1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2016 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.Linq;
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24 | using HeuristicLab.Analysis;
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25 | using HeuristicLab.Common;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Data;
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28 | using HeuristicLab.Encodings.LinearLinkageEncoding;
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29 | using HeuristicLab.Optimization;
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30 | using HeuristicLab.Optimization.Operators;
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31 | using HeuristicLab.Parameters;
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32 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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33 | using HeuristicLab.Problems.Instances;
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34 |
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35 | namespace HeuristicLab.Problems.GraphColoring {
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36 | public enum FitnessFunction { Prioritized, Penalized }
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37 | [Item("Graph Coloring Problem (GCP)", "Attempts to find a coloring using a minimal number of colors that doesn't produce a conflict.")]
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38 | [Creatable(CreatableAttribute.Categories.CombinatorialProblems, Priority = 135)]
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39 | [StorableClass]
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40 | public sealed class GraphColoringProblem : SingleObjectiveBasicProblem<LinearLinkageEncoding>, IProblemInstanceConsumer<GCPData> {
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41 |
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42 | public override bool Maximization {
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43 | get { return false; }
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44 | }
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45 |
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46 | [Storable]
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47 | private IValueParameter<IntMatrix> adjacencyListParameter;
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48 | public IValueParameter<IntMatrix> AdjacencyListParameter {
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49 | get { return adjacencyListParameter; }
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50 | }
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51 | [Storable]
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52 | private IValueParameter<EnumValue<FitnessFunction>> fitnessFunctionParameter;
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53 | public IValueParameter<EnumValue<FitnessFunction>> FitnessFunctionParameter {
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54 | get { return fitnessFunctionParameter; }
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55 | }
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56 |
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57 | [StorableConstructor]
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58 | private GraphColoringProblem(bool deserializing) : base(deserializing) { }
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59 | private GraphColoringProblem(GraphColoringProblem original, Cloner cloner)
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60 | : base(original, cloner) {
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61 | adjacencyListParameter = cloner.Clone(original.adjacencyListParameter);
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62 | fitnessFunctionParameter = cloner.Clone(original.fitnessFunctionParameter);
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63 | RegisterEventHandlers();
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64 | }
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65 | public GraphColoringProblem() {
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66 | Encoding = new LinearLinkageEncoding("lle");
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67 | Parameters.Add(adjacencyListParameter = new ValueParameter<IntMatrix>("Adjacency List", "The adjacency list that describes the (symmetric) edges in the graph with nodes from 0 to N-1."));
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68 | Parameters.Add(fitnessFunctionParameter = new ValueParameter<EnumValue<FitnessFunction>>("Fitness Function", "The function to use for evaluating the quality of a solution.", new EnumValue<FitnessFunction>(FitnessFunction.Prioritized)));
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69 |
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70 | var imat = new IntMatrix(defaultInstance.Length, 2);
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71 | for (var i = 0; i < defaultInstance.Length; i++) {
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72 | imat[i, 0] = defaultInstance[i].Item1 - 1;
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73 | imat[i, 1] = defaultInstance[i].Item2 - 1;
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74 | }
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75 | Encoding.Length = defaultInstanceNodes;
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76 | AdjacencyListParameter.Value = imat;
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77 | BestKnownQuality = 7;
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78 |
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79 | InitializeOperators();
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80 | RegisterEventHandlers();
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81 | }
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82 |
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83 | public override IDeepCloneable Clone(Cloner cloner) {
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84 | return new GraphColoringProblem(this, cloner);
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85 | }
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86 |
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87 | protected override void OnEncodingChanged() {
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88 | base.OnEncodingChanged();
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89 |
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90 | Parameterize();
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91 | }
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92 |
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93 | [StorableHook(HookType.AfterDeserialization)]
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94 | private void AfterDeserialization() {
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95 | RegisterEventHandlers();
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96 | }
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97 |
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98 | private void RegisterEventHandlers() {
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99 | fitnessFunctionParameter.ValueChanged += FitnessFunctionParameterOnValueChanged;
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100 | fitnessFunctionParameter.Value.ValueChanged += FitnessFunctionOnValueChanged;
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101 | }
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102 |
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103 | private void FitnessFunctionParameterOnValueChanged(object sender, EventArgs eventArgs) {
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104 | fitnessFunctionParameter.Value.ValueChanged += FitnessFunctionOnValueChanged;
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105 | OnReset();
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106 | }
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107 |
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108 | private void FitnessFunctionOnValueChanged(object sender, EventArgs eventArgs) {
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109 | BestKnownQualityParameter.Value = null;
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110 | OnReset();
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111 | }
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112 |
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113 | public override double Evaluate(Individual individual, IRandom random) {
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114 | var fitFun = FitnessFunctionParameter.Value.Value;
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115 | var adjList = adjacencyListParameter.Value;
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116 | var lle = individual.LinearLinkage(Encoding.Name).ToEndLinks(); // LLE-e encoding uses the highest indexed member as group number
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117 |
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118 | switch (fitFun) {
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119 | case FitnessFunction.Prioritized: {
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120 | var conflicts = 0;
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121 | var colors = lle.Distinct().Count();
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122 | for (var r = 0; r < adjList.Rows; r++) {
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123 | if (lle[adjList[r, 0]] == lle[adjList[r, 1]]) conflicts++; // both nodes are adjacent and have the same color (are in the same group)
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124 | }
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125 | // number of conflicts is the integer part of the quality
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126 | // number of colors constitutes the fractional part
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127 | // the number of fractional digits is defined by the maximum number of possible colors (each node its own color)
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128 | var mag = Math.Pow(10, -(int)Math.Ceiling(Math.Log10(lle.Length)));
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129 | // the value is e.g. 4.03 for 4 conflicts with 3 colors (and less than 100 nodes)
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130 | return conflicts + colors * mag;
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131 | }
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132 | case FitnessFunction.Penalized: {
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133 | // Fitness function from
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134 | // David S. Johnson, Cecilia R. Aragon, Lyle A. McGeoch, and Catherine Schevon. 1991.
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135 | // Optimization by simulated annealing: An experimental evaluation; part II, graph coloring and number partitioning.
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136 | // Operations Research 39(3), pp. 378–406.
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137 | // All local optima of this function correspond to legal colorings.
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138 | var colors = lle.GroupBy(x => x).ToDictionary(x => x.Key, x => new EvaluationHelper() { ColorCount = x.Count() });
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139 | for (var r = 0; r < adjList.Rows; r++) {
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140 | var color1 = lle[adjList[r, 0]];
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141 | var color2 = lle[adjList[r, 1]];
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142 | if (color1 == color2) colors[color1].ConflictCount++;
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143 | }
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144 | return 2 * colors.Sum(x => x.Value.ColorCount * x.Value.ConflictCount) - colors.Sum(x => x.Value.ColorCount * x.Value.ColorCount);
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145 | }
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146 | default: throw new InvalidOperationException(string.Format("Unknown fitness function {0}.", fitFun));
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147 | }
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148 | }
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149 |
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150 | private class EvaluationHelper {
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151 | public int ColorCount { get; set; }
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152 | public int ConflictCount { get; set; }
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153 | }
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154 |
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155 | public override void Analyze(Individual[] individuals, double[] qualities, ResultCollection results, IRandom random) {
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156 | var orderedIndividuals = individuals.Zip(qualities, (i, q) => new { Individual = i, Quality = q }).OrderBy(z => z.Quality);
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157 | var best = Maximization ? orderedIndividuals.Last().Individual.LinearLinkage(Encoding.Name) : orderedIndividuals.First().Individual.LinearLinkage(Encoding.Name);
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158 |
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159 | var adjList = AdjacencyListParameter.Value;
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160 | var lle = best.ToEndLinks();
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161 | var conflicts = 0;
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162 | var colors = lle.Distinct().Count();
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163 | for (var r = 0; r < adjList.Rows; r++) {
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164 | if (lle[adjList[r, 0]] == lle[adjList[r, 1]]) conflicts++; // both nodes are adjacent and have the same color (are in the same group)
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165 | }
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166 |
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167 | IResult res;
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168 | if (!results.TryGetValue("Best Solution Colors", out res)) {
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169 | res = new Result("Best Solution Colors", new IntValue(colors));
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170 | results.Add(res);
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171 | } else ((IntValue)res.Value).Value = colors;
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172 | if (!results.TryGetValue("Best Solution Conflicts", out res)) {
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173 | res = new Result("Best Solution Conflicts", new IntValue(conflicts));
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174 | results.Add(res);
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175 | } else ((IntValue)res.Value).Value = conflicts;
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176 | }
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177 |
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178 | public void Load(GCPData data) {
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179 | Encoding.Length = data.Nodes;
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180 | AdjacencyListParameter.Value = new IntMatrix(data.Adjacencies);
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181 | if (FitnessFunctionParameter.Value.Value == FitnessFunction.Prioritized && data.BestKnownColors.HasValue) {
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182 | var mag = Math.Pow(10, -(int)Math.Ceiling(Math.Log10(data.Nodes)));
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183 | // the value is e.g. 4.03 for 4 conflicts with 3 colors (and less than 100 nodes)
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184 | BestKnownQuality = data.BestKnownColors.Value * mag;
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185 | } else BestKnownQualityParameter.Value = null;
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186 | Name = data.Name;
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187 | Description = data.Description;
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188 | OnReset();
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189 | }
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190 |
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191 | private void InitializeOperators() {
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192 | Operators.Add(new HammingSimilarityCalculator());
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193 | Operators.Add(new QualitySimilarityCalculator());
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194 | Operators.Add(new PopulationSimilarityAnalyzer(Operators.OfType<ISolutionSimilarityCalculator>()));
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195 |
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196 | Parameterize();
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197 | }
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198 |
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199 | private void Parameterize() {
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200 | foreach (var simCalc in Operators.OfType<ISolutionSimilarityCalculator>()) {
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201 | simCalc.SolutionVariableName = Encoding.Name;
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202 | simCalc.QualityVariableName = Evaluator.QualityParameter.ActualName;
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203 | }
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204 | }
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205 |
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206 | #region Default Instance (myciel6.col)
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207 | private static readonly int defaultInstanceNodes = 95;
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208 | private static readonly Tuple<int, int>[] defaultInstance = {
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209 | Tuple.Create(1, 2),
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210 | Tuple.Create(1, 4),
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211 | Tuple.Create(1, 7),
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212 | Tuple.Create(1, 9),
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213 | Tuple.Create(1, 13),
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214 | Tuple.Create(1, 15),
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215 | Tuple.Create(1, 18),
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216 | Tuple.Create(1, 20),
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217 | Tuple.Create(1, 25),
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218 | Tuple.Create(1, 27),
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219 | Tuple.Create(1, 30),
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220 | Tuple.Create(1, 32),
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221 | Tuple.Create(1, 36),
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222 | Tuple.Create(1, 38),
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223 | Tuple.Create(1, 41),
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224 | Tuple.Create(1, 43),
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225 | Tuple.Create(1, 49),
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226 | Tuple.Create(1, 51),
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227 | Tuple.Create(1, 54),
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228 | Tuple.Create(1, 56),
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229 | Tuple.Create(1, 60),
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230 | Tuple.Create(1, 62),
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231 | Tuple.Create(1, 65),
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232 | Tuple.Create(1, 67),
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233 | Tuple.Create(1, 72),
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234 | Tuple.Create(1, 74),
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235 | Tuple.Create(1, 77),
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236 | Tuple.Create(1, 79),
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237 | Tuple.Create(1, 83),
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238 | Tuple.Create(1, 85),
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239 | Tuple.Create(1, 88),
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240 | Tuple.Create(1, 90),
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241 | Tuple.Create(2, 3),
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242 | Tuple.Create(2, 6),
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243 | Tuple.Create(2, 8),
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244 | Tuple.Create(2, 12),
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245 | Tuple.Create(2, 14),
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246 | Tuple.Create(2, 17),
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247 | Tuple.Create(2, 19),
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248 | Tuple.Create(2, 24),
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249 | Tuple.Create(2, 26),
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250 | Tuple.Create(2, 29),
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251 | Tuple.Create(2, 31),
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252 | Tuple.Create(2, 35),
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253 | Tuple.Create(2, 37),
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254 | Tuple.Create(2, 40),
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255 | Tuple.Create(2, 42),
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256 | Tuple.Create(2, 48),
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257 | Tuple.Create(2, 50),
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258 | Tuple.Create(2, 53),
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259 | Tuple.Create(2, 55),
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260 | Tuple.Create(2, 59),
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261 | Tuple.Create(2, 61),
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262 | Tuple.Create(2, 64),
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263 | Tuple.Create(2, 66),
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264 | Tuple.Create(2, 71),
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265 | Tuple.Create(2, 73),
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266 | Tuple.Create(2, 76),
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267 | Tuple.Create(2, 78),
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268 | Tuple.Create(2, 82),
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269 | Tuple.Create(2, 84),
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270 | Tuple.Create(2, 87),
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271 | Tuple.Create(2, 89),
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272 | Tuple.Create(3, 5),
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273 | Tuple.Create(3, 7),
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274 | Tuple.Create(3, 10),
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275 | Tuple.Create(3, 13),
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276 | Tuple.Create(3, 16),
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277 | Tuple.Create(3, 18),
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278 | Tuple.Create(3, 21),
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279 | Tuple.Create(3, 25),
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280 | Tuple.Create(3, 28),
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281 | Tuple.Create(3, 30),
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282 | Tuple.Create(3, 33),
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283 | Tuple.Create(3, 36),
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284 | Tuple.Create(3, 39),
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285 | Tuple.Create(3, 41),
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286 | Tuple.Create(3, 44),
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287 | Tuple.Create(3, 49),
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288 | Tuple.Create(3, 52),
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289 | Tuple.Create(3, 54),
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290 | Tuple.Create(3, 57),
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291 | Tuple.Create(3, 60),
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292 | Tuple.Create(3, 63),
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293 | Tuple.Create(3, 65),
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294 | Tuple.Create(3, 68),
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295 | Tuple.Create(3, 72),
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296 | Tuple.Create(3, 75),
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297 | Tuple.Create(3, 77),
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298 | Tuple.Create(3, 80),
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299 | Tuple.Create(3, 83),
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300 | Tuple.Create(3, 86),
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301 | Tuple.Create(3, 88),
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302 | Tuple.Create(3, 91),
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303 | Tuple.Create(4, 5),
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304 | Tuple.Create(4, 6),
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305 | Tuple.Create(4, 10),
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306 | Tuple.Create(4, 12),
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307 | Tuple.Create(4, 16),
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308 | Tuple.Create(4, 17),
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309 | Tuple.Create(4, 21),
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310 | Tuple.Create(4, 24),
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311 | Tuple.Create(4, 28),
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312 | Tuple.Create(4, 29),
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313 | Tuple.Create(4, 33),
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314 | Tuple.Create(4, 35),
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315 | Tuple.Create(4, 39),
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316 | Tuple.Create(4, 40),
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317 | Tuple.Create(4, 44),
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318 | Tuple.Create(4, 48),
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319 | Tuple.Create(4, 52),
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320 | Tuple.Create(4, 53),
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321 | Tuple.Create(4, 57),
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322 | Tuple.Create(4, 59),
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323 | Tuple.Create(4, 63),
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324 | Tuple.Create(4, 64),
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325 | Tuple.Create(4, 68),
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326 | Tuple.Create(4, 71),
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327 | Tuple.Create(4, 75),
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328 | Tuple.Create(4, 76),
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329 | Tuple.Create(4, 80),
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330 | Tuple.Create(4, 82),
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331 | Tuple.Create(4, 86),
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332 | Tuple.Create(4, 87),
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333 | Tuple.Create(4, 91),
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334 | Tuple.Create(5, 8),
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335 | Tuple.Create(5, 9),
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336 | Tuple.Create(5, 14),
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337 | Tuple.Create(5, 15),
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338 | Tuple.Create(5, 19),
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339 | Tuple.Create(5, 20),
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340 | Tuple.Create(5, 26),
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341 | Tuple.Create(5, 27),
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342 | Tuple.Create(5, 31),
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343 | Tuple.Create(5, 32),
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344 | Tuple.Create(5, 37),
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345 | Tuple.Create(5, 38),
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346 | Tuple.Create(5, 42),
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347 | Tuple.Create(5, 43),
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348 | Tuple.Create(5, 50),
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349 | Tuple.Create(5, 51),
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350 | Tuple.Create(5, 55),
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351 | Tuple.Create(5, 56),
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352 | Tuple.Create(5, 61),
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353 | Tuple.Create(5, 62),
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354 | Tuple.Create(5, 66),
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355 | Tuple.Create(5, 67),
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356 | Tuple.Create(5, 73),
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357 | Tuple.Create(5, 74),
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358 | Tuple.Create(5, 78),
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359 | Tuple.Create(5, 79),
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360 | Tuple.Create(5, 84),
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361 | Tuple.Create(5, 85),
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362 | Tuple.Create(5, 89),
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363 | Tuple.Create(5, 90),
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364 | Tuple.Create(6, 11),
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365 | Tuple.Create(6, 13),
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366 | Tuple.Create(6, 15),
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367 | Tuple.Create(6, 22),
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368 | Tuple.Create(6, 25),
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369 | Tuple.Create(6, 27),
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370 | Tuple.Create(6, 34),
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371 | Tuple.Create(6, 36),
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372 | Tuple.Create(6, 38),
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373 | Tuple.Create(6, 45),
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374 | Tuple.Create(6, 49),
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375 | Tuple.Create(6, 51),
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376 | Tuple.Create(6, 58),
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377 | Tuple.Create(6, 60),
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378 | Tuple.Create(6, 62),
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379 | Tuple.Create(6, 69),
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380 | Tuple.Create(6, 72),
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381 | Tuple.Create(6, 74),
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382 | Tuple.Create(6, 81),
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383 | Tuple.Create(6, 83),
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384 | Tuple.Create(6, 85),
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385 | Tuple.Create(6, 92),
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386 | Tuple.Create(7, 11),
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387 | Tuple.Create(7, 12),
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388 | Tuple.Create(7, 14),
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389 | Tuple.Create(7, 22),
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390 | Tuple.Create(7, 24),
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391 | Tuple.Create(7, 26),
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392 | Tuple.Create(7, 34),
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393 | Tuple.Create(7, 35),
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394 | Tuple.Create(7, 37),
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395 | Tuple.Create(7, 45),
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396 | Tuple.Create(7, 48),
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397 | Tuple.Create(7, 50),
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398 | Tuple.Create(7, 58),
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399 | Tuple.Create(7, 59),
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400 | Tuple.Create(7, 61),
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401 | Tuple.Create(7, 69),
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402 | Tuple.Create(7, 71),
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403 | Tuple.Create(7, 73),
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404 | Tuple.Create(7, 81),
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405 | Tuple.Create(7, 82),
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406 | Tuple.Create(7, 84),
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407 | Tuple.Create(7, 92),
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408 | Tuple.Create(8, 11),
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409 | Tuple.Create(8, 13),
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410 | Tuple.Create(8, 16),
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411 | Tuple.Create(8, 22),
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412 | Tuple.Create(8, 25),
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413 | Tuple.Create(8, 28),
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414 | Tuple.Create(8, 34),
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415 | Tuple.Create(8, 36),
|
---|
416 | Tuple.Create(8, 39),
|
---|
417 | Tuple.Create(8, 45),
|
---|
418 | Tuple.Create(8, 49),
|
---|
419 | Tuple.Create(8, 52),
|
---|
420 | Tuple.Create(8, 58),
|
---|
421 | Tuple.Create(8, 60),
|
---|
422 | Tuple.Create(8, 63),
|
---|
423 | Tuple.Create(8, 69),
|
---|
424 | Tuple.Create(8, 72),
|
---|
425 | Tuple.Create(8, 75),
|
---|
426 | Tuple.Create(8, 81),
|
---|
427 | Tuple.Create(8, 83),
|
---|
428 | Tuple.Create(8, 86),
|
---|
429 | Tuple.Create(8, 92),
|
---|
430 | Tuple.Create(9, 11),
|
---|
431 | Tuple.Create(9, 12),
|
---|
432 | Tuple.Create(9, 16),
|
---|
433 | Tuple.Create(9, 22),
|
---|
434 | Tuple.Create(9, 24),
|
---|
435 | Tuple.Create(9, 28),
|
---|
436 | Tuple.Create(9, 34),
|
---|
437 | Tuple.Create(9, 35),
|
---|
438 | Tuple.Create(9, 39),
|
---|
439 | Tuple.Create(9, 45),
|
---|
440 | Tuple.Create(9, 48),
|
---|
441 | Tuple.Create(9, 52),
|
---|
442 | Tuple.Create(9, 58),
|
---|
443 | Tuple.Create(9, 59),
|
---|
444 | Tuple.Create(9, 63),
|
---|
445 | Tuple.Create(9, 69),
|
---|
446 | Tuple.Create(9, 71),
|
---|
447 | Tuple.Create(9, 75),
|
---|
448 | Tuple.Create(9, 81),
|
---|
449 | Tuple.Create(9, 82),
|
---|
450 | Tuple.Create(9, 86),
|
---|
451 | Tuple.Create(9, 92),
|
---|
452 | Tuple.Create(10, 11),
|
---|
453 | Tuple.Create(10, 14),
|
---|
454 | Tuple.Create(10, 15),
|
---|
455 | Tuple.Create(10, 22),
|
---|
456 | Tuple.Create(10, 26),
|
---|
457 | Tuple.Create(10, 27),
|
---|
458 | Tuple.Create(10, 34),
|
---|
459 | Tuple.Create(10, 37),
|
---|
460 | Tuple.Create(10, 38),
|
---|
461 | Tuple.Create(10, 45),
|
---|
462 | Tuple.Create(10, 50),
|
---|
463 | Tuple.Create(10, 51),
|
---|
464 | Tuple.Create(10, 58),
|
---|
465 | Tuple.Create(10, 61),
|
---|
466 | Tuple.Create(10, 62),
|
---|
467 | Tuple.Create(10, 69),
|
---|
468 | Tuple.Create(10, 73),
|
---|
469 | Tuple.Create(10, 74),
|
---|
470 | Tuple.Create(10, 81),
|
---|
471 | Tuple.Create(10, 84),
|
---|
472 | Tuple.Create(10, 85),
|
---|
473 | Tuple.Create(10, 92),
|
---|
474 | Tuple.Create(11, 17),
|
---|
475 | Tuple.Create(11, 18),
|
---|
476 | Tuple.Create(11, 19),
|
---|
477 | Tuple.Create(11, 20),
|
---|
478 | Tuple.Create(11, 21),
|
---|
479 | Tuple.Create(11, 29),
|
---|
480 | Tuple.Create(11, 30),
|
---|
481 | Tuple.Create(11, 31),
|
---|
482 | Tuple.Create(11, 32),
|
---|
483 | Tuple.Create(11, 33),
|
---|
484 | Tuple.Create(11, 40),
|
---|
485 | Tuple.Create(11, 41),
|
---|
486 | Tuple.Create(11, 42),
|
---|
487 | Tuple.Create(11, 43),
|
---|
488 | Tuple.Create(11, 44),
|
---|
489 | Tuple.Create(11, 53),
|
---|
490 | Tuple.Create(11, 54),
|
---|
491 | Tuple.Create(11, 55),
|
---|
492 | Tuple.Create(11, 56),
|
---|
493 | Tuple.Create(11, 57),
|
---|
494 | Tuple.Create(11, 64),
|
---|
495 | Tuple.Create(11, 65),
|
---|
496 | Tuple.Create(11, 66),
|
---|
497 | Tuple.Create(11, 67),
|
---|
498 | Tuple.Create(11, 68),
|
---|
499 | Tuple.Create(11, 76),
|
---|
500 | Tuple.Create(11, 77),
|
---|
501 | Tuple.Create(11, 78),
|
---|
502 | Tuple.Create(11, 79),
|
---|
503 | Tuple.Create(11, 80),
|
---|
504 | Tuple.Create(11, 87),
|
---|
505 | Tuple.Create(11, 88),
|
---|
506 | Tuple.Create(11, 89),
|
---|
507 | Tuple.Create(11, 90),
|
---|
508 | Tuple.Create(11, 91),
|
---|
509 | Tuple.Create(12, 23),
|
---|
510 | Tuple.Create(12, 25),
|
---|
511 | Tuple.Create(12, 27),
|
---|
512 | Tuple.Create(12, 30),
|
---|
513 | Tuple.Create(12, 32),
|
---|
514 | Tuple.Create(12, 46),
|
---|
515 | Tuple.Create(12, 49),
|
---|
516 | Tuple.Create(12, 51),
|
---|
517 | Tuple.Create(12, 54),
|
---|
518 | Tuple.Create(12, 56),
|
---|
519 | Tuple.Create(12, 70),
|
---|
520 | Tuple.Create(12, 72),
|
---|
521 | Tuple.Create(12, 74),
|
---|
522 | Tuple.Create(12, 77),
|
---|
523 | Tuple.Create(12, 79),
|
---|
524 | Tuple.Create(12, 93),
|
---|
525 | Tuple.Create(13, 23),
|
---|
526 | Tuple.Create(13, 24),
|
---|
527 | Tuple.Create(13, 26),
|
---|
528 | Tuple.Create(13, 29),
|
---|
529 | Tuple.Create(13, 31),
|
---|
530 | Tuple.Create(13, 46),
|
---|
531 | Tuple.Create(13, 48),
|
---|
532 | Tuple.Create(13, 50),
|
---|
533 | Tuple.Create(13, 53),
|
---|
534 | Tuple.Create(13, 55),
|
---|
535 | Tuple.Create(13, 70),
|
---|
536 | Tuple.Create(13, 71),
|
---|
537 | Tuple.Create(13, 73),
|
---|
538 | Tuple.Create(13, 76),
|
---|
539 | Tuple.Create(13, 78),
|
---|
540 | Tuple.Create(13, 93),
|
---|
541 | Tuple.Create(14, 23),
|
---|
542 | Tuple.Create(14, 25),
|
---|
543 | Tuple.Create(14, 28),
|
---|
544 | Tuple.Create(14, 30),
|
---|
545 | Tuple.Create(14, 33),
|
---|
546 | Tuple.Create(14, 46),
|
---|
547 | Tuple.Create(14, 49),
|
---|
548 | Tuple.Create(14, 52),
|
---|
549 | Tuple.Create(14, 54),
|
---|
550 | Tuple.Create(14, 57),
|
---|
551 | Tuple.Create(14, 70),
|
---|
552 | Tuple.Create(14, 72),
|
---|
553 | Tuple.Create(14, 75),
|
---|
554 | Tuple.Create(14, 77),
|
---|
555 | Tuple.Create(14, 80),
|
---|
556 | Tuple.Create(14, 93),
|
---|
557 | Tuple.Create(15, 23),
|
---|
558 | Tuple.Create(15, 24),
|
---|
559 | Tuple.Create(15, 28),
|
---|
560 | Tuple.Create(15, 29),
|
---|
561 | Tuple.Create(15, 33),
|
---|
562 | Tuple.Create(15, 46),
|
---|
563 | Tuple.Create(15, 48),
|
---|
564 | Tuple.Create(15, 52),
|
---|
565 | Tuple.Create(15, 53),
|
---|
566 | Tuple.Create(15, 57),
|
---|
567 | Tuple.Create(15, 70),
|
---|
568 | Tuple.Create(15, 71),
|
---|
569 | Tuple.Create(15, 75),
|
---|
570 | Tuple.Create(15, 76),
|
---|
571 | Tuple.Create(15, 80),
|
---|
572 | Tuple.Create(15, 93),
|
---|
573 | Tuple.Create(16, 23),
|
---|
574 | Tuple.Create(16, 26),
|
---|
575 | Tuple.Create(16, 27),
|
---|
576 | Tuple.Create(16, 31),
|
---|
577 | Tuple.Create(16, 32),
|
---|
578 | Tuple.Create(16, 46),
|
---|
579 | Tuple.Create(16, 50),
|
---|
580 | Tuple.Create(16, 51),
|
---|
581 | Tuple.Create(16, 55),
|
---|
582 | Tuple.Create(16, 56),
|
---|
583 | Tuple.Create(16, 70),
|
---|
584 | Tuple.Create(16, 73),
|
---|
585 | Tuple.Create(16, 74),
|
---|
586 | Tuple.Create(16, 78),
|
---|
587 | Tuple.Create(16, 79),
|
---|
588 | Tuple.Create(16, 93),
|
---|
589 | Tuple.Create(17, 23),
|
---|
590 | Tuple.Create(17, 25),
|
---|
591 | Tuple.Create(17, 27),
|
---|
592 | Tuple.Create(17, 34),
|
---|
593 | Tuple.Create(17, 46),
|
---|
594 | Tuple.Create(17, 49),
|
---|
595 | Tuple.Create(17, 51),
|
---|
596 | Tuple.Create(17, 58),
|
---|
597 | Tuple.Create(17, 70),
|
---|
598 | Tuple.Create(17, 72),
|
---|
599 | Tuple.Create(17, 74),
|
---|
600 | Tuple.Create(17, 81),
|
---|
601 | Tuple.Create(17, 93),
|
---|
602 | Tuple.Create(18, 23),
|
---|
603 | Tuple.Create(18, 24),
|
---|
604 | Tuple.Create(18, 26),
|
---|
605 | Tuple.Create(18, 34),
|
---|
606 | Tuple.Create(18, 46),
|
---|
607 | Tuple.Create(18, 48),
|
---|
608 | Tuple.Create(18, 50),
|
---|
609 | Tuple.Create(18, 58),
|
---|
610 | Tuple.Create(18, 70),
|
---|
611 | Tuple.Create(18, 71),
|
---|
612 | Tuple.Create(18, 73),
|
---|
613 | Tuple.Create(18, 81),
|
---|
614 | Tuple.Create(18, 93),
|
---|
615 | Tuple.Create(19, 23),
|
---|
616 | Tuple.Create(19, 25),
|
---|
617 | Tuple.Create(19, 28),
|
---|
618 | Tuple.Create(19, 34),
|
---|
619 | Tuple.Create(19, 46),
|
---|
620 | Tuple.Create(19, 49),
|
---|
621 | Tuple.Create(19, 52),
|
---|
622 | Tuple.Create(19, 58),
|
---|
623 | Tuple.Create(19, 70),
|
---|
624 | Tuple.Create(19, 72),
|
---|
625 | Tuple.Create(19, 75),
|
---|
626 | Tuple.Create(19, 81),
|
---|
627 | Tuple.Create(19, 93),
|
---|
628 | Tuple.Create(20, 23),
|
---|
629 | Tuple.Create(20, 24),
|
---|
630 | Tuple.Create(20, 28),
|
---|
631 | Tuple.Create(20, 34),
|
---|
632 | Tuple.Create(20, 46),
|
---|
633 | Tuple.Create(20, 48),
|
---|
634 | Tuple.Create(20, 52),
|
---|
635 | Tuple.Create(20, 58),
|
---|
636 | Tuple.Create(20, 70),
|
---|
637 | Tuple.Create(20, 71),
|
---|
638 | Tuple.Create(20, 75),
|
---|
639 | Tuple.Create(20, 81),
|
---|
640 | Tuple.Create(20, 93),
|
---|
641 | Tuple.Create(21, 23),
|
---|
642 | Tuple.Create(21, 26),
|
---|
643 | Tuple.Create(21, 27),
|
---|
644 | Tuple.Create(21, 34),
|
---|
645 | Tuple.Create(21, 46),
|
---|
646 | Tuple.Create(21, 50),
|
---|
647 | Tuple.Create(21, 51),
|
---|
648 | Tuple.Create(21, 58),
|
---|
649 | Tuple.Create(21, 70),
|
---|
650 | Tuple.Create(21, 73),
|
---|
651 | Tuple.Create(21, 74),
|
---|
652 | Tuple.Create(21, 81),
|
---|
653 | Tuple.Create(21, 93),
|
---|
654 | Tuple.Create(22, 23),
|
---|
655 | Tuple.Create(22, 29),
|
---|
656 | Tuple.Create(22, 30),
|
---|
657 | Tuple.Create(22, 31),
|
---|
658 | Tuple.Create(22, 32),
|
---|
659 | Tuple.Create(22, 33),
|
---|
660 | Tuple.Create(22, 46),
|
---|
661 | Tuple.Create(22, 53),
|
---|
662 | Tuple.Create(22, 54),
|
---|
663 | Tuple.Create(22, 55),
|
---|
664 | Tuple.Create(22, 56),
|
---|
665 | Tuple.Create(22, 57),
|
---|
666 | Tuple.Create(22, 70),
|
---|
667 | Tuple.Create(22, 76),
|
---|
668 | Tuple.Create(22, 77),
|
---|
669 | Tuple.Create(22, 78),
|
---|
670 | Tuple.Create(22, 79),
|
---|
671 | Tuple.Create(22, 80),
|
---|
672 | Tuple.Create(22, 93),
|
---|
673 | Tuple.Create(23, 35),
|
---|
674 | Tuple.Create(23, 36),
|
---|
675 | Tuple.Create(23, 37),
|
---|
676 | Tuple.Create(23, 38),
|
---|
677 | Tuple.Create(23, 39),
|
---|
678 | Tuple.Create(23, 40),
|
---|
679 | Tuple.Create(23, 41),
|
---|
680 | Tuple.Create(23, 42),
|
---|
681 | Tuple.Create(23, 43),
|
---|
682 | Tuple.Create(23, 44),
|
---|
683 | Tuple.Create(23, 45),
|
---|
684 | Tuple.Create(23, 59),
|
---|
685 | Tuple.Create(23, 60),
|
---|
686 | Tuple.Create(23, 61),
|
---|
687 | Tuple.Create(23, 62),
|
---|
688 | Tuple.Create(23, 63),
|
---|
689 | Tuple.Create(23, 64),
|
---|
690 | Tuple.Create(23, 65),
|
---|
691 | Tuple.Create(23, 66),
|
---|
692 | Tuple.Create(23, 67),
|
---|
693 | Tuple.Create(23, 68),
|
---|
694 | Tuple.Create(23, 69),
|
---|
695 | Tuple.Create(23, 82),
|
---|
696 | Tuple.Create(23, 83),
|
---|
697 | Tuple.Create(23, 84),
|
---|
698 | Tuple.Create(23, 85),
|
---|
699 | Tuple.Create(23, 86),
|
---|
700 | Tuple.Create(23, 87),
|
---|
701 | Tuple.Create(23, 88),
|
---|
702 | Tuple.Create(23, 89),
|
---|
703 | Tuple.Create(23, 90),
|
---|
704 | Tuple.Create(23, 91),
|
---|
705 | Tuple.Create(23, 92),
|
---|
706 | Tuple.Create(24, 47),
|
---|
707 | Tuple.Create(24, 49),
|
---|
708 | Tuple.Create(24, 51),
|
---|
709 | Tuple.Create(24, 54),
|
---|
710 | Tuple.Create(24, 56),
|
---|
711 | Tuple.Create(24, 60),
|
---|
712 | Tuple.Create(24, 62),
|
---|
713 | Tuple.Create(24, 65),
|
---|
714 | Tuple.Create(24, 67),
|
---|
715 | Tuple.Create(24, 94),
|
---|
716 | Tuple.Create(25, 47),
|
---|
717 | Tuple.Create(25, 48),
|
---|
718 | Tuple.Create(25, 50),
|
---|
719 | Tuple.Create(25, 53),
|
---|
720 | Tuple.Create(25, 55),
|
---|
721 | Tuple.Create(25, 59),
|
---|
722 | Tuple.Create(25, 61),
|
---|
723 | Tuple.Create(25, 64),
|
---|
724 | Tuple.Create(25, 66),
|
---|
725 | Tuple.Create(25, 94),
|
---|
726 | Tuple.Create(26, 47),
|
---|
727 | Tuple.Create(26, 49),
|
---|
728 | Tuple.Create(26, 52),
|
---|
729 | Tuple.Create(26, 54),
|
---|
730 | Tuple.Create(26, 57),
|
---|
731 | Tuple.Create(26, 60),
|
---|
732 | Tuple.Create(26, 63),
|
---|
733 | Tuple.Create(26, 65),
|
---|
734 | Tuple.Create(26, 68),
|
---|
735 | Tuple.Create(26, 94),
|
---|
736 | Tuple.Create(27, 47),
|
---|
737 | Tuple.Create(27, 48),
|
---|
738 | Tuple.Create(27, 52),
|
---|
739 | Tuple.Create(27, 53),
|
---|
740 | Tuple.Create(27, 57),
|
---|
741 | Tuple.Create(27, 59),
|
---|
742 | Tuple.Create(27, 63),
|
---|
743 | Tuple.Create(27, 64),
|
---|
744 | Tuple.Create(27, 68),
|
---|
745 | Tuple.Create(27, 94),
|
---|
746 | Tuple.Create(28, 47),
|
---|
747 | Tuple.Create(28, 50),
|
---|
748 | Tuple.Create(28, 51),
|
---|
749 | Tuple.Create(28, 55),
|
---|
750 | Tuple.Create(28, 56),
|
---|
751 | Tuple.Create(28, 61),
|
---|
752 | Tuple.Create(28, 62),
|
---|
753 | Tuple.Create(28, 66),
|
---|
754 | Tuple.Create(28, 67),
|
---|
755 | Tuple.Create(28, 94),
|
---|
756 | Tuple.Create(29, 47),
|
---|
757 | Tuple.Create(29, 49),
|
---|
758 | Tuple.Create(29, 51),
|
---|
759 | Tuple.Create(29, 58),
|
---|
760 | Tuple.Create(29, 60),
|
---|
761 | Tuple.Create(29, 62),
|
---|
762 | Tuple.Create(29, 69),
|
---|
763 | Tuple.Create(29, 94),
|
---|
764 | Tuple.Create(30, 47),
|
---|
765 | Tuple.Create(30, 48),
|
---|
766 | Tuple.Create(30, 50),
|
---|
767 | Tuple.Create(30, 58),
|
---|
768 | Tuple.Create(30, 59),
|
---|
769 | Tuple.Create(30, 61),
|
---|
770 | Tuple.Create(30, 69),
|
---|
771 | Tuple.Create(30, 94),
|
---|
772 | Tuple.Create(31, 47),
|
---|
773 | Tuple.Create(31, 49),
|
---|
774 | Tuple.Create(31, 52),
|
---|
775 | Tuple.Create(31, 58),
|
---|
776 | Tuple.Create(31, 60),
|
---|
777 | Tuple.Create(31, 63),
|
---|
778 | Tuple.Create(31, 69),
|
---|
779 | Tuple.Create(31, 94),
|
---|
780 | Tuple.Create(32, 47),
|
---|
781 | Tuple.Create(32, 48),
|
---|
782 | Tuple.Create(32, 52),
|
---|
783 | Tuple.Create(32, 58),
|
---|
784 | Tuple.Create(32, 59),
|
---|
785 | Tuple.Create(32, 63),
|
---|
786 | Tuple.Create(32, 69),
|
---|
787 | Tuple.Create(32, 94),
|
---|
788 | Tuple.Create(33, 47),
|
---|
789 | Tuple.Create(33, 50),
|
---|
790 | Tuple.Create(33, 51),
|
---|
791 | Tuple.Create(33, 58),
|
---|
792 | Tuple.Create(33, 61),
|
---|
793 | Tuple.Create(33, 62),
|
---|
794 | Tuple.Create(33, 69),
|
---|
795 | Tuple.Create(33, 94),
|
---|
796 | Tuple.Create(34, 47),
|
---|
797 | Tuple.Create(34, 53),
|
---|
798 | Tuple.Create(34, 54),
|
---|
799 | Tuple.Create(34, 55),
|
---|
800 | Tuple.Create(34, 56),
|
---|
801 | Tuple.Create(34, 57),
|
---|
802 | Tuple.Create(34, 64),
|
---|
803 | Tuple.Create(34, 65),
|
---|
804 | Tuple.Create(34, 66),
|
---|
805 | Tuple.Create(34, 67),
|
---|
806 | Tuple.Create(34, 68),
|
---|
807 | Tuple.Create(34, 94),
|
---|
808 | Tuple.Create(35, 47),
|
---|
809 | Tuple.Create(35, 49),
|
---|
810 | Tuple.Create(35, 51),
|
---|
811 | Tuple.Create(35, 54),
|
---|
812 | Tuple.Create(35, 56),
|
---|
813 | Tuple.Create(35, 70),
|
---|
814 | Tuple.Create(35, 94),
|
---|
815 | Tuple.Create(36, 47),
|
---|
816 | Tuple.Create(36, 48),
|
---|
817 | Tuple.Create(36, 50),
|
---|
818 | Tuple.Create(36, 53),
|
---|
819 | Tuple.Create(36, 55),
|
---|
820 | Tuple.Create(36, 70),
|
---|
821 | Tuple.Create(36, 94),
|
---|
822 | Tuple.Create(37, 47),
|
---|
823 | Tuple.Create(37, 49),
|
---|
824 | Tuple.Create(37, 52),
|
---|
825 | Tuple.Create(37, 54),
|
---|
826 | Tuple.Create(37, 57),
|
---|
827 | Tuple.Create(37, 70),
|
---|
828 | Tuple.Create(37, 94),
|
---|
829 | Tuple.Create(38, 47),
|
---|
830 | Tuple.Create(38, 48),
|
---|
831 | Tuple.Create(38, 52),
|
---|
832 | Tuple.Create(38, 53),
|
---|
833 | Tuple.Create(38, 57),
|
---|
834 | Tuple.Create(38, 70),
|
---|
835 | Tuple.Create(38, 94),
|
---|
836 | Tuple.Create(39, 47),
|
---|
837 | Tuple.Create(39, 50),
|
---|
838 | Tuple.Create(39, 51),
|
---|
839 | Tuple.Create(39, 55),
|
---|
840 | Tuple.Create(39, 56),
|
---|
841 | Tuple.Create(39, 70),
|
---|
842 | Tuple.Create(39, 94),
|
---|
843 | Tuple.Create(40, 47),
|
---|
844 | Tuple.Create(40, 49),
|
---|
845 | Tuple.Create(40, 51),
|
---|
846 | Tuple.Create(40, 58),
|
---|
847 | Tuple.Create(40, 70),
|
---|
848 | Tuple.Create(40, 94),
|
---|
849 | Tuple.Create(41, 47),
|
---|
850 | Tuple.Create(41, 48),
|
---|
851 | Tuple.Create(41, 50),
|
---|
852 | Tuple.Create(41, 58),
|
---|
853 | Tuple.Create(41, 70),
|
---|
854 | Tuple.Create(41, 94),
|
---|
855 | Tuple.Create(42, 47),
|
---|
856 | Tuple.Create(42, 49),
|
---|
857 | Tuple.Create(42, 52),
|
---|
858 | Tuple.Create(42, 58),
|
---|
859 | Tuple.Create(42, 70),
|
---|
860 | Tuple.Create(42, 94),
|
---|
861 | Tuple.Create(43, 47),
|
---|
862 | Tuple.Create(43, 48),
|
---|
863 | Tuple.Create(43, 52),
|
---|
864 | Tuple.Create(43, 58),
|
---|
865 | Tuple.Create(43, 70),
|
---|
866 | Tuple.Create(43, 94),
|
---|
867 | Tuple.Create(44, 47),
|
---|
868 | Tuple.Create(44, 50),
|
---|
869 | Tuple.Create(44, 51),
|
---|
870 | Tuple.Create(44, 58),
|
---|
871 | Tuple.Create(44, 70),
|
---|
872 | Tuple.Create(44, 94),
|
---|
873 | Tuple.Create(45, 47),
|
---|
874 | Tuple.Create(45, 53),
|
---|
875 | Tuple.Create(45, 54),
|
---|
876 | Tuple.Create(45, 55),
|
---|
877 | Tuple.Create(45, 56),
|
---|
878 | Tuple.Create(45, 57),
|
---|
879 | Tuple.Create(45, 70),
|
---|
880 | Tuple.Create(45, 94),
|
---|
881 | Tuple.Create(46, 47),
|
---|
882 | Tuple.Create(46, 59),
|
---|
883 | Tuple.Create(46, 60),
|
---|
884 | Tuple.Create(46, 61),
|
---|
885 | Tuple.Create(46, 62),
|
---|
886 | Tuple.Create(46, 63),
|
---|
887 | Tuple.Create(46, 64),
|
---|
888 | Tuple.Create(46, 65),
|
---|
889 | Tuple.Create(46, 66),
|
---|
890 | Tuple.Create(46, 67),
|
---|
891 | Tuple.Create(46, 68),
|
---|
892 | Tuple.Create(46, 69),
|
---|
893 | Tuple.Create(46, 94),
|
---|
894 | Tuple.Create(47, 71),
|
---|
895 | Tuple.Create(47, 72),
|
---|
896 | Tuple.Create(47, 73),
|
---|
897 | Tuple.Create(47, 74),
|
---|
898 | Tuple.Create(47, 75),
|
---|
899 | Tuple.Create(47, 76),
|
---|
900 | Tuple.Create(47, 77),
|
---|
901 | Tuple.Create(47, 78),
|
---|
902 | Tuple.Create(47, 79),
|
---|
903 | Tuple.Create(47, 80),
|
---|
904 | Tuple.Create(47, 81),
|
---|
905 | Tuple.Create(47, 82),
|
---|
906 | Tuple.Create(47, 83),
|
---|
907 | Tuple.Create(47, 84),
|
---|
908 | Tuple.Create(47, 85),
|
---|
909 | Tuple.Create(47, 86),
|
---|
910 | Tuple.Create(47, 87),
|
---|
911 | Tuple.Create(47, 88),
|
---|
912 | Tuple.Create(47, 89),
|
---|
913 | Tuple.Create(47, 90),
|
---|
914 | Tuple.Create(47, 91),
|
---|
915 | Tuple.Create(47, 92),
|
---|
916 | Tuple.Create(47, 93),
|
---|
917 | Tuple.Create(48, 95),
|
---|
918 | Tuple.Create(49, 95),
|
---|
919 | Tuple.Create(50, 95),
|
---|
920 | Tuple.Create(51, 95),
|
---|
921 | Tuple.Create(52, 95),
|
---|
922 | Tuple.Create(53, 95),
|
---|
923 | Tuple.Create(54, 95),
|
---|
924 | Tuple.Create(55, 95),
|
---|
925 | Tuple.Create(56, 95),
|
---|
926 | Tuple.Create(57, 95),
|
---|
927 | Tuple.Create(58, 95),
|
---|
928 | Tuple.Create(59, 95),
|
---|
929 | Tuple.Create(60, 95),
|
---|
930 | Tuple.Create(61, 95),
|
---|
931 | Tuple.Create(62, 95),
|
---|
932 | Tuple.Create(63, 95),
|
---|
933 | Tuple.Create(64, 95),
|
---|
934 | Tuple.Create(65, 95),
|
---|
935 | Tuple.Create(66, 95),
|
---|
936 | Tuple.Create(67, 95),
|
---|
937 | Tuple.Create(68, 95),
|
---|
938 | Tuple.Create(69, 95),
|
---|
939 | Tuple.Create(70, 95),
|
---|
940 | Tuple.Create(71, 95),
|
---|
941 | Tuple.Create(72, 95),
|
---|
942 | Tuple.Create(73, 95),
|
---|
943 | Tuple.Create(74, 95),
|
---|
944 | Tuple.Create(75, 95),
|
---|
945 | Tuple.Create(76, 95),
|
---|
946 | Tuple.Create(77, 95),
|
---|
947 | Tuple.Create(78, 95),
|
---|
948 | Tuple.Create(79, 95),
|
---|
949 | Tuple.Create(80, 95),
|
---|
950 | Tuple.Create(81, 95),
|
---|
951 | Tuple.Create(82, 95),
|
---|
952 | Tuple.Create(83, 95),
|
---|
953 | Tuple.Create(84, 95),
|
---|
954 | Tuple.Create(85, 95),
|
---|
955 | Tuple.Create(86, 95),
|
---|
956 | Tuple.Create(87, 95),
|
---|
957 | Tuple.Create(88, 95),
|
---|
958 | Tuple.Create(89, 95),
|
---|
959 | Tuple.Create(90, 95),
|
---|
960 | Tuple.Create(91, 95),
|
---|
961 | Tuple.Create(92, 95),
|
---|
962 | Tuple.Create(93, 95),
|
---|
963 | Tuple.Create(94, 95)
|
---|
964 | };
|
---|
965 | #endregion
|
---|
966 | }
|
---|
967 | }
|
---|