[9964] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[14185] | 3 | * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[9964] | 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.Net;
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| 26 | using System.Xml;
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| 27 | using HeuristicLab.Problems.Instances;
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| 28 | using System.Linq;
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| 29 |
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| 30 | namespace HeuristicLab.Problems.DataAnalysis.Trading {
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| 31 | public class EcbProblemInstanceProvider : ProblemInstanceProvider<IProblemData> {
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| 32 | private class EcbDataDescriptor : IDataDescriptor {
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| 33 | public string Name { get; set; }
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| 34 | public string Description { get; set; }
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| 35 | }
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| 36 |
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| 37 | public override string Name {
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| 38 | get { return "European Central Bank FX Data Provider"; }
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| 39 | }
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| 40 |
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| 41 | public override string Description {
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| 42 | get { return "Downloads exchange rate data from the ECB"; }
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| 43 | }
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| 44 |
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| 45 | public override Uri WebLink {
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| 46 | get { return new Uri("http://www.ecb.europa.eu/stats/eurofxref/"); }
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| 47 | }
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| 48 |
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| 49 | public override string ReferencePublication {
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| 50 | get { return string.Empty; }
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| 51 | }
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| 52 |
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| 53 | public override IEnumerable<IDataDescriptor> GetDataDescriptors() {
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| 54 | var l = new List<IDataDescriptor>();
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| 55 | try {
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| 56 | using (var client = new WebClient()) {
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| 57 | var s = client.OpenRead("http://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist-90d.xml");
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| 58 | if (s == null) return l;
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| 59 |
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| 60 | using (var reader = new XmlTextReader(s)) {
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| 61 | reader.MoveToContent();
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| 62 | reader.ReadToDescendant("Cube", "http://www.ecb.int/vocabulary/2002-08-01/eurofxref");
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| 63 | reader.ReadToDescendant("Cube", "http://www.ecb.int/vocabulary/2002-08-01/eurofxref");
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| 64 | reader.ReadToDescendant("Cube", "http://www.ecb.int/vocabulary/2002-08-01/eurofxref");
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| 65 | do {
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| 66 | l.Add(new EcbDataDescriptor() { Name = "EUR / " + reader.GetAttribute("currency"), Description = string.Empty });
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| 67 | } while (reader.ReadToNextSibling("Cube", "http://www.ecb.int/vocabulary/2002-08-01/eurofxref"));
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| 68 | }
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| 69 | }
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| 70 | }
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| 71 | catch (Exception) {
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| 72 | }
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| 73 | return l;
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| 74 | }
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| 75 |
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| 76 | public override IProblemData LoadData(IDataDescriptor descriptor) {
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| 77 | var values = new List<IList>();
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| 78 | var tList = new List<DateTime>();
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| 79 | var dList = new List<double>();
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| 80 | values.Add(tList);
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| 81 | values.Add(dList);
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| 82 | using (var client = new WebClient()) {
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| 83 | var s = client.OpenRead("http://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml");
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| 84 | if (s != null)
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| 85 |
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| 86 | using (var reader = new XmlTextReader(s)) {
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| 87 | reader.MoveToContent();
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| 88 | reader.ReadToDescendant("Cube", "http://www.ecb.int/vocabulary/2002-08-01/eurofxref");
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| 89 | reader.ReadToDescendant("Cube", "http://www.ecb.int/vocabulary/2002-08-01/eurofxref");
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| 90 | // foreach time
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| 91 | do {
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| 92 | reader.MoveToAttribute("time");
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| 93 | tList.Add(reader.ReadContentAsDateTime());
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| 94 | reader.MoveToElement();
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| 95 | reader.ReadToDescendant("Cube", "http://www.ecb.int/vocabulary/2002-08-01/eurofxref");
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| 96 | // foreach currencys
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| 97 | do {
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| 98 | // find matching entry
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| 99 | if (descriptor.Name.Contains(reader.GetAttribute("currency"))) {
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| 100 | reader.MoveToAttribute("rate");
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[9991] | 101 | dList.Add(reader.ReadContentAsDouble());
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[9964] | 102 |
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| 103 | reader.MoveToElement();
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| 104 | // skip remaining siblings
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| 105 | while (reader.ReadToNextSibling("Cube", "http://www.ecb.int/vocabulary/2002-08-01/eurofxref")) ;
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| 106 | break;
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| 107 | }
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| 108 | } while (reader.ReadToNextSibling("Cube", "http://www.ecb.int/vocabulary/2002-08-01/eurofxref"));
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| 109 | } while (reader.ReadToNextSibling("Cube", "http://www.ecb.int/vocabulary/2002-08-01/eurofxref"));
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| 110 | }
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| 111 | }
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[10004] | 112 | // keep only the rows with data for this exchange rate
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| 113 | if (tList.Count > dList.Count)
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| 114 | tList.RemoveRange(dList.Count, tList.Count - dList.Count);
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| 115 | else if (dList.Count > tList.Count)
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| 116 | dList.RemoveRange(tList.Count, dList.Count - tList.Count);
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| 117 |
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[9991] | 118 | // entries in ECB XML are ordered most recent first => reverse lists
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| 119 | tList.Reverse();
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| 120 | dList.Reverse();
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[10004] | 121 |
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[9991] | 122 | // calculate exchange rate deltas
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| 123 | var changes = new[] { 0.0 } // first element
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| 124 | .Concat(dList.Zip(dList.Skip(1), (prev, cur) => cur - prev)).ToList();
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| 125 | values.Add(changes);
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| 126 |
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| 127 | var targetVariable = "d(" + descriptor.Name + ")";
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| 128 | var allowedInputVariables = new string[] { targetVariable };
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| 129 |
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| 130 | var ds = new Dataset(new string[] { "Day", descriptor.Name, targetVariable }, values);
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[9964] | 131 | return new ProblemData(ds, allowedInputVariables, targetVariable);
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| 132 | }
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| 133 | }
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| 134 | }
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