#region License Information /* HeuristicLab * Copyright (C) 2002-2019 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.Collections.Generic; using System.Drawing; using System.Linq; using HeuristicLab.Analysis; using HeuristicLab.Common; using HeuristicLab.Common.Resources; using HeuristicLab.Core; using HeuristicLab.Data; using HEAL.Fossil; namespace HeuristicLab.DataPreprocessing { [Item("PreprocessingChart", "Represents a preprocessing chart.")] [StorableType("7EDAFA6E-E4B1-4150-BB57-280A9F9E61D8")] public class PreprocessingChartContent : PreprocessingContent, IViewShortcut { [StorableType("d4c1c81a-f0c5-496f-8264-76b75572c0fc")] public enum LegendOrder { Alphabetically, Appearance } public static new Image StaticItemImage { get { return VSImageLibrary.PieChart; } } [Storable] private ICheckedItemList variableItemList; public ICheckedItemList VariableItemList { get { if (variableItemList == null) variableItemList = CreateVariableItemList(PreprocessingData); return variableItemList; } } public event DataPreprocessingChangedEventHandler Changed { add { PreprocessingData.Changed += value; } remove { PreprocessingData.Changed -= value; } } #region Constructor, Cloning & Persistence public PreprocessingChartContent(IFilteredPreprocessingData preprocessingData) : base(preprocessingData) { } public PreprocessingChartContent(PreprocessingChartContent original, Cloner cloner) : base(original, cloner) { variableItemList = cloner.Clone(original.variableItemList); } public override IDeepCloneable Clone(Cloner cloner) { return new PreprocessingChartContent(this, cloner); } [StorableConstructor] protected PreprocessingChartContent(StorableConstructorFlag _) : base(_) { } #endregion public DataRow CreateDataRow(string variableName, DataRowVisualProperties.DataRowChartType chartType) { return CreateDataRow(PreprocessingData, variableName, chartType); } public static DataRow CreateDataRow(IFilteredPreprocessingData preprocessingData, string variableName, DataRowVisualProperties.DataRowChartType chartType) { var values = preprocessingData.GetValues(preprocessingData.GetColumnIndex(variableName)); var row = new DataRow(variableName, "", values) { VisualProperties = { ChartType = chartType, StartIndexZero = true } }; return row; } private static ICheckedItemList CreateVariableItemList(IPreprocessingData preprocessingData) { ICheckedItemList itemList = new CheckedItemList(); foreach (string name in preprocessingData.GetDoubleVariableNames()) { var n = new StringValue(name); bool isInputTarget = preprocessingData.InputVariables.Contains(name) || preprocessingData.TargetVariable == name; itemList.Add(n, isInputTarget); } return new ReadOnlyCheckedItemList(itemList); } public static IEnumerable GetVariableNamesForGrouping(IPreprocessingData preprocessingData, int maxDistinctValues = 20) { var variableNames = new List(); for (int i = 0; i < preprocessingData.Columns; ++i) { int distinctValues = Int32.MaxValue; if (preprocessingData.VariableHasType(i)) distinctValues = preprocessingData.GetValues(i).GroupBy(x => x).Count(); else if (preprocessingData.VariableHasType(i)) distinctValues = preprocessingData.GetValues(i).GroupBy(x => x).Count(); else if (preprocessingData.VariableHasType(i)) distinctValues = preprocessingData.GetValues(i).GroupBy(x => x).Count(); if (distinctValues <= maxDistinctValues) variableNames.Add(preprocessingData.GetVariableName(i)); } return variableNames; } } }