[6134] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[9615] | 3 | * Copyright (C) 2002-2013 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[6134] | 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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[9614] | 23 | using System.Collections;
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[6133] | 24 | using System.Collections.Generic;
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[9614] | 25 | using System.Globalization;
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[6133] | 26 | using System.Linq;
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| 27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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[16566] | 28 | using HEAL.Attic;
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[6133] | 29 |
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| 30 | namespace HeuristicLab.DataImporter.Data.Model {
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[16566] | 31 | [StorableType("1C7B8981-3027-4133-A55F-2B1985568E69")]
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[6133] | 32 | public class DoubleColumn : ColumnBase {
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| 33 | [Storable]
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| 34 | private List<double?> values;
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| 35 |
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[9614] | 36 | [StorableConstructor]
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[16567] | 37 | protected DoubleColumn(StorableConstructorFlag _) : base(_) { }
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[6133] | 38 |
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| 39 | public DoubleColumn(string columnName)
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| 40 | : base(columnName) {
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| 41 | this.values = new List<double?>();
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| 42 | }
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| 43 |
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| 44 | public DoubleColumn(string columnName, int capacity)
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| 45 | : this(columnName) {
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| 46 | this.values.Capacity = capacity;
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| 47 | }
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| 48 |
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[9614] | 49 | public override Type DataType {
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| 50 | get { return typeof(double?); }
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| 51 | }
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| 52 |
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[6133] | 53 | public override string ToString() {
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| 54 | return base.ToString() + " <Double>";
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| 55 | }
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| 56 |
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| 57 | protected override IList Values {
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| 58 | get { return this.values; }
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| 59 | }
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| 60 |
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| 61 | public override void AddValue(IComparable value) {
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| 62 | this.values.Add((double?)value);
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| 63 | }
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| 64 |
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| 65 | public override void AddValueOrNull(IComparable value) {
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| 66 | this.values.Add(ConvertToDouble(value));
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| 67 | }
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| 68 |
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| 69 | public override void InsertValue(int position, IComparable value) {
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| 70 | this.values.Insert(position, (double?)value);
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| 71 | }
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| 72 |
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| 73 | public override void ChangeValue(int position, IComparable value) {
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| 74 | this.values[position] = (double?)value;
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| 75 | }
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| 76 |
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| 77 | public override void ChangeValueOrNull(int position, IComparable value) {
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| 78 | this.values[position] = ConvertToDouble(value);
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| 79 | }
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| 80 |
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| 81 | public override void ChangeValueOrLeaveOldValue(int position, IComparable value) {
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| 82 | if (value == null)
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| 83 | this.values[position] = null;
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| 84 | else {
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| 85 | double? val = ConvertToDouble(value);
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| 86 | if (val != null)
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| 87 | this.values[position] = val;
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| 88 | }
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| 89 | }
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| 90 |
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| 91 | private double? ConvertToDouble(IComparable value) {
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| 92 | double? val = null;
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| 93 | double test;
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| 94 | if (value != null) {
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| 95 | if (value is DateTime)
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| 96 | val = double.Parse(((DateTime)value).ToString("yyyyMMddHHmmss"));
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| 97 | else if (value is string) {
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| 98 | string s = value.ToString();
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| 99 | if (s.StartsWith("."))
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| 100 | s = s.Insert(0, "0");
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| 101 | else if (s.StartsWith("-."))
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| 102 | s = s.Insert(1, "0");
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| 103 | CultureInfo culture = CultureInfo.CurrentCulture;
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| 104 | if (s.Contains('.'))
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| 105 | culture = CultureInfo.InvariantCulture;
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| 106 | if (double.TryParse(s, NumberStyles.Any, culture, out test))
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| 107 | val = test;
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| 108 | } else if (value is double)
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| 109 | val = (double)value;
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| 110 | }
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| 111 | return val;
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| 112 | }
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| 113 |
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| 114 | public double? Mean {
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| 115 | get {
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| 116 | double sum = 0;
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| 117 | int cnt = 0;
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| 118 | for (int i = 0; i < this.values.Count; i++) {
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| 119 | if (this.values[i] != null) {
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| 120 | sum += (double)this.values[i];
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| 121 | cnt++;
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| 122 | }
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| 123 | }
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| 124 | if (cnt != 0)
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| 125 | return sum / cnt;
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| 126 | else
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| 127 | return null;
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| 128 | }
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| 129 | }
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| 130 |
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| 131 | public double? StandardDeviation {
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| 132 | get {
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| 133 | double? mean = Mean;
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| 134 | double sum = 0;
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| 135 | if (mean == null)
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| 136 | return null;
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| 137 |
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| 138 | for (int i = 0; i < this.values.Count; i++) {
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| 139 | if (values[i] == null)
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| 140 | continue;
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| 141 | sum += Math.Pow((double)(values[i] - mean), 2.0);
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| 142 | }
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| 143 | return Math.Sqrt(sum / NonNullValuesCount);
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| 144 | }
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| 145 | }
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| 146 |
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| 147 | public double? Median {
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| 148 | get {
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| 149 | return GetMedian(0, this.TotalValuesCount);
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| 150 | }
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| 151 | }
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| 152 |
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| 153 | public double? GetMedian(int startIndex, int endIndex) {
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| 154 | List<double?> sortedValues = values.GetRange(startIndex, endIndex - startIndex).Where(x => x != null).ToList(); ;
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| 155 | if (sortedValues.Count == 0)
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| 156 | return null;
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| 157 |
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| 158 | sortedValues.Sort();
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| 159 | if (sortedValues.Count % 2 == 0)
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| 160 | return (sortedValues[sortedValues.Count / 2] + sortedValues[sortedValues.Count / 2 - 1]) / 2;
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| 161 | else
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| 162 | return sortedValues[sortedValues.Count / 2];
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| 163 | }
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| 164 |
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| 165 | public override ColumnBase CreateCopyOfColumnWithoutValues() {
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| 166 | return CreateCopyOfColumnWithoutValues(this.values.Capacity);
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| 167 | }
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| 168 |
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| 169 | public override ColumnBase CreateCopyOfColumnWithoutValues(int capacity) {
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| 170 | return new DoubleColumn(this.Name, capacity);
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| 171 | }
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| 172 | }
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| 173 | }
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