1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 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 |
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23 | using System;
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24 | namespace HeuristicLab.Problems.Instances.DataAnalysis {
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25 | public class Wine : UCIDataDescriptor {
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26 | public override string Filename { get { return "Wine"; } }
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27 | public override string Description {
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28 | get {
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29 | return "These data are the results of a chemical analysis of wines grown in the same region " +
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30 | "in Italy but derived from three different cultivars. The analysis determined the quantities " +
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31 | "of 13 constituents found in each of the three types of wines." + Environment.NewLine + Environment.NewLine +
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32 | "I think that the initial data set had around 30 variables, but for some reason I only have the " +
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33 | "13 dimensional version. I had a list of what the 30 or so variables were, but a.) I lost it, and b.), " +
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34 | "I would not know which 13 variables are included in the set." + Environment.NewLine + Environment.NewLine +
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35 | "The attributes are (dontated by Riccardo Leardi, riclea '@' anchem.unige.it )" + Environment.NewLine +
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36 | "1) Alcohol" + Environment.NewLine +
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37 | "2) Malic acid" + Environment.NewLine +
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38 | "3) Ash" + Environment.NewLine +
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39 | "4) Alcalinity of ash" + Environment.NewLine +
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40 | "5) Magnesium" + Environment.NewLine +
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41 | "6) Total phenols" + Environment.NewLine +
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42 | "7) Flavanoids" + Environment.NewLine +
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43 | "8) Nonflavanoid phenols" + Environment.NewLine +
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44 | "9) Proanthocyanins" + Environment.NewLine +
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45 | "10)Color intensity" + Environment.NewLine +
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46 | "11)Hue" + Environment.NewLine +
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47 | "12)OD280/OD315 of diluted wines" + Environment.NewLine +
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48 | "13)Proline" + Environment.NewLine + Environment.NewLine +
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49 | "In a classification context, this is a well posed problem with \"well behaved\" class structures. A " +
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50 | "good data set for first testing of a new classifier, but not very challenging. ";
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51 | }
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52 | }
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53 | public override string Donor { get { return "S. Aeberhard"; } }
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54 | public override int Year { get { return 1991; } }
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55 |
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56 | protected override string TargetVariable { get { return "Class"; } }
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57 | protected override string[] VariableNames {
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58 | get { return new string[] { "Alcohol", "Malic acid", "Ash", "Alcalinity of ash", "Magnesium", "Total phenols", "Flavanoids", "Nonflavanoid phenols", "Proanthocyanins", "Color intensity", "Hue", "OD280/OD315 of diluted wines", "Proline", "Class" }; }
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59 | }
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60 | protected override string[] AllowedInputVariables {
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61 | get { return new string[] { "Alcohol", "Malic acid", "Ash", "Alcalinity of ash", "Magnesium", "Total phenols", "Flavanoids", "Nonflavanoid phenols", "Proanthocyanins", "Color intensity", "Hue", "OD280/OD315 of diluted wines", "Proline" }; }
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62 | }
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63 | protected override int TrainingPartitionStart { get { return 0; } }
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64 | protected override int TrainingPartitionEnd { get { return 119; } }
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65 | protected override int TestPartitionStart { get { return 119; } }
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66 | protected override int TestPartitionEnd { get { return 178; } }
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67 | }
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68 | }
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