Changeset 8206 for branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Classification/CSV

Timestamp:

07/03/12 16:46:35 (13 years ago)

Author:

gkronber

Message:

#1847: merged r8084:8205 from trunk into GP move operators branch

Location:

branches/GP-MoveOperators

Files:

• . (modified) (1 prop)
• HeuristicLab.Problems.Instances.DataAnalysis/3.3/Classification/CSV/ClassifiactionCSVInstanceProvider.cs (modified) (2 diffs)

branches/GP-MoveOperators/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Classification/CSV/ClassifiactionCSVInstanceProvider.cs

@@ -20 +20 @@
 #endregion
 
-
 using System;
 using System.Collections.Generic;
+using System.IO;
+using System.Linq;
+using System.Text;
 using HeuristicLab.Problems.DataAnalysis;
+
 namespace HeuristicLab.Problems.Instances.DataAnalysis {
   public class ClassificationCSVInstanceProvider : ClassificationInstanceProvider {
     public override string Name {
-      get { return "CSV Problem Provider"; }
+      get { return "Comma-separated Values File"; }
     }
     public override string Description {
@@ -48 +51 @@
       throw new NotImplementedException();
     }
+
+    public override bool CanImportData {
+      get { return true; }
+    }
+    public override IClassificationProblemData ImportData(string path) {
+      TableFileParser csvFileParser = new TableFileParser();
+
+      csvFileParser.Parse(path);
+
+      Dataset dataset = new Dataset(csvFileParser.VariableNames, csvFileParser.Values);
+      string targetVar = csvFileParser.VariableNames.Where(x => dataset.DoubleVariables.Contains(x)).Last();
+      IEnumerable<string> allowedInputVars = dataset.DoubleVariables.Where(x => !x.Equals(targetVar));
+
+      ClassificationProblemData claData = new ClassificationProblemData(dataset, allowedInputVars, targetVar);
+
+      int trainingPartEnd = csvFileParser.Rows * 2 / 3;
+      claData.TrainingPartition.Start = 0;
+      claData.TrainingPartition.End = trainingPartEnd;
+      claData.TestPartition.Start = trainingPartEnd;
+      claData.TestPartition.End = csvFileParser.Rows;
+      int pos = path.LastIndexOf('\\');
+      if (pos < 0)
+        claData.Name = path;
+      else {
+        pos++;
+        claData.Name = path.Substring(pos, path.Length - pos);
+      }
+
+      return claData;
+    }
+
+    public override bool CanExportData {
+      get { return true; }
+    }
+    public override void ExportData(IClassificationProblemData instance, string path) {
+      StringBuilder strBuilder = new StringBuilder();
+
+      foreach (var variable in instance.InputVariables) {
+        strBuilder.Append(variable + ";");
+      }
+      strBuilder.Remove(strBuilder.Length - 1, 1);
+      strBuilder.AppendLine();
+
+      Dataset dataset = instance.Dataset;
+
+      for (int i = 0; i < dataset.Rows; i++) {
+        for (int j = 0; j < dataset.Columns; j++) {
+          strBuilder.Append(dataset.GetValue(i, j) + ";");
+        }
+        strBuilder.Remove(strBuilder.Length - 1, 1);
+        strBuilder.AppendLine();
+      }
+
+      using (StreamWriter writer = new StreamWriter(path)) {
+        writer.Write(strBuilder);
+      }
+    }
   }
 }