142 | double maxValue = point.Value.Max();
|
---|
143 | double intervalWidth = (maxValue - minValue) / bins;
|
---|
144 | if (intervalWidth <= 0) continue;
|
---|
145 |
|
---|
146 | Series histogramSeries = new Series(point.Key);
|
---|
147 | chart.Series.Add(histogramSeries);
|
---|
148 |
|
---|
149 | if (!exactCheckBox.Checked) {
|
---|
150 | intervalWidth = HumanRoundRange(intervalWidth);
|
---|
151 | minValue = Math.Floor(minValue / intervalWidth) * intervalWidth;
|
---|
152 | maxValue = Math.Ceiling(maxValue / intervalWidth) * intervalWidth;
|
---|
153 | }
|
---|
154 |
|
---|
155 | double current = minValue, intervalCenter = intervalWidth / 2.0;
|
---|
156 | int count = 0;
|
---|
157 | foreach (double v in point.Value.OrderBy(x => x)) {
|
---|
158 | while (v > current + intervalWidth) {
|
---|
159 | histogramSeries.Points.AddXY(current + intervalCenter, count);
|
---|
160 | current += intervalWidth;
|
---|
161 | count = 0;
|
---|
162 | }
|
---|
163 | count++;
|
---|
164 | }
|
---|
165 | histogramSeries.Points.AddXY(current + intervalCenter, count);
|
---|
166 | histogramSeries["PointWidth"] = "1";
|
---|
167 |
|
---|
168 | overallMax = Math.Max(overallMax, maxValue);
|
---|
169 | overallMin = Math.Min(overallMin, minValue);
|
---|
170 |
|
---|
171 | chart.ApplyPaletteColors();
|
---|
172 | CalculateDensity(histogramSeries, point.Value, bandwith);
|
---|
173 | }
|
---|
174 |
|
---|
175 | if (chart.Series.Any()) {
|
---|
176 | noDataLabel.Visible = false;
|
---|
177 | } else {
|
---|
178 | noDataLabel.Visible = true;
|
---|
179 | }
|
---|
180 |
|
---|
181 | ChartArea chartArea = chart.ChartAreas[0];
|
---|
182 | // don't show grid lines for second y-axis
|
---|
183 | chartArea.AxisY2.MajorGrid.Enabled = false;
|
---|
184 | chartArea.AxisY2.MinorGrid.Enabled = false;
|
---|
185 | chartArea.AxisY.Title = "Frequency";
|
---|
186 |
|
---|
187 | double overallIntervalWidth = (overallMax - overallMin) / bins;
|
---|
188 | double axisInterval = overallIntervalWidth;
|
---|
189 | while ((overallMax - overallMin) / axisInterval > 10.0) {
|
---|
190 | axisInterval *= 2.0;
|
---|
191 | }
|
---|
192 | chartArea.AxisX.Interval = axisInterval;
|
---|
193 | }
|
---|
194 |
|
---|
195 | protected void CalculateDensity(Series series, List<double> row, double bandwidth = double.NaN) {
|
---|
196 | string densitySeriesName = "Density " + series.Name;
|
---|
197 | double stepWidth = series.Points[1].XValue - series.Points[0].XValue;
|
---|
198 | var rowArray = row.ToArray();
|
---|
199 |
|
---|
200 | if (chart.Series.Any(x => x.Name == densitySeriesName)) {
|
---|
201 | var ds = chart.Series.Single(x => x.Name == densitySeriesName);
|
---|
202 | chart.Series.Remove(ds);
|
---|
203 | }
|
---|
204 |
|
---|
205 | if (double.IsNaN(bandwidth)) {
|
---|
206 | bandwidth = KernelDensityEstimator.EstimateBandwidth(rowArray);
|
---|
207 | decimal bwDecimal = (decimal)bandwidth;
|
---|
208 | if (bwDecimal < bandwidthMin) {
|
---|
209 | bwDecimal = bandwidthMin;
|
---|
210 | bandwidth = decimal.ToDouble(bwDecimal);
|
---|
211 | }
|
---|
212 | suppressUpdate = true;
|
---|
213 | bandwidthNumericUpDown.Value = bwDecimal;
|
---|
214 | }
|
---|
215 | var density = KernelDensityEstimator.Density(rowArray, rowArray.Length, stepWidth, bandwidth);
|
---|
216 |
|
---|
217 | Series newSeries = new Series(densitySeriesName);
|
---|
218 | newSeries.Color = series.Color;
|
---|
219 | newSeries.ChartType = SeriesChartType.FastLine;
|
---|
220 | newSeries.BorderWidth = 2;
|
---|
221 | foreach (var d in density) {
|
---|
222 | newSeries.Points.Add(new DataPoint(d.Item1, d.Item2));
|
---|
223 | }
|
---|
224 |
|
---|
225 | // densities should be plotted on the second axis (different scale)
|
---|
226 | newSeries.YAxisType = AxisType.Secondary;
|
---|
227 | chart.Series.Add(newSeries);
|
---|
228 | }
|
---|
229 |
|
---|
230 | protected double HumanRoundRange(double range) {
|
---|
231 | double base10 = Math.Pow(10.0, Math.Floor(Math.Log10(range)));
|
---|
232 | double rounding = range / base10;
|
---|
233 | if (rounding <= 1.5) rounding = 1;
|
---|
234 | else if (rounding <= 2.25) rounding = 2;
|
---|
235 | else if (rounding <= 3.75) rounding = 2.5;
|
---|
236 | else if (rounding <= 7.5) rounding = 5;
|
---|
237 | else rounding = 10;
|
---|
238 | return rounding * base10;
|
---|
239 | }
|
---|
240 |
|
---|
241 | private void binsNumericUpDown_ValueChanged(object sender, EventArgs e) {
|
---|
242 | UpdateHistogram();
|
---|
243 | }
|
---|
244 |
|
---|
245 | private void exactCheckBox_CheckedChanged(object sender, EventArgs e) {
|
---|
246 | UpdateHistogram();
|
---|
247 | }
|
---|
248 |
|
---|
249 | private void bandwidthNumericUpDown_ValueChanged(object sender, EventArgs e) {
|
---|
250 | if (!suppressUpdate) {
|
---|
251 | UpdateHistogram(decimal.ToDouble(bandwidthNumericUpDown.Value));
|
---|
252 | }
|
---|
253 | suppressUpdate = false;
|
---|
254 | }
|
---|
255 | }
|
---|
256 | }
|
---|