1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2013 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;
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24 | using System.Collections.Generic;
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25 | using System.Globalization;
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26 | using System.Linq;
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27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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28 |
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29 | namespace HeuristicLab.DataImporter.Data.Model {
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30 | [StorableClass]
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31 | public class DoubleColumn : ColumnBase {
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32 | [Storable]
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33 | private List<double?> values;
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34 |
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35 | [StorableConstructor]
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36 | protected DoubleColumn(bool deserializing) : base(deserializing) { }
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37 |
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38 | public DoubleColumn(string columnName)
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39 | : base(columnName) {
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40 | this.values = new List<double?>();
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41 | }
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42 |
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43 | public DoubleColumn(string columnName, int capacity)
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44 | : this(columnName) {
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45 | this.values.Capacity = capacity;
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46 | }
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47 |
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48 | public override Type DataType {
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49 | get { return typeof(double?); }
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50 | }
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51 |
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52 | public override string ToString() {
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53 | return base.ToString() + " <Double>";
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54 | }
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55 |
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56 | protected override IList Values {
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57 | get { return this.values; }
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58 | }
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59 |
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60 | public override void AddValue(IComparable value) {
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61 | this.values.Add((double?)value);
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62 | }
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63 |
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64 | public override void AddValueOrNull(IComparable value) {
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65 | this.values.Add(ConvertToDouble(value));
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66 | }
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67 |
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68 | public override void InsertValue(int position, IComparable value) {
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69 | this.values.Insert(position, (double?)value);
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70 | }
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71 |
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72 | public override void ChangeValue(int position, IComparable value) {
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73 | this.values[position] = (double?)value;
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74 | }
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75 |
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76 | public override void ChangeValueOrNull(int position, IComparable value) {
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77 | this.values[position] = ConvertToDouble(value);
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78 | }
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79 |
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80 | public override void ChangeValueOrLeaveOldValue(int position, IComparable value) {
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81 | if (value == null)
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82 | this.values[position] = null;
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83 | else {
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84 | double? val = ConvertToDouble(value);
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85 | if (val != null)
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86 | this.values[position] = val;
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87 | }
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88 | }
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89 |
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90 | private double? ConvertToDouble(IComparable value) {
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91 | double? val = null;
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92 | double test;
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93 | if (value != null) {
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94 | if (value is DateTime)
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95 | val = double.Parse(((DateTime)value).ToString("yyyyMMddHHmmss"));
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96 | else if (value is string) {
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97 | string s = value.ToString();
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98 | if (s.StartsWith("."))
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99 | s = s.Insert(0, "0");
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100 | else if (s.StartsWith("-."))
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101 | s = s.Insert(1, "0");
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102 | CultureInfo culture = CultureInfo.CurrentCulture;
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103 | if (s.Contains('.'))
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104 | culture = CultureInfo.InvariantCulture;
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105 | if (double.TryParse(s, NumberStyles.Any, culture, out test))
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106 | val = test;
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107 | } else if (value is double)
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108 | val = (double)value;
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109 | }
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110 | return val;
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111 | }
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112 |
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113 | public double? Mean {
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114 | get {
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115 | double sum = 0;
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116 | int cnt = 0;
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117 | for (int i = 0; i < this.values.Count; i++) {
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118 | if (this.values[i] != null) {
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119 | sum += (double)this.values[i];
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120 | cnt++;
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121 | }
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122 | }
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123 | if (cnt != 0)
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124 | return sum / cnt;
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125 | else
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126 | return null;
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127 | }
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128 | }
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129 |
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130 | public double? StandardDeviation {
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131 | get {
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132 | double? mean = Mean;
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133 | double sum = 0;
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134 | if (mean == null)
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135 | return null;
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136 |
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137 | for (int i = 0; i < this.values.Count; i++) {
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138 | if (values[i] == null)
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139 | continue;
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140 | sum += Math.Pow((double)(values[i] - mean), 2.0);
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141 | }
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142 | return Math.Sqrt(sum / NonNullValuesCount);
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143 | }
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144 | }
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145 |
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146 | public double? Median {
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147 | get {
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148 | return GetMedian(0, this.TotalValuesCount);
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149 | }
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150 | }
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151 |
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152 | public double? GetMedian(int startIndex, int endIndex) {
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153 | List<double?> sortedValues = values.GetRange(startIndex, endIndex - startIndex).Where(x => x != null).ToList(); ;
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154 | if (sortedValues.Count == 0)
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155 | return null;
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156 |
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157 | sortedValues.Sort();
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158 | if (sortedValues.Count % 2 == 0)
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159 | return (sortedValues[sortedValues.Count / 2] + sortedValues[sortedValues.Count / 2 - 1]) / 2;
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160 | else
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161 | return sortedValues[sortedValues.Count / 2];
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162 | }
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163 |
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164 | public override ColumnBase CreateCopyOfColumnWithoutValues() {
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165 | return CreateCopyOfColumnWithoutValues(this.values.Capacity);
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166 | }
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167 |
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168 | public override ColumnBase CreateCopyOfColumnWithoutValues(int capacity) {
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169 | return new DoubleColumn(this.Name, capacity);
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170 | }
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171 | }
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172 | }
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