#region License Information /* HeuristicLab * Copyright (C) 2002-2011 Heuristic and Evolutionary Algorithms Laboratory (HEAL) * * This file is part of HeuristicLab. * * HeuristicLab is free software: you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * HeuristicLab is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with HeuristicLab. If not, see . */ #endregion using System; using System.Drawing; using System.Linq; using System.Windows.Forms; using System.Windows.Forms.DataVisualization.Charting; using HeuristicLab.Core.Views; using HeuristicLab.MainForm; using HeuristicLab.MainForm.WindowsForms; namespace HeuristicLab.Problems.DataAnalysis.Views { [View("Line Chart")] [Content(typeof(IRegressionSolution))] public partial class RegressionSolutionLineChartView : ItemView, IRegressionSolutionEvaluationView { private const string TARGETVARIABLE_SERIES_NAME = "Target Variable"; private const string ESTIMATEDVALUES_TRAINING_SERIES_NAME = "Estimated Values (training)"; private const string ESTIMATEDVALUES_TEST_SERIES_NAME = "Estimated Values (test)"; public new IRegressionSolution Content { get { return (IRegressionSolution)base.Content; } set { base.Content = value; } } public RegressionSolutionLineChartView() : base() { InitializeComponent(); //configure axis this.chart.CustomizeAllChartAreas(); this.chart.ChartAreas[0].CursorX.IsUserSelectionEnabled = true; this.chart.ChartAreas[0].AxisX.ScaleView.Zoomable = true; this.chart.ChartAreas[0].AxisX.IsStartedFromZero = true; this.chart.ChartAreas[0].CursorX.Interval = 1; this.chart.ChartAreas[0].CursorY.IsUserSelectionEnabled = true; this.chart.ChartAreas[0].AxisY.ScaleView.Zoomable = true; this.chart.ChartAreas[0].CursorY.Interval = 0; } private void RedrawChart() { this.chart.Series.Clear(); if (Content != null) { this.chart.ChartAreas[0].AxisX.Minimum = 0; this.chart.ChartAreas[0].AxisX.Maximum = Content.ProblemData.Dataset.Rows - 1; this.chart.Series.Add(TARGETVARIABLE_SERIES_NAME); this.chart.Series[TARGETVARIABLE_SERIES_NAME].LegendText = Content.ProblemData.TargetVariable; this.chart.Series[TARGETVARIABLE_SERIES_NAME].ChartType = SeriesChartType.FastLine; this.chart.Series[TARGETVARIABLE_SERIES_NAME].Points.DataBindXY(Enumerable.Range(0, Content.ProblemData.Dataset.Rows).ToArray(), Content.ProblemData.Dataset.GetVariableValues(Content.ProblemData.TargetVariable)); this.chart.Series.Add(ESTIMATEDVALUES_TRAINING_SERIES_NAME); this.chart.Series[ESTIMATEDVALUES_TRAINING_SERIES_NAME].LegendText = ESTIMATEDVALUES_TRAINING_SERIES_NAME; this.chart.Series[ESTIMATEDVALUES_TRAINING_SERIES_NAME].ChartType = SeriesChartType.FastLine; this.chart.Series[ESTIMATEDVALUES_TRAINING_SERIES_NAME].Points.DataBindXY(Content.ProblemData.TrainingIndizes.ToArray(), Content.EstimatedTrainingValues.ToArray()); this.chart.Series[ESTIMATEDVALUES_TRAINING_SERIES_NAME].Tag = Content; this.chart.Series.Add(ESTIMATEDVALUES_TEST_SERIES_NAME); this.chart.Series[ESTIMATEDVALUES_TEST_SERIES_NAME].LegendText = ESTIMATEDVALUES_TEST_SERIES_NAME; this.chart.Series[ESTIMATEDVALUES_TEST_SERIES_NAME].ChartType = SeriesChartType.FastLine; this.chart.Series[ESTIMATEDVALUES_TEST_SERIES_NAME].Points.DataBindXY(Content.ProblemData.TestIndizes.ToArray(), Content.EstimatedTestValues.ToArray()); this.chart.Series[ESTIMATEDVALUES_TEST_SERIES_NAME].Tag = Content; UpdateCursorInterval(); this.UpdateStripLines(); } } private void UpdateCursorInterval() { var estimatedValues = this.chart.Series[ESTIMATEDVALUES_TRAINING_SERIES_NAME].Points.Select(x => x.YValues[0]).DefaultIfEmpty(1.0); var targetValues = this.chart.Series[TARGETVARIABLE_SERIES_NAME].Points.Select(x => x.YValues[0]).DefaultIfEmpty(1.0); double estimatedValuesRange = estimatedValues.Max() - estimatedValues.Min(); double targetValuesRange = targetValues.Max() - targetValues.Min(); double interestingValuesRange = Math.Min(Math.Max(targetValuesRange, 1.0), Math.Max(estimatedValuesRange, 1.0)); double digits = (int)Math.Log10(interestingValuesRange) - 3; double yZoomInterval = Math.Max(Math.Pow(10, digits), 10E-5); this.chart.ChartAreas[0].CursorY.Interval = yZoomInterval; } #region events protected override void RegisterContentEvents() { base.RegisterContentEvents(); Content.ModelChanged += new EventHandler(Content_ModelChanged); Content.ProblemDataChanged += new EventHandler(Content_ProblemDataChanged); } protected override void DeregisterContentEvents() { base.DeregisterContentEvents(); Content.ModelChanged -= new EventHandler(Content_ModelChanged); Content.ProblemDataChanged -= new EventHandler(Content_ProblemDataChanged); } private void Content_ProblemDataChanged(object sender, EventArgs e) { RedrawChart(); } private void Content_ModelChanged(object sender, EventArgs e) { UpdateEstimatedValuesLineChart(); } protected override void OnContentChanged() { base.OnContentChanged(); RedrawChart(); } private void UpdateEstimatedValuesLineChart() { if (InvokeRequired) Invoke((Action)UpdateEstimatedValuesLineChart); else { if (this.chart.Series.Count > 0) { Series s = this.chart.Series[ESTIMATEDVALUES_TRAINING_SERIES_NAME]; if (s != null) { s.Points.DataBindXY(Content.ProblemData.TrainingIndizes.ToArray(), Content.EstimatedTrainingValues.ToArray()); s.LegendText = ESTIMATEDVALUES_TRAINING_SERIES_NAME; } s = this.chart.Series[ESTIMATEDVALUES_TEST_SERIES_NAME]; if (s != null) { s.Points.DataBindXY(Content.ProblemData.TestIndizes.ToArray(), Content.EstimatedTestValues.ToArray()); s.LegendText = ESTIMATEDVALUES_TEST_SERIES_NAME; } this.UpdateStripLines(); UpdateCursorInterval(); } } } private void Chart_MouseDoubleClick(object sender, MouseEventArgs e) { HitTestResult result = chart.HitTest(e.X, e.Y); if (result.ChartArea != null && (result.ChartElementType == ChartElementType.PlottingArea || result.ChartElementType == ChartElementType.Gridlines) || result.ChartElementType == ChartElementType.StripLines) { foreach (var axis in result.ChartArea.Axes) axis.ScaleView.ZoomReset(int.MaxValue); } } #endregion private void UpdateStripLines() { this.chart.ChartAreas[0].AxisX.StripLines.Clear(); int[] attr = new int[Content.ProblemData.Dataset.Rows + 1]; // add a virtual last row that is again empty to simplify loop further down foreach (var row in Content.ProblemData.TrainingIndizes) { attr[row] += 1; } foreach (var row in Content.ProblemData.TestIndizes) { attr[row] += 2; } int start = 0; int curAttr = attr[start]; for (int row = 0; row < attr.Length; row++) { if (attr[row] != curAttr) { switch (curAttr) { case 0: break; case 1: this.CreateAndAddStripLine("Training", start, row, Color.FromArgb(40, Color.Green), Color.Transparent); break; case 2: this.CreateAndAddStripLine("Test", start, row, Color.FromArgb(40, Color.Red), Color.Transparent); break; case 3: this.CreateAndAddStripLine("Training and Test", start, row, Color.FromArgb(40, Color.Green), Color.FromArgb(40, Color.Red), ChartHatchStyle.WideUpwardDiagonal); break; default: // should not happen break; } curAttr = attr[row]; start = row; } } } private void CreateAndAddStripLine(string title, int start, int end, Color color, Color secondColor, ChartHatchStyle hatchStyle = ChartHatchStyle.None) { StripLine stripLine = new StripLine(); stripLine.BackColor = color; stripLine.BackSecondaryColor = secondColor; stripLine.BackHatchStyle = hatchStyle; stripLine.Text = title; stripLine.Font = new Font("Times New Roman", 12, FontStyle.Bold); // strip range is [start .. end] inclusive, but we evaluate [start..end[ (end is exclusive) // the strip should be by one longer (starting at start - 0.5 and ending at end + 0.5) stripLine.StripWidth = end - start; stripLine.IntervalOffset = start - 0.5; // start slightly to the left of the first point to clearly indicate the first point in the partition this.chart.ChartAreas[0].AxisX.StripLines.Add(stripLine); } } }