1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2011 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.Globalization;
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25 | using System.IO;
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26 | using System.Linq;
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27 | using System.Runtime.Serialization;
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28 | using System.Text;
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29 |
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30 | namespace HeuristicLab.Problems.DataAnalysis {
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31 | public class TableFileParser {
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32 | private const int BUFFER_SIZE = 1024;
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33 | private readonly char[] POSSIBLE_SEPARATORS = new char[] { ',', ';', '\t' };
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34 | private Tokenizer tokenizer;
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35 | private List<List<double>> rowValues;
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36 |
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37 | private int rows;
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38 | public int Rows {
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39 | get { return rows; }
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40 | set { rows = value; }
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41 | }
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42 |
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43 | private int columns;
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44 | public int Columns {
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45 | get { return columns; }
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46 | set { columns = value; }
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47 | }
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48 |
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49 | private double[,] values;
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50 | public double[,] Values {
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51 | get {
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52 | return values;
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53 | }
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54 | }
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55 |
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56 | private List<string> variableNames;
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57 | public IEnumerable<string> VariableNames {
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58 | get {
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59 | if (variableNames.Count > 0) return variableNames;
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60 | else {
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61 | string[] names = new string[columns];
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62 | for (int i = 0; i < names.Length; i++) {
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63 | names[i] = "X" + i.ToString("000");
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64 | }
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65 | return names;
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66 | }
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67 | }
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68 | }
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69 |
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70 | public TableFileParser() {
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71 | rowValues = new List<List<double>>();
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72 | variableNames = new List<string>();
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73 | }
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74 |
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75 | public void Parse(string fileName) {
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76 | NumberFormatInfo numberFormat;
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77 | char separator;
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78 | DetermineFileFormat(fileName, out numberFormat, out separator);
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79 | using (StreamReader reader = new StreamReader(fileName)) {
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80 | tokenizer = new Tokenizer(reader, numberFormat, separator);
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81 | // parse the file
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82 | Parse();
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83 | }
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84 |
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85 | // translate the list of samples into a DoubleMatrixData item
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86 | rows = rowValues.Count;
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87 | columns = rowValues[0].Count;
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88 | values = new double[rows, columns];
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89 |
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90 | int rowIndex = 0;
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91 | int columnIndex = 0;
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92 | foreach (List<double> row in rowValues) {
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93 | columnIndex = 0;
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94 | foreach (double element in row) {
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95 | values[rowIndex, columnIndex++] = element;
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96 | }
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97 | rowIndex++;
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98 | }
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99 | }
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100 |
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101 | private void DetermineFileFormat(string fileName, out NumberFormatInfo numberFormat, out char separator) {
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102 | using (StreamReader reader = new StreamReader(fileName)) {
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103 | // skip first line
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104 | reader.ReadLine();
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105 | // read a block
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106 | char[] buffer = new char[BUFFER_SIZE];
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107 | int charsRead = reader.ReadBlock(buffer, 0, BUFFER_SIZE);
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108 | // count frequency of special characters
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109 | Dictionary<char, int> charCounts = buffer.Take(charsRead)
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110 | .GroupBy(c => c)
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111 | .ToDictionary(g => g.Key, g => g.Count());
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112 |
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113 | // depending on the characters occuring in the block
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114 | // we distinghish a number of different cases based on the the following rules:
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115 | // many points => it must be English number format, the other frequently occuring char is the separator
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116 | // no points but many commas => this is the problematic case. Either German format (real numbers) or English format (only integer numbers) with ',' as separator
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117 | // => check the line in more detail:
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118 | // English: 0, 0, 0, 0
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119 | // German: 0,0 0,0 0,0 ...
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120 | // => if commas are followed by space => English format
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121 | // no points no commas => English format (only integer numbers) use the other frequently occuring char as separator
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122 | // in all cases only treat ' ' as separator if no other separator is possible (spaces can also occur additionally to separators)
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123 | if (OccurrencesOf(charCounts, '.') > 10) {
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124 | numberFormat = NumberFormatInfo.InvariantInfo;
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125 | separator = POSSIBLE_SEPARATORS
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126 | .Where(c => OccurrencesOf(charCounts, c) > 10)
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127 | .OrderBy(c => -OccurrencesOf(charCounts, c))
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128 | .DefaultIfEmpty(' ')
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129 | .First();
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130 | } else if (OccurrencesOf(charCounts, ',') > 10) {
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131 | // no points and many commas
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132 | int countCommaNonDigitPairs = 0;
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133 | for (int i = 0; i < charsRead - 1; i++) {
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134 | if (buffer[i] == ',' && !Char.IsDigit(buffer[i + 1])) {
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135 | countCommaNonDigitPairs++;
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136 | }
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137 | }
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138 | if (countCommaNonDigitPairs > 10) {
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139 | // English format (only integer values) with ',' as separator
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140 | numberFormat = NumberFormatInfo.InvariantInfo;
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141 | separator = ',';
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142 | } else {
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143 | char[] disallowedSeparators = new char[] { ',' };
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144 | // German format (real values)
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145 | numberFormat = NumberFormatInfo.GetInstance(new CultureInfo("de-DE"));
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146 | separator = POSSIBLE_SEPARATORS
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147 | .Except(disallowedSeparators)
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148 | .Where(c => OccurrencesOf(charCounts, c) > 10)
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149 | .OrderBy(c => -OccurrencesOf(charCounts, c))
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150 | .DefaultIfEmpty(' ')
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151 | .First();
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152 | }
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153 | } else {
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154 | // no points and no commas => English format
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155 | numberFormat = NumberFormatInfo.InvariantInfo;
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156 | separator = POSSIBLE_SEPARATORS
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157 | .Where(c => OccurrencesOf(charCounts, c) > 10)
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158 | .OrderBy(c => -OccurrencesOf(charCounts, c))
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159 | .DefaultIfEmpty(' ')
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160 | .First();
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161 | }
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162 | }
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163 | }
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164 |
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165 | private int OccurrencesOf(Dictionary<char, int> charCounts, char c) {
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166 | return charCounts.ContainsKey(c) ? charCounts[c] : 0;
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167 | }
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168 |
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169 | #region tokenizer
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170 | internal enum TokenTypeEnum {
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171 | NewLine, Separator, String, Double
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172 | }
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173 |
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174 | internal class Token {
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175 | public TokenTypeEnum type;
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176 | public string stringValue;
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177 | public double doubleValue;
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178 |
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179 | public Token(TokenTypeEnum type, string value) {
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180 | this.type = type;
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181 | stringValue = value;
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182 | doubleValue = 0.0;
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183 | }
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184 |
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185 | public override string ToString() {
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186 | return stringValue;
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187 | }
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188 | }
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189 |
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190 |
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191 | internal class Tokenizer {
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192 | private StreamReader reader;
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193 | private List<Token> tokens;
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194 | private NumberFormatInfo numberFormatInfo;
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195 | private char separator;
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196 | private const string INTERNAL_SEPARATOR = "#";
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197 |
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198 | private int currentLineNumber = 0;
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199 | public int CurrentLineNumber {
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200 | get { return currentLineNumber; }
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201 | private set { currentLineNumber = value; }
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202 | }
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203 | private string currentLine;
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204 | public string CurrentLine {
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205 | get { return currentLine; }
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206 | private set { currentLine = value; }
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207 | }
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208 |
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209 | private Token newlineToken;
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210 | public Token NewlineToken {
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211 | get { return newlineToken; }
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212 | private set { newlineToken = value; }
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213 | }
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214 | private Token separatorToken;
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215 | public Token SeparatorToken {
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216 | get { return separatorToken; }
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217 | private set { separatorToken = value; }
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218 | }
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219 |
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220 | public Tokenizer(StreamReader reader, NumberFormatInfo numberFormatInfo, char separator) {
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221 | this.reader = reader;
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222 | this.numberFormatInfo = numberFormatInfo;
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223 | this.separator = separator;
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224 | separatorToken = new Token(TokenTypeEnum.Separator, INTERNAL_SEPARATOR);
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225 | newlineToken = new Token(TokenTypeEnum.NewLine, Environment.NewLine);
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226 | tokens = new List<Token>();
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227 | ReadNextTokens();
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228 | }
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229 |
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230 | private void ReadNextTokens() {
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231 | if (!reader.EndOfStream) {
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232 | CurrentLine = reader.ReadLine();
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233 | var newTokens = from str in Split(CurrentLine)
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234 | let trimmedStr = str.Trim()
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235 | where !string.IsNullOrEmpty(trimmedStr)
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236 | select MakeToken(trimmedStr);
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237 |
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238 | tokens.AddRange(newTokens);
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239 | tokens.Add(NewlineToken);
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240 | CurrentLineNumber++;
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241 | }
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242 | }
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243 |
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244 | private IEnumerable<string> Split(string line) {
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245 | StringBuilder subStr = new StringBuilder();
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246 | foreach (char c in line) {
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247 | if (c == separator) {
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248 | yield return subStr.ToString();
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249 | subStr = new StringBuilder();
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250 | // all separator characters are transformed to the internally used separator character
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251 | yield return INTERNAL_SEPARATOR;
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252 | } else {
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253 | subStr.Append(c);
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254 | }
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255 | }
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256 | yield return subStr.ToString();
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257 | }
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258 |
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259 | private Token MakeToken(string strToken) {
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260 | Token token = new Token(TokenTypeEnum.String, strToken);
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261 | if (strToken.Equals(INTERNAL_SEPARATOR)) {
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262 | return SeparatorToken;
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263 | } else if (double.TryParse(strToken, NumberStyles.Float, numberFormatInfo, out token.doubleValue)) {
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264 | token.type = TokenTypeEnum.Double;
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265 | return token;
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266 | }
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267 |
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268 | // couldn't parse the token as an int or float number so return a string token
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269 | return token;
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270 | }
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271 |
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272 | public Token Peek() {
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273 | return tokens[0];
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274 | }
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275 |
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276 | public Token Next() {
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277 | Token next = tokens[0];
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278 | tokens.RemoveAt(0);
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279 | if (tokens.Count == 0) {
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280 | ReadNextTokens();
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281 | }
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282 | return next;
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283 | }
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284 |
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285 | public bool HasNext() {
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286 | return tokens.Count > 0 || !reader.EndOfStream;
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287 | }
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288 | }
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289 | #endregion
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290 |
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291 | #region parsing
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292 | private void Parse() {
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293 | ParseVariableNames();
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294 | if (!tokenizer.HasNext()) Error("Couldn't parse data values. Probably because of incorrect number format (the parser expects english number format with a '.' as decimal separator).", "", tokenizer.CurrentLineNumber);
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295 | ParseValues();
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296 | if (rowValues.Count == 0) Error("Couldn't parse data values. Probably because of incorrect number format (the parser expects english number format with a '.' as decimal separator).", "", tokenizer.CurrentLineNumber);
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297 | }
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298 |
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299 | private void ParseValues() {
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300 | while (tokenizer.HasNext()) {
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301 | List<double> row = new List<double>();
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302 | row.Add(NextValue(tokenizer));
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303 | while (tokenizer.HasNext() && tokenizer.Peek() == tokenizer.SeparatorToken) {
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304 | Expect(tokenizer.SeparatorToken);
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305 | row.Add(NextValue(tokenizer));
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306 | }
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307 | Expect(tokenizer.NewlineToken);
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308 | // all rows have to have the same number of values
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309 | // the first row defines how many samples are needed
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310 | if (rowValues.Count > 0 && rowValues[0].Count != row.Count) {
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311 | Error("The first row of the dataset has " + rowValues[0].Count + " columns." +
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312 | "\nLine " + tokenizer.CurrentLineNumber + " has " + row.Count + " columns.", "", tokenizer.CurrentLineNumber);
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313 | }
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314 | // add the current row to the collection of rows and start a new row
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315 | rowValues.Add(row);
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316 | row = new List<double>();
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317 | }
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318 | }
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319 |
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320 | private double NextValue(Tokenizer tokenizer) {
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321 | if (tokenizer.Peek() == tokenizer.SeparatorToken || tokenizer.Peek() == tokenizer.NewlineToken) return double.NaN;
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322 | Token current = tokenizer.Next();
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323 | if (current.type == TokenTypeEnum.Separator || current.type == TokenTypeEnum.String) {
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324 | return double.NaN;
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325 | } else if (current.type == TokenTypeEnum.Double) {
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326 | // just take the value
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327 | return current.doubleValue;
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328 | }
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329 | // found an unexpected token => throw error
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330 | Error("Unexpected token.", current.stringValue, tokenizer.CurrentLineNumber);
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331 | // this line is never executed because Error() throws an exception
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332 | throw new InvalidOperationException();
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333 | }
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334 |
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335 | private void ParseVariableNames() {
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336 | // if the first line doesn't start with a double value then we assume that the
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337 | // first line contains variable names
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338 | if (tokenizer.HasNext() && tokenizer.Peek().type != TokenTypeEnum.Double) {
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339 |
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340 | List<Token> tokens = new List<Token>();
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341 | Token valueToken;
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342 | valueToken = tokenizer.Next();
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343 | tokens.Add(valueToken);
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344 | while (tokenizer.HasNext() && tokenizer.Peek() == tokenizer.SeparatorToken) {
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345 | Expect(tokenizer.SeparatorToken);
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346 | valueToken = tokenizer.Next();
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347 | if (valueToken != tokenizer.NewlineToken) {
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348 | tokens.Add(valueToken);
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349 | }
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350 | }
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351 | if (valueToken != tokenizer.NewlineToken) {
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352 | Expect(tokenizer.NewlineToken);
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353 | }
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354 | variableNames = tokens.Select(x => x.stringValue.Trim()).ToList();
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355 | }
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356 | }
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357 |
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358 | private void Expect(Token expectedToken) {
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359 | Token actualToken = tokenizer.Next();
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360 | if (actualToken != expectedToken) {
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361 | Error("Expected: " + expectedToken, actualToken.stringValue, tokenizer.CurrentLineNumber);
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362 | }
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363 | }
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364 |
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365 | private void Error(string message, string token, int lineNumber) {
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366 | throw new DataFormatException("Error while parsing.\n" + message, token, lineNumber);
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367 | }
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368 | #endregion
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369 |
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370 | [Serializable]
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371 | private class DataFormatException : Exception {
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372 | private int line;
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373 | public int Line {
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374 | get { return line; }
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375 | }
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376 | private string token;
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377 | public string Token {
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378 | get { return token; }
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379 | }
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380 | public DataFormatException(string message, string token, int line)
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381 | : base(message + "\nToken: " + token + " (line: " + line + ")") {
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382 | this.token = token;
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383 | this.line = line;
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384 | }
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385 |
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386 | public DataFormatException(SerializationInfo info, StreamingContext context) : base(info, context) { }
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387 | }
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388 | }
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389 | }
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