[5275] | 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2010 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.Text;
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| 28 |
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| 29 | namespace HeuristicLab.Problems.DataAnalysis {
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| 30 | public class TableFileParser {
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| 31 | private const int BUFFER_SIZE = 1024;
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| 32 | private readonly char[] POSSIBLE_SEPARATORS = new char[] { ',', ';', '\t' };
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| 33 | private const string VARIABLENAMES = "VARIABLENAMES";
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| 34 | private Tokenizer tokenizer;
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| 35 | private List<string> variableNames;
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| 36 | private List<List<double>> rowValues;
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| 37 |
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| 38 | private int rows;
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| 39 | public int Rows {
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| 40 | get { return rows; }
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| 41 | set { rows = value; }
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| 42 | }
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| 43 |
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| 44 | private int columns;
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| 45 | public int Columns {
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| 46 | get { return columns; }
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| 47 | set { columns = value; }
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| 48 | }
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| 49 |
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| 50 | private double[,] values;
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| 51 | public double[,] Values {
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| 52 | get {
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| 53 | return values;
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| 54 | }
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| 55 | }
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| 56 |
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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 | private void Reset() {
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| 76 | variableNames.Clear();
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| 77 | rowValues.Clear();
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| 78 | }
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| 79 |
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| 80 | public void Parse(string fileName) {
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| 81 | NumberFormatInfo numberFormat;
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| 82 | char separator;
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| 83 | DetermineFileFormat(fileName, out numberFormat, out separator);
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| 84 | using (StreamReader reader = new StreamReader(fileName)) {
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| 85 | tokenizer = new Tokenizer(reader, numberFormat, separator);
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| 86 | // parse the file
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| 87 | Parse();
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| 88 | }
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| 89 |
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| 90 | // translate the list of samples into a DoubleMatrixData item
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| 91 | rows = rowValues.Count;
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| 92 | columns = rowValues[0].Count;
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| 93 | values = new double[rows, columns];
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| 94 |
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| 95 | int rowIndex = 0;
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| 96 | int columnIndex = 0;
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| 97 | foreach (List<double> row in rowValues) {
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| 98 | columnIndex = 0;
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| 99 | foreach (double element in row) {
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| 100 | values[rowIndex, columnIndex++] = element;
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| 101 | }
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| 102 | rowIndex++;
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| 103 | }
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| 104 | }
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| 105 |
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| 106 | private void DetermineFileFormat(string fileName, out NumberFormatInfo numberFormat, out char separator) {
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| 107 | using (StreamReader reader = new StreamReader(fileName)) {
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| 108 | // skip first line
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| 109 | reader.ReadLine();
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| 110 | // read a block
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| 111 | char[] buffer = new char[BUFFER_SIZE];
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| 112 | int charsRead = reader.ReadBlock(buffer, 0, BUFFER_SIZE);
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| 113 | // count frequency of special characters
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| 114 | Dictionary<char, int> charCounts = buffer.Take(charsRead)
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| 115 | .GroupBy(c => c)
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| 116 | .ToDictionary(g => g.Key, g => g.Count());
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| 117 |
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| 118 | // depending on the characters occuring in the block
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| 119 | // we distinghish a number of different cases based on the the following rules:
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| 120 | // many points => it must be English number format, the other frequently occuring char is the separator
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| 121 | // 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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| 122 | // => check the line in more detail:
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| 123 | // English: 0, 0, 0, 0
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| 124 | // German: 0,0 0,0 0,0 ...
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| 125 | // => if commas are followed by space => English format
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| 126 | // no points no commas => English format (only integer numbers) use the other frequently occuring char as separator
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| 127 | // in all cases only treat ' ' as separator if no other separator is possible (spaces can also occur additionally to separators)
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| 128 | if (OccurrencesOf(charCounts, '.') > 10) {
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| 129 | numberFormat = NumberFormatInfo.InvariantInfo;
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| 130 | separator = POSSIBLE_SEPARATORS
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| 131 | .Where(c => OccurrencesOf(charCounts, c) > 10)
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| 132 | .OrderBy(c => -OccurrencesOf(charCounts, c))
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| 133 | .DefaultIfEmpty(' ')
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| 134 | .First();
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| 135 | } else if (OccurrencesOf(charCounts, ',') > 10) {
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| 136 | // no points and many commas
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| 137 | int countCommaNonDigitPairs = 0;
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| 138 | for (int i = 0; i < charsRead - 1; i++) {
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| 139 | if (buffer[i] == ',' && !Char.IsDigit(buffer[i + 1])) {
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| 140 | countCommaNonDigitPairs++;
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| 141 | }
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| 142 | }
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| 143 | if (countCommaNonDigitPairs > 10) {
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| 144 | // English format (only integer values) with ',' as separator
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| 145 | numberFormat = NumberFormatInfo.InvariantInfo;
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| 146 | separator = ',';
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| 147 | } else {
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| 148 | char[] disallowedSeparators = new char[] { ',' };
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| 149 | // German format (real values)
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| 150 | numberFormat = NumberFormatInfo.GetInstance(new CultureInfo("de-DE"));
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| 151 | separator = POSSIBLE_SEPARATORS
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| 152 | .Except(disallowedSeparators)
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| 153 | .Where(c => OccurrencesOf(charCounts, c) > 10)
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| 154 | .OrderBy(c => -OccurrencesOf(charCounts, c))
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| 155 | .DefaultIfEmpty(' ')
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| 156 | .First();
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| 157 | }
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| 158 | } else {
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| 159 | // no points and no commas => English format
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| 160 | numberFormat = NumberFormatInfo.InvariantInfo;
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| 161 | separator = POSSIBLE_SEPARATORS
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| 162 | .Where(c => OccurrencesOf(charCounts, c) > 10)
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| 163 | .OrderBy(c => -OccurrencesOf(charCounts, c))
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| 164 | .DefaultIfEmpty(' ')
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| 165 | .First();
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| 166 | }
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| 167 | }
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| 168 | }
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| 169 |
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| 170 | private int OccurrencesOf(Dictionary<char, int> charCounts, char c) {
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| 171 | return charCounts.ContainsKey(c) ? charCounts[c] : 0;
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| 172 | }
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| 173 |
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| 174 | #region tokenizer
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| 175 | internal enum TokenTypeEnum {
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| 176 | NewLine, Separator, String, Double
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| 177 | }
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| 178 |
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| 179 | internal class Token {
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| 180 | public TokenTypeEnum type;
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| 181 | public string stringValue;
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| 182 | public double doubleValue;
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| 183 |
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| 184 | public Token(TokenTypeEnum type, string value) {
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| 185 | this.type = type;
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| 186 | stringValue = value;
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| 187 | doubleValue = 0.0;
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| 188 | }
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| 189 |
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| 190 | public override string ToString() {
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| 191 | return stringValue;
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| 192 | }
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| 193 | }
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| 194 |
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| 195 |
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| 196 | internal class Tokenizer {
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| 197 | private StreamReader reader;
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| 198 | private List<Token> tokens;
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| 199 | private NumberFormatInfo numberFormatInfo;
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| 200 | private char separator;
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| 201 | private const string INTERNAL_SEPARATOR = "#";
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| 202 |
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| 203 | private int currentLineNumber = 0;
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| 204 | public int CurrentLineNumber {
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| 205 | get { return currentLineNumber; }
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| 206 | private set { currentLineNumber = value; }
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| 207 | }
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| 208 | private string currentLine;
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| 209 | public string CurrentLine {
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| 210 | get { return currentLine; }
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| 211 | private set { currentLine = value; }
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| 212 | }
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| 213 |
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| 214 | private Token newlineToken;
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| 215 | public Token NewlineToken {
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| 216 | get { return newlineToken; }
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| 217 | private set { newlineToken = value; }
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| 218 | }
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| 219 | private Token separatorToken;
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| 220 | public Token SeparatorToken {
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| 221 | get { return separatorToken; }
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| 222 | private set { separatorToken = value; }
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| 223 | }
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| 224 |
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| 225 | public Tokenizer(StreamReader reader, NumberFormatInfo numberFormatInfo, char separator) {
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| 226 | this.reader = reader;
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| 227 | this.numberFormatInfo = numberFormatInfo;
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| 228 | this.separator = separator;
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| 229 | separatorToken = new Token(TokenTypeEnum.Separator, INTERNAL_SEPARATOR);
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| 230 | newlineToken = new Token(TokenTypeEnum.NewLine, Environment.NewLine);
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| 231 | tokens = new List<Token>();
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| 232 | ReadNextTokens();
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| 233 | }
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| 234 |
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| 235 | private void ReadNextTokens() {
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| 236 | if (!reader.EndOfStream) {
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| 237 | CurrentLine = reader.ReadLine();
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| 238 | var newTokens = from str in Split(CurrentLine)
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| 239 | let trimmedStr = str.Trim()
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| 240 | where !string.IsNullOrEmpty(trimmedStr)
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| 241 | select MakeToken(trimmedStr);
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| 242 |
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| 243 | tokens.AddRange(newTokens);
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| 244 | tokens.Add(NewlineToken);
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| 245 | CurrentLineNumber++;
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| 246 | }
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| 247 | }
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| 248 |
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| 249 | private IEnumerable<string> Split(string line) {
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| 250 | StringBuilder subStr = new StringBuilder();
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| 251 | foreach (char c in line) {
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| 252 | if (c == separator) {
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| 253 | yield return subStr.ToString();
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| 254 | subStr = new StringBuilder();
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| 255 | // all separator characters are transformed to the internally used separator character
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| 256 | yield return INTERNAL_SEPARATOR;
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| 257 | } else {
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| 258 | subStr.Append(c);
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| 259 | }
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| 260 | }
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| 261 | yield return subStr.ToString();
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| 262 | }
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| 263 |
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| 264 | private Token MakeToken(string strToken) {
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| 265 | Token token = new Token(TokenTypeEnum.String, strToken);
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| 266 | if (strToken.Equals(INTERNAL_SEPARATOR)) {
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| 267 | return SeparatorToken;
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| 268 | } else if (double.TryParse(strToken, NumberStyles.Float, numberFormatInfo, out token.doubleValue)) {
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| 269 | token.type = TokenTypeEnum.Double;
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| 270 | return token;
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| 271 | }
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| 272 |
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| 273 | // couldn't parse the token as an int or float number so return a string token
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| 274 | return token;
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| 275 | }
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| 276 |
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| 277 | public Token Peek() {
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| 278 | return tokens[0];
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| 279 | }
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| 280 |
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| 281 | public Token Next() {
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| 282 | Token next = tokens[0];
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| 283 | tokens.RemoveAt(0);
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| 284 | if (tokens.Count == 0) {
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| 285 | ReadNextTokens();
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| 286 | }
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| 287 | return next;
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| 288 | }
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| 289 |
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| 290 | public bool HasNext() {
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| 291 | return tokens.Count > 0 || !reader.EndOfStream;
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| 292 | }
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| 293 | }
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| 294 | #endregion
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| 295 |
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| 296 | #region parsing
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| 297 | private void Parse() {
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| 298 | ParseVariableNames();
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| 299 | 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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| 300 | ParseValues();
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| 301 | 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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| 302 | }
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| 303 |
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| 304 | private void ParseValues() {
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| 305 | while (tokenizer.HasNext()) {
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| 306 | List<double> row = new List<double>();
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| 307 | row.Add(NextValue(tokenizer));
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| 308 | while (tokenizer.HasNext() && tokenizer.Peek() == tokenizer.SeparatorToken) {
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| 309 | Expect(tokenizer.SeparatorToken);
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| 310 | row.Add(NextValue(tokenizer));
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| 311 | }
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| 312 | Expect(tokenizer.NewlineToken);
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| 313 | // all rows have to have the same number of values
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| 314 | // the first row defines how many samples are needed
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| 315 | if (rowValues.Count > 0 && rowValues[0].Count != row.Count) {
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| 316 | Error("The first row of the dataset has " + rowValues[0].Count + " columns." +
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| 317 | "\nLine " + tokenizer.CurrentLineNumber + " has " + row.Count + " columns.", "", tokenizer.CurrentLineNumber);
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| 318 | }
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| 319 | // add the current row to the collection of rows and start a new row
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| 320 | rowValues.Add(row);
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| 321 | row = new List<double>();
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| 322 | }
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| 323 | }
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| 324 |
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| 325 | private double NextValue(Tokenizer tokenizer) {
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| 326 | if (tokenizer.Peek() == tokenizer.SeparatorToken || tokenizer.Peek() == tokenizer.NewlineToken) return double.NaN;
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| 327 | Token current = tokenizer.Next();
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| 328 | if (current.type == TokenTypeEnum.Separator || current.type == TokenTypeEnum.String) {
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| 329 | return double.NaN;
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| 330 | } else if (current.type == TokenTypeEnum.Double) {
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| 331 | // just take the value
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| 332 | return current.doubleValue;
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| 333 | }
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| 334 | // found an unexpected token => throw error
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| 335 | Error("Unexpected token.", current.stringValue, tokenizer.CurrentLineNumber);
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| 336 | // this line is never executed because Error() throws an exception
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| 337 | throw new InvalidOperationException();
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| 338 | }
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| 339 |
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| 340 | private void ParseVariableNames() {
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| 341 | // if the first line doesn't start with a double value then we assume that the
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| 342 | // first line contains variable names
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| 343 | if (tokenizer.HasNext() && tokenizer.Peek().type != TokenTypeEnum.Double) {
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| 344 |
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| 345 | List<Token> tokens = new List<Token>();
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| 346 | Token valueToken;
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| 347 | valueToken = tokenizer.Next();
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| 348 | tokens.Add(valueToken);
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| 349 | while (tokenizer.HasNext() && tokenizer.Peek() == tokenizer.SeparatorToken) {
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| 350 | Expect(tokenizer.SeparatorToken);
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| 351 | valueToken = tokenizer.Next();
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| 352 | if (valueToken != tokenizer.NewlineToken) {
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| 353 | tokens.Add(valueToken);
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| 354 | }
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| 355 | }
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| 356 | if (valueToken != tokenizer.NewlineToken) {
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| 357 | Expect(tokenizer.NewlineToken);
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| 358 | }
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| 359 | variableNames = tokens.Select(x => x.stringValue.Trim()).ToList();
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| 360 | }
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| 361 | }
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| 362 |
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| 363 | private void Expect(Token expectedToken) {
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| 364 | Token actualToken = tokenizer.Next();
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| 365 | if (actualToken != expectedToken) {
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| 366 | Error("Expected: " + expectedToken, actualToken.stringValue, tokenizer.CurrentLineNumber);
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| 367 | }
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| 368 | }
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| 369 |
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| 370 | private void Error(string message, string token, int lineNumber) {
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| 371 | throw new DataFormatException("Error while parsing.\n" + message, token, lineNumber);
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| 372 | }
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| 373 | #endregion
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| 374 | }
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| 375 | }
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