1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2008 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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23 | using System.Collections.Generic;
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24 | using System.Linq;
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25 | using System.Text;
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26 | using HeuristicLab.Core;
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27 | using System.Collections;
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28 | using HeuristicLab.CEDMA.DB.Interfaces;
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29 | using System.Xml;
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30 | using System.Runtime.Serialization;
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31 | using System.IO;
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32 | using HeuristicLab.PluginInfrastructure;
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33 | using HeuristicLab.Logging;
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34 | using HeuristicLab.Data;
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35 | using HeuristicLab.DataAnalysis;
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36 | using HeuristicLab.Functions;
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37 | using HeuristicLab.Charting.Data;
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38 | using System.Drawing;
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39 |
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40 | namespace HeuristicLab.CEDMA.Charting {
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41 |
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42 | public class RecordAddedEventArgs : EventArgs {
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43 | private Record record;
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44 | public Record Record { get { return record; } }
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45 | public RecordAddedEventArgs(Record r)
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46 | : base() {
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47 | this.record = r;
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48 | }
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49 | }
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50 |
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51 | public class ResultList : ItemBase {
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52 | private const string cedmaNS = "http://www.heuristiclab.com/cedma/";
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53 | private readonly Entity targetVariablePredicate = new Entity(cedmaNS + "TargetVariable");
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54 | private readonly Entity trainingMAPEPredicate = new Entity(cedmaNS + "MeanAbsolutePercentageErrorTraining");
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55 | private readonly Entity validationMAPEPredicate = new Entity(cedmaNS + "MeanAbsolutePercentageErrorValidation");
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56 | private readonly Entity testMAPEPredicate = new Entity(cedmaNS + "MeanAbsolutePercentageErrorTest");
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57 | private readonly Entity trainingR2Predicate = new Entity(cedmaNS + "CoefficientOfDeterminationTraining");
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58 | private readonly Entity validationR2Predicate = new Entity(cedmaNS + "CoefficientOfDeterminationValidation");
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59 | private readonly Entity testR2Predicate = new Entity(cedmaNS + "CoefficientOfDeterminationTest");
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60 | private readonly Entity treeSizePredicate = new Entity(cedmaNS + "TreeSize");
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61 | private readonly Entity treeHeightPredicate = new Entity(cedmaNS + "TreeHeight");
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62 | private readonly Entity selectionPressurePredicate = new Entity(cedmaNS + "SelectionPressure");
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63 | private readonly Entity rawDataPredicate = new Entity(cedmaNS + "RawData");
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64 | private readonly Entity hasModelPredicate = new Entity(cedmaNS + "Model");
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65 | private readonly Entity anyEntity = new Entity(null);
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66 | private Dictionary<Record, Dataset> datasets;
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67 |
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68 | private IStore store;
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69 | public IStore Store {
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70 | get { return store; }
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71 | set {
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72 | store = value;
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73 | Action reloadList = ReloadList;
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74 | reloadList.BeginInvoke(null, null);
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75 | }
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76 | }
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77 |
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78 | private List<string> variableNames = new List<string>() { Record.TARGET_VARIABLE, Record.TREE_SIZE, Record.TREE_HEIGHT, Record.SELECTIONPRESSURE,
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79 | Record.MAPE_TRAINING, Record.MAPE_VALIDATION, Record.MAPE_TEST,
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80 | Record.R2_TRAINING, Record.R2_VALIDATION, Record.R2_TEST};
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81 | public string[] VariableNames {
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82 | get {
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83 | return variableNames.ToArray();
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84 | }
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85 | }
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86 |
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87 | private Dictionary<Entity, string> predicateToVariableName;
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88 |
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89 | public event EventHandler<RecordAddedEventArgs> OnRecordAdded;
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90 |
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91 | private List<Record> records;
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92 | public List<Record> Records {
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93 | get {
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94 | List<Record> result = new List<Record>();
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95 | lock(records) {
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96 | result.AddRange(records);
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97 | }
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98 | return result;
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99 | }
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100 | }
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101 | private void ReloadList() {
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102 | var results = store.Select(new Statement(anyEntity, new Entity(cedmaNS + "instanceOf"), new Literal("class:GpFunctionTree")))
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103 | .Select(x => store.Select(new SelectFilter(
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104 | new Entity[] { new Entity(x.Subject.Uri) },
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105 | new Entity[] { targetVariablePredicate, treeSizePredicate, treeHeightPredicate, selectionPressurePredicate,
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106 | trainingMAPEPredicate, validationMAPEPredicate, testMAPEPredicate,
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107 | trainingR2Predicate, validationR2Predicate, testR2Predicate },
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108 | new Resource[] { anyEntity })));
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109 |
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110 | Random random = new Random();
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111 | foreach(Statement[] ss in results) {
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112 | if(ss.Length > 0) {
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113 | Record r = new Record(this, ss[0].Subject.Uri);
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114 | r.Set(Record.X_JITTER, random.NextDouble() * 2.0 - 1.0);
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115 | r.Set(Record.Y_JITTER, random.NextDouble() * 2.0 - 1.0);
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116 | foreach(Statement s in ss) {
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117 | string varName;
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118 | predicateToVariableName.TryGetValue(s.Predicate, out varName);
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119 | if(varName != null) {
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120 | if(varName == Record.TREE_HEIGHT || varName == Record.TREE_SIZE || varName == Record.TARGET_VARIABLE) {
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121 | r.Set(varName, (double)(int)((Literal)s.Property).Value);
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122 | } else {
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123 | r.Set(varName, (double)((Literal)s.Property).Value);
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124 | }
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125 | }
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126 | }
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127 | lock(records) {
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128 | records.Add(r);
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129 | }
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130 | FireRecordAdded(r);
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131 | }
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132 | }
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133 | FireChanged();
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134 | }
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135 |
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136 | private void FireRecordAdded(Record r) {
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137 | if(OnRecordAdded != null) OnRecordAdded(this, new RecordAddedEventArgs(r));
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138 | }
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139 |
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140 | public ResultList()
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141 | : base() {
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142 | records = new List<Record>();
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143 | datasets = new Dictionary<Record, Dataset>();
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144 | predicateToVariableName = new Dictionary<Entity, string>();
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145 | predicateToVariableName[targetVariablePredicate] = Record.TARGET_VARIABLE;
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146 | predicateToVariableName[treeSizePredicate] = Record.TREE_SIZE;
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147 | predicateToVariableName[treeHeightPredicate] = Record.TREE_HEIGHT;
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148 | predicateToVariableName[selectionPressurePredicate] = Record.SELECTIONPRESSURE;
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149 | predicateToVariableName[trainingMAPEPredicate] = Record.MAPE_TRAINING;
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150 | predicateToVariableName[validationMAPEPredicate] = Record.MAPE_VALIDATION;
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151 | predicateToVariableName[testMAPEPredicate] = Record.MAPE_TEST;
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152 | predicateToVariableName[trainingR2Predicate] = Record.R2_TRAINING;
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153 | predicateToVariableName[validationR2Predicate] = Record.R2_VALIDATION;
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154 | predicateToVariableName[testR2Predicate] = Record.R2_TEST;
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155 | }
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156 |
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157 | public override IView CreateView() {
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158 | return new ResultListView(this);
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159 | }
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160 |
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161 | internal void OpenModel(Record record) {
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162 | IList<Statement> modelResults = store.Select(new Statement(new Entity(record.Uri), rawDataPredicate, anyEntity));
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163 | if(modelResults.Count == 1) {
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164 | string rawData = ((SerializedLiteral)modelResults[0].Property).RawData;
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165 | XmlDocument doc = new XmlDocument();
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166 | doc.LoadXml(rawData);
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167 | IFunctionTree tree = (IFunctionTree)PersistenceManager.Restore(doc.ChildNodes[1], new Dictionary<Guid, IStorable>());
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168 | int targetVariable = (int)record.Get(Record.TARGET_VARIABLE);
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169 | Dataset dataset = GetDataset(record);
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170 |
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171 | ModelView modelView = new ModelView(dataset, tree, targetVariable);
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172 | PluginManager.ControlManager.ShowControl(modelView);
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173 | }
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174 | }
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175 |
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176 | private Dataset GetDataset(Record record) {
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177 | if(!datasets.ContainsKey(record)) {
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178 | IList<Statement> result = store.Select(new Statement(anyEntity, hasModelPredicate, new Entity(record.Uri)));
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179 | if(result.Count == 1) {
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180 | IList<Statement> datasetResult = store.Select(new Statement(result[0].Subject, rawDataPredicate, anyEntity));
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181 | if(datasetResult.Count == 1) {
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182 | string rawData = ((SerializedLiteral)datasetResult[0].Property).RawData;
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183 | XmlDocument doc = new XmlDocument();
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184 | doc.LoadXml(rawData);
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185 | Dataset dataset = (Dataset)PersistenceManager.Restore(doc.ChildNodes[1], new Dictionary<Guid, IStorable>());
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186 | datasets.Add(record, dataset);
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187 | }
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188 | }
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189 | }
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190 | return datasets[record];
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191 | }
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192 | }
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193 | }
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