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.CEDMA.DB.Interfaces;
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27 | using System.Runtime.Serialization;
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28 |
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29 | namespace HeuristicLab.CEDMA.DB.Interfaces {
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30 | public static class Ontology {
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31 | public static string CedmaNameSpace {
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32 | get { return "http://www.heuristiclab.com/cedma/"; }
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33 | }
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34 |
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35 | #region model attribute types
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36 | /// <summary>
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37 | /// Meta attribute to indicate potential attributes of models.
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38 | /// </summary>
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39 | public static Entity TypeModelAttribute {
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40 | get { return new Entity(CedmaNameSpace + "TypeModelAttribute"); }
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41 | }
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42 | /// <summary>
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43 | /// Meta attribute to indicate potential attributes of input variables.
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44 | /// </summary>
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45 | public static Entity TypeInputVariableAttribute {
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46 | get { return new Entity(CedmaNameSpace + "TypeInputVariableAttribute"); }
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47 | }
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48 | /// <summary>
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49 | /// Meta attribute to indicate potential attributes of problems (data sets).
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50 | /// </summary>
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51 | public static Entity TypeProblemAttribute {
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52 | get { return new Entity(CedmaNameSpace + "TypeProblemAttribute"); }
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53 | }
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54 | /// <summary>
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55 | /// Attribute value is ordinal, values can be sorted.
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56 | /// Examples are quality measures or complexity measures.
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57 | /// </summary>
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58 | public static Entity TypeOrdinalAttribute {
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59 | get { return new Entity(CedmaNameSpace + "TypeOrdinalAttribute"); }
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60 | }
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61 | /// <summary>
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62 | /// Attribute value is categorical and thus can't be sorted.
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63 | /// Examples is target-variable.
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64 | /// </summary>
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65 | public static Entity TypeCategoricalAttribute {
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66 | get { return new Entity(CedmaNameSpace + "TypeCategoricalAttribute"); }
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67 | }
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68 | /// <summary>
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69 | /// Attribute is a quality measure
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70 | /// </summary>
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71 | public static Entity TypeQualityAttribute {
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72 | get { return new Entity(CedmaNameSpace + "TypeQualityAttribute"); }
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73 | }
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74 | /// <summary>
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75 | /// Attribute is a complexity measure
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76 | /// </summary>
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77 | public static Entity TypeComplexityAttribute {
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78 | get { return new Entity(CedmaNameSpace + "TypeComplexityAttribute"); }
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79 | }
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80 | #endregion
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81 |
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82 | #region meta-data predicates
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83 | public static Entity Name {
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84 | get { return new Entity(CedmaNameSpace + "Name"); }
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85 | }
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86 | /// <summary>
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87 | /// Each entity can have a serialized XML representation that can be loaded in HL.
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88 | /// </summary>
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89 | public static Entity SerializedData {
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90 | get { return new Entity(CedmaNameSpace + "SerializedData"); }
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91 | }
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92 | /// <summary>
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93 | /// Link from data set to model.
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94 | /// A data set can have multiple models.
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95 | /// </summary>
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96 | public static Entity HasModel {
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97 | get { return new Entity(CedmaNameSpace + "Model"); }
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98 | }
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99 | /// <summary>
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100 | /// Link from model to algorithm.
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101 | /// An algorithm can generate multiple models, each model is generated by exactly one algorithm.
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102 | /// </summary>
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103 | public static Entity GeneratedBy {
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104 | get { return new Entity(CedmaNameSpace + "GeneratedBy"); }
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105 | }
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106 | /// <summary>
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107 | /// Link from model to input variable impact
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108 | /// Each model can have multiple input variables and each of the input variables can have a different impact on the model.
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109 | /// </summary>
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110 | public static Entity HasInputVariable {
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111 | get { return new Entity(CedmaNameSpace + "InputVariable"); }
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112 | }
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113 | #endregion
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114 |
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115 | #region types and type relations
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116 | public static Entity InstanceOf {
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117 | get { return new Entity(CedmaNameSpace + "InstanceOf"); }
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118 | }
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119 | public static Entity TypeDataSet {
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120 | get { return new Entity(CedmaNameSpace + "DataSet"); }
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121 | }
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122 | public static Entity TypeAlgorithm {
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123 | get { return new Entity(CedmaNameSpace + "Algorithm"); }
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124 | }
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125 | public static Entity TypeModel {
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126 | get { return new Entity(CedmaNameSpace + "Model"); }
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127 | }
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128 | public static Entity TypeVariableImpact {
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129 | get { return new Entity(CedmaNameSpace + "VariableImpact"); }
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130 | }
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131 | #endregion
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132 |
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133 | #region attributes for models
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134 | public static Entity TargetVariable {
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135 | get { return new Entity(CedmaNameSpace + "TargetVariable"); }
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136 | }
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137 | public static Entity TrainingMeanSquaredError {
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138 | get { return new Entity(CedmaNameSpace + "TrainingMeanSquaredError"); }
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139 | }
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140 | public static Entity ValidationMeanSquaredError {
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141 | get { return new Entity(CedmaNameSpace + "ValidationMeanSquaredError"); }
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142 | }
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143 | public static Entity TestMeanSquaredError {
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144 | get { return new Entity(CedmaNameSpace + "TestMeanSquaredError"); }
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145 | }
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146 | public static Entity TrainingMeanAbsolutePercentageError {
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147 | get { return new Entity(CedmaNameSpace + "TrainingMeanAbsolutePercentageError"); }
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148 | }
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149 | public static Entity ValidationMeanAbsolutePercentageError {
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150 | get { return new Entity(CedmaNameSpace + "ValidationMeanAbsolutePercentageError"); }
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151 | }
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152 | public static Entity TestMeanAbsolutePercentageError {
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153 | get { return new Entity(CedmaNameSpace + "TestMeanAbsolutePercentageError"); }
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154 | }
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155 | public static Entity TrainingMeanAbsolutePercentageOfRangeError {
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156 | get { return new Entity(CedmaNameSpace + "TrainingMeanAbsolutePercentageOfRangeError"); }
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157 | }
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158 | public static Entity ValidationMeanAbsolutePercentageOfRangeError {
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159 | get { return new Entity(CedmaNameSpace + "ValidationMeanAbsolutePercentageOfRangeError"); }
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160 | }
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161 | public static Entity TestMeanAbsolutePercentageOfRangeError {
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162 | get { return new Entity(CedmaNameSpace + "TestMeanAbsolutePercentageOfRangeError"); }
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163 | }
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164 | public static Entity TrainingCoefficientOfDetermination {
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165 | get { return new Entity(CedmaNameSpace + "TrainingCoefficientOfDetermination"); }
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166 | }
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167 | public static Entity ValidationCoefficientOfDetermination {
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168 | get { return new Entity(CedmaNameSpace + "ValidationCoefficientOfDetermination"); }
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169 | }
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170 | public static Entity TestCoefficientOfDetermination {
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171 | get { return new Entity(CedmaNameSpace + "TestCoefficientOfDetermination"); }
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172 | }
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173 | public static Entity TrainingVarianceAccountedFor {
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174 | get { return new Entity(CedmaNameSpace + "TrainingVarianceAccountedFor"); }
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175 | }
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176 | public static Entity ValidationVarianceAccountedFor {
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177 | get { return new Entity(CedmaNameSpace + "ValidationVarianceAccountedFor"); }
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178 | }
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179 | public static Entity TestVarianceAccountedFor {
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180 | get { return new Entity(CedmaNameSpace + "TestVarianceAccountedFor"); }
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181 | }
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182 | public static Entity TrainingAccuracy {
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183 | get { return new Entity(CedmaNameSpace + "TrainingAccuracy"); }
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184 | }
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185 | public static Entity ValidationAccuracy {
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186 | get { return new Entity(CedmaNameSpace + "ValidationAccuracy"); }
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187 | }
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188 | public static Entity TestAccuracy {
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189 | get { return new Entity(CedmaNameSpace + "TestAccuracy"); }
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190 | }
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191 | public static Entity TrainingTheilsInequalityCoefficient {
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192 | get { return new Entity(CedmaNameSpace + "TrainingTheilsInequalityCoefficient"); }
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193 | }
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194 | public static Entity ValidationTheilsInequalityCoefficient {
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195 | get { return new Entity(CedmaNameSpace + "ValidationTheilsInequalityCoefficient"); }
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196 | }
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197 | public static Entity TestTheilsInequalityCoefficient {
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198 | get { return new Entity(CedmaNameSpace + "TestTheilsInequalityCoefficient"); }
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199 | }
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200 | public static Entity TreeSize {
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201 | get { return new Entity(CedmaNameSpace + "TreeSize"); }
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202 | }
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203 | public static Entity TreeHeight {
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204 | get { return new Entity(CedmaNameSpace + "TreeHeight"); }
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205 | }
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206 | public static Entity EvaluatedSolutions {
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207 | get { return new Entity(CedmaNameSpace + "EvaluatedSolutions"); }
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208 | }
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209 | #endregion
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210 | #region attributes for input variables
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211 | public static Entity EvaluationImpact {
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212 | get { return new Entity(CedmaNameSpace + "EvaluationImpact"); }
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213 | }
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214 | public static Entity QualityImpact {
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215 | get { return new Entity(CedmaNameSpace + "QualityImpact"); }
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216 | }
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217 | #endregion
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218 |
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219 | public static ICollection<Statement> InitialStatements {
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220 | get {
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221 | return new List<Statement> {
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222 | new Statement(TargetVariable, InstanceOf, TypeCategoricalAttribute),
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223 | new Statement(TargetVariable, InstanceOf, TypeModelAttribute),
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224 |
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225 | new Statement(TrainingMeanSquaredError, InstanceOf, TypeOrdinalAttribute),
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226 | new Statement(TrainingMeanSquaredError, InstanceOf, TypeQualityAttribute),
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227 | new Statement(TrainingMeanSquaredError, InstanceOf, TypeModelAttribute),
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228 |
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229 | new Statement(ValidationMeanSquaredError, InstanceOf, TypeOrdinalAttribute),
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230 | new Statement(ValidationMeanSquaredError, InstanceOf, TypeQualityAttribute),
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231 | new Statement(ValidationMeanSquaredError, InstanceOf, TypeModelAttribute),
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232 |
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233 | new Statement(TestMeanSquaredError, InstanceOf, TypeOrdinalAttribute),
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234 | new Statement(TestMeanSquaredError, InstanceOf, TypeQualityAttribute),
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235 | new Statement(TestMeanSquaredError, InstanceOf, TypeModelAttribute),
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236 |
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237 | new Statement(TrainingMeanAbsolutePercentageError, InstanceOf, TypeOrdinalAttribute),
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238 | new Statement(TrainingMeanAbsolutePercentageError, InstanceOf, TypeQualityAttribute),
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239 | new Statement(TrainingMeanAbsolutePercentageError, InstanceOf, TypeModelAttribute),
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240 |
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241 | new Statement(ValidationMeanAbsolutePercentageError, InstanceOf, TypeOrdinalAttribute),
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242 | new Statement(ValidationMeanAbsolutePercentageError, InstanceOf, TypeQualityAttribute),
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243 | new Statement(ValidationMeanAbsolutePercentageError, InstanceOf, TypeModelAttribute),
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244 |
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245 | new Statement(TestMeanAbsolutePercentageError, InstanceOf, TypeOrdinalAttribute),
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246 | new Statement(TestMeanAbsolutePercentageError, InstanceOf, TypeQualityAttribute),
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247 | new Statement(TestMeanAbsolutePercentageError, InstanceOf, TypeModelAttribute),
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248 |
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249 | new Statement(TrainingMeanAbsolutePercentageOfRangeError, InstanceOf, TypeOrdinalAttribute),
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250 | new Statement(TrainingMeanAbsolutePercentageOfRangeError, InstanceOf, TypeQualityAttribute),
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251 | new Statement(TrainingMeanAbsolutePercentageOfRangeError, InstanceOf, TypeModelAttribute),
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252 |
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253 | new Statement(ValidationMeanAbsolutePercentageOfRangeError, InstanceOf, TypeOrdinalAttribute),
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254 | new Statement(ValidationMeanAbsolutePercentageOfRangeError, InstanceOf, TypeQualityAttribute),
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255 | new Statement(ValidationMeanAbsolutePercentageOfRangeError, InstanceOf, TypeModelAttribute),
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256 |
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257 | new Statement(TestMeanAbsolutePercentageOfRangeError, InstanceOf, TypeOrdinalAttribute),
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258 | new Statement(TestMeanAbsolutePercentageOfRangeError, InstanceOf, TypeQualityAttribute),
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259 | new Statement(TestMeanAbsolutePercentageOfRangeError, InstanceOf, TypeModelAttribute),
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260 |
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261 | new Statement(TrainingCoefficientOfDetermination, InstanceOf, TypeOrdinalAttribute),
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262 | new Statement(TrainingCoefficientOfDetermination, InstanceOf, TypeQualityAttribute),
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263 | new Statement(TrainingCoefficientOfDetermination, InstanceOf, TypeModelAttribute),
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264 |
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265 | new Statement(ValidationCoefficientOfDetermination, InstanceOf, TypeOrdinalAttribute),
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266 | new Statement(ValidationCoefficientOfDetermination, InstanceOf, TypeQualityAttribute),
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267 | new Statement(ValidationCoefficientOfDetermination, InstanceOf, TypeModelAttribute),
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268 |
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269 | new Statement(TestCoefficientOfDetermination, InstanceOf, TypeOrdinalAttribute),
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270 | new Statement(TestCoefficientOfDetermination, InstanceOf, TypeQualityAttribute),
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271 | new Statement(TestCoefficientOfDetermination, InstanceOf, TypeModelAttribute),
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272 |
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273 | new Statement(TrainingVarianceAccountedFor, InstanceOf, TypeOrdinalAttribute),
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274 | new Statement(TrainingVarianceAccountedFor, InstanceOf, TypeQualityAttribute),
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275 | new Statement(TrainingVarianceAccountedFor, InstanceOf, TypeModelAttribute),
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276 |
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277 | new Statement(ValidationVarianceAccountedFor, InstanceOf, TypeOrdinalAttribute),
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278 | new Statement(ValidationVarianceAccountedFor, InstanceOf, TypeQualityAttribute),
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279 | new Statement(ValidationVarianceAccountedFor, InstanceOf, TypeModelAttribute),
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280 |
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281 | new Statement(TestVarianceAccountedFor, InstanceOf, TypeOrdinalAttribute),
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282 | new Statement(TestVarianceAccountedFor, InstanceOf, TypeQualityAttribute),
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283 | new Statement(TestVarianceAccountedFor, InstanceOf, TypeModelAttribute),
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284 |
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285 | new Statement(TrainingAccuracy, InstanceOf, TypeOrdinalAttribute),
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286 | new Statement(TrainingAccuracy, InstanceOf, TypeQualityAttribute),
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287 | new Statement(TrainingAccuracy, InstanceOf, TypeModelAttribute),
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288 |
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289 | new Statement(ValidationAccuracy, InstanceOf, TypeOrdinalAttribute),
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290 | new Statement(ValidationAccuracy, InstanceOf, TypeQualityAttribute),
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291 | new Statement(ValidationAccuracy, InstanceOf, TypeModelAttribute),
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292 |
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293 | new Statement(TestAccuracy, InstanceOf, TypeOrdinalAttribute),
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294 | new Statement(TestAccuracy, InstanceOf, TypeQualityAttribute),
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295 | new Statement(TestAccuracy, InstanceOf, TypeModelAttribute),
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296 |
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297 | new Statement(TrainingTheilsInequalityCoefficient, InstanceOf, TypeOrdinalAttribute),
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298 | new Statement(TrainingTheilsInequalityCoefficient, InstanceOf, TypeQualityAttribute),
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299 | new Statement(TrainingTheilsInequalityCoefficient, InstanceOf, TypeModelAttribute),
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300 |
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301 | new Statement(ValidationTheilsInequalityCoefficient, InstanceOf, TypeOrdinalAttribute),
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302 | new Statement(ValidationTheilsInequalityCoefficient, InstanceOf, TypeQualityAttribute),
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303 | new Statement(ValidationTheilsInequalityCoefficient, InstanceOf, TypeModelAttribute),
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304 |
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305 | new Statement(TestTheilsInequalityCoefficient, InstanceOf, TypeOrdinalAttribute),
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306 | new Statement(TestTheilsInequalityCoefficient, InstanceOf, TypeQualityAttribute),
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307 | new Statement(TestTheilsInequalityCoefficient, InstanceOf, TypeModelAttribute),
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308 |
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309 | new Statement(TreeSize, InstanceOf, TypeOrdinalAttribute),
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310 | new Statement(TreeSize, InstanceOf, TypeComplexityAttribute),
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311 | new Statement(TreeSize, InstanceOf, TypeModelAttribute),
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312 |
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313 | new Statement(TreeHeight, InstanceOf, TypeOrdinalAttribute),
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314 | new Statement(TreeHeight, InstanceOf, TypeComplexityAttribute),
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315 | new Statement(TreeHeight, InstanceOf, TypeModelAttribute),
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316 |
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317 | new Statement(EvaluatedSolutions, InstanceOf, TypeOrdinalAttribute),
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318 | new Statement(EvaluatedSolutions, InstanceOf, TypeModelAttribute),
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319 |
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320 | new Statement(Name, InstanceOf, TypeCategoricalAttribute),
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321 | new Statement(Name, InstanceOf, TypeModelAttribute),
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322 | new Statement(Name, InstanceOf, TypeProblemAttribute),
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323 | new Statement(Name, InstanceOf, TypeInputVariableAttribute),
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324 |
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325 | new Statement(QualityImpact, InstanceOf, TypeOrdinalAttribute),
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326 | new Statement(QualityImpact, InstanceOf, TypeInputVariableAttribute),
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327 |
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328 | new Statement(EvaluationImpact, InstanceOf, TypeOrdinalAttribute),
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329 | new Statement(EvaluationImpact, InstanceOf, TypeInputVariableAttribute)
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330 | };
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331 | }
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332 | }
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333 |
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334 |
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335 | /// <summary>
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336 | /// Wildcard entity for filtering.
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337 | /// </summary>
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338 | public static Entity AnyEntity {
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339 | get { return new Entity(null); }
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340 | }
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341 | }
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342 | }
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