[988] | 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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[1287] | 35 | #region model attribute types
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[988] | 36 | /// <summary>
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[2081] | 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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[988] | 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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[2047] | 83 | public static Entity Name {
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[988] | 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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[2047] | 89 | public static Entity SerializedData {
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[988] | 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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[2047] | 96 | public static Entity HasModel {
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[988] | 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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[2047] | 103 | public static Entity GeneratedBy {
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[988] | 104 | get { return new Entity(CedmaNameSpace + "GeneratedBy"); }
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| 105 | }
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[2047] | 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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[988] | 113 | #endregion
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| 114 |
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| 115 | #region types and type relations
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[2047] | 116 | public static Entity InstanceOf {
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[988] | 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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[2045] | 128 | public static Entity TypeVariableImpact {
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[2047] | 129 | get { return new Entity(CedmaNameSpace + "VariableImpact"); }
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[2045] | 130 | }
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[988] | 131 | #endregion
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| 132 |
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[2047] | 133 | #region attributes for models
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[1287] | 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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[1890] | 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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[1287] | 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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[2047] | 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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[1287] | 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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[2047] | 222 | new Statement(TargetVariable, InstanceOf, TypeCategoricalAttribute),
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[2081] | 223 | new Statement(TargetVariable, InstanceOf, TypeModelAttribute),
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| 224 |
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[2047] | 225 | new Statement(TrainingMeanSquaredError, InstanceOf, TypeOrdinalAttribute),
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| 226 | new Statement(TrainingMeanSquaredError, InstanceOf, TypeQualityAttribute),
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[2081] | 227 | new Statement(TrainingMeanSquaredError, InstanceOf, TypeModelAttribute),
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| 228 |
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[2047] | 229 | new Statement(ValidationMeanSquaredError, InstanceOf, TypeOrdinalAttribute),
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| 230 | new Statement(ValidationMeanSquaredError, InstanceOf, TypeQualityAttribute),
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[2081] | 231 | new Statement(ValidationMeanSquaredError, InstanceOf, TypeModelAttribute),
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| 232 |
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[2047] | 233 | new Statement(TestMeanSquaredError, InstanceOf, TypeOrdinalAttribute),
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| 234 | new Statement(TestMeanSquaredError, InstanceOf, TypeQualityAttribute),
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[2081] | 235 | new Statement(TestMeanSquaredError, InstanceOf, TypeModelAttribute),
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| 236 |
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[2047] | 237 | new Statement(TrainingMeanAbsolutePercentageError, InstanceOf, TypeOrdinalAttribute),
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| 238 | new Statement(TrainingMeanAbsolutePercentageError, InstanceOf, TypeQualityAttribute),
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[2081] | 239 | new Statement(TrainingMeanAbsolutePercentageError, InstanceOf, TypeModelAttribute),
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| 240 |
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[2047] | 241 | new Statement(ValidationMeanAbsolutePercentageError, InstanceOf, TypeOrdinalAttribute),
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| 242 | new Statement(ValidationMeanAbsolutePercentageError, InstanceOf, TypeQualityAttribute),
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[2081] | 243 | new Statement(ValidationMeanAbsolutePercentageError, InstanceOf, TypeModelAttribute),
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| 244 |
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[2047] | 245 | new Statement(TestMeanAbsolutePercentageError, InstanceOf, TypeOrdinalAttribute),
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| 246 | new Statement(TestMeanAbsolutePercentageError, InstanceOf, TypeQualityAttribute),
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[2081] | 247 | new Statement(TestMeanAbsolutePercentageError, InstanceOf, TypeModelAttribute),
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| 248 |
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[2047] | 249 | new Statement(TrainingMeanAbsolutePercentageOfRangeError, InstanceOf, TypeOrdinalAttribute),
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| 250 | new Statement(TrainingMeanAbsolutePercentageOfRangeError, InstanceOf, TypeQualityAttribute),
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[2081] | 251 | new Statement(TrainingMeanAbsolutePercentageOfRangeError, InstanceOf, TypeModelAttribute),
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| 252 |
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[2047] | 253 | new Statement(ValidationMeanAbsolutePercentageOfRangeError, InstanceOf, TypeOrdinalAttribute),
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| 254 | new Statement(ValidationMeanAbsolutePercentageOfRangeError, InstanceOf, TypeQualityAttribute),
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[2081] | 255 | new Statement(ValidationMeanAbsolutePercentageOfRangeError, InstanceOf, TypeModelAttribute),
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| 256 |
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[2047] | 257 | new Statement(TestMeanAbsolutePercentageOfRangeError, InstanceOf, TypeOrdinalAttribute),
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| 258 | new Statement(TestMeanAbsolutePercentageOfRangeError, InstanceOf, TypeQualityAttribute),
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[2081] | 259 | new Statement(TestMeanAbsolutePercentageOfRangeError, InstanceOf, TypeModelAttribute),
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| 260 |
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[2047] | 261 | new Statement(TrainingCoefficientOfDetermination, InstanceOf, TypeOrdinalAttribute),
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| 262 | new Statement(TrainingCoefficientOfDetermination, InstanceOf, TypeQualityAttribute),
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[2081] | 263 | new Statement(TrainingCoefficientOfDetermination, InstanceOf, TypeModelAttribute),
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| 264 |
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[2047] | 265 | new Statement(ValidationCoefficientOfDetermination, InstanceOf, TypeOrdinalAttribute),
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| 266 | new Statement(ValidationCoefficientOfDetermination, InstanceOf, TypeQualityAttribute),
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[2081] | 267 | new Statement(ValidationCoefficientOfDetermination, InstanceOf, TypeModelAttribute),
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| 268 |
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[2047] | 269 | new Statement(TestCoefficientOfDetermination, InstanceOf, TypeOrdinalAttribute),
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| 270 | new Statement(TestCoefficientOfDetermination, InstanceOf, TypeQualityAttribute),
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[2081] | 271 | new Statement(TestCoefficientOfDetermination, InstanceOf, TypeModelAttribute),
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| 272 |
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[2159] | 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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[2047] | 285 | new Statement(TrainingAccuracy, InstanceOf, TypeOrdinalAttribute),
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| 286 | new Statement(TrainingAccuracy, InstanceOf, TypeQualityAttribute),
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[2081] | 287 | new Statement(TrainingAccuracy, InstanceOf, TypeModelAttribute),
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| 288 |
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[2047] | 289 | new Statement(ValidationAccuracy, InstanceOf, TypeOrdinalAttribute),
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| 290 | new Statement(ValidationAccuracy, InstanceOf, TypeQualityAttribute),
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[2081] | 291 | new Statement(ValidationAccuracy, InstanceOf, TypeModelAttribute),
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| 292 |
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[2047] | 293 | new Statement(TestAccuracy, InstanceOf, TypeOrdinalAttribute),
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| 294 | new Statement(TestAccuracy, InstanceOf, TypeQualityAttribute),
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[2081] | 295 | new Statement(TestAccuracy, InstanceOf, TypeModelAttribute),
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| 296 |
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[2047] | 297 | new Statement(TrainingTheilsInequalityCoefficient, InstanceOf, TypeOrdinalAttribute),
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| 298 | new Statement(TrainingTheilsInequalityCoefficient, InstanceOf, TypeQualityAttribute),
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[2081] | 299 | new Statement(TrainingTheilsInequalityCoefficient, InstanceOf, TypeModelAttribute),
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| 300 |
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[2047] | 301 | new Statement(ValidationTheilsInequalityCoefficient, InstanceOf, TypeOrdinalAttribute),
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| 302 | new Statement(ValidationTheilsInequalityCoefficient, InstanceOf, TypeQualityAttribute),
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[2081] | 303 | new Statement(ValidationTheilsInequalityCoefficient, InstanceOf, TypeModelAttribute),
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| 304 |
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[2047] | 305 | new Statement(TestTheilsInequalityCoefficient, InstanceOf, TypeOrdinalAttribute),
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| 306 | new Statement(TestTheilsInequalityCoefficient, InstanceOf, TypeQualityAttribute),
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[2081] | 307 | new Statement(TestTheilsInequalityCoefficient, InstanceOf, TypeModelAttribute),
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[1287] | 308 |
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[2047] | 309 | new Statement(TreeSize, InstanceOf, TypeOrdinalAttribute),
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| 310 | new Statement(TreeSize, InstanceOf, TypeComplexityAttribute),
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[2081] | 311 | new Statement(TreeSize, InstanceOf, TypeModelAttribute),
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| 312 |
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[2047] | 313 | new Statement(TreeHeight, InstanceOf, TypeOrdinalAttribute),
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| 314 | new Statement(TreeHeight, InstanceOf, TypeComplexityAttribute),
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[2081] | 315 | new Statement(TreeHeight, InstanceOf, TypeModelAttribute),
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| 316 |
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[2047] | 317 | new Statement(EvaluatedSolutions, InstanceOf, TypeOrdinalAttribute),
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[2081] | 318 | new Statement(EvaluatedSolutions, InstanceOf, TypeModelAttribute),
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[2047] | 319 |
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| 320 | new Statement(Name, InstanceOf, TypeCategoricalAttribute),
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[2081] | 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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[2047] | 325 | new Statement(QualityImpact, InstanceOf, TypeOrdinalAttribute),
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[2081] | 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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[1287] | 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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[988] | 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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