1 | // Copyright 2015 Georg-August-Universität Göttingen, Germany
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2 | //
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3 | // Licensed under the Apache License, Version 2.0 (the "License");
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4 | // you may not use this file except in compliance with the License.
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5 | // You may obtain a copy of the License at
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6 | //
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7 | // http://www.apache.org/licenses/LICENSE-2.0
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8 | //
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9 | // Unless required by applicable law or agreed to in writing, software
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10 | // distributed under the License is distributed on an "AS IS" BASIS,
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11 | // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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12 | // See the License for the specific language governing permissions and
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13 | // limitations under the License.
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14 |
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15 | package de.ugoe.cs.cpdp.loader;
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16 |
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17 | import java.io.File;
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18 | import java.io.IOException;
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19 | import java.util.ArrayList;
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20 |
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21 | import weka.core.Attribute;
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22 | import weka.core.DenseInstance;
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23 | import weka.core.Instances;
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24 | import de.ugoe.cs.util.FileTools;
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25 |
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26 | /**
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27 | * Loads the instances for a software version from a CSV file of the PROMISE data set mined by
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28 | * Jurezko and Madeyski.
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29 | *
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30 | * @author Steffen Herbold
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31 | */
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32 | class CSVDataLoader implements SingleVersionLoader {
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33 |
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34 | /*
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35 | * (non-Javadoc)
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36 | *
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37 | * @see de.ugoe.cs.cpdp.loader.AbstractFolderLoader.SingleVersionLoader#load( java.io.File)
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38 | */
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39 | @Override
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40 | public Instances load(File file) {
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41 | final String[] lines;
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42 | try {
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43 | lines = FileTools.getLinesFromFile(file.getAbsolutePath());
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44 | }
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45 | catch (IOException e) {
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46 | throw new RuntimeException(e);
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47 | }
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48 |
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49 | // configure Instances
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50 | final ArrayList<Attribute> atts = new ArrayList<Attribute>();
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51 |
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52 | String[] lineSplit = lines[0].split(",");
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53 | for (int j = 0; j < lineSplit.length - 4; j++) {
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54 | atts.add(new Attribute(lineSplit[j + 3]));
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55 | }
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56 | final ArrayList<String> classAttVals = new ArrayList<String>();
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57 | classAttVals.add("0");
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58 | classAttVals.add("1");
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59 | final Attribute classAtt = new Attribute("bug", classAttVals);
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60 | atts.add(classAtt);
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61 |
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62 | final Instances data = new Instances(file.getName(), atts, 0);
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63 | data.setClass(classAtt);
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64 |
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65 | // fetch data
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66 | for (int i = 1; i < lines.length; i++) {
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67 | lineSplit = lines[i].split(",");
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68 | double[] values = new double[lineSplit.length - 3];
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69 | for (int j = 0; j < values.length - 1; j++) {
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70 | values[j] = Double.parseDouble(lineSplit[j + 3].trim());
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71 | }
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72 | values[values.length - 1] = lineSplit[lineSplit.length - 1].trim().equals("0") ? 0 : 1;
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73 | data.add(new DenseInstance(1.0, values));
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74 | }
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75 |
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76 | return data;
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77 | }
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78 |
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79 | /*
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80 | * (non-Javadoc)
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81 | *
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82 | * @see de.ugoe.cs.cpdp.loader.AbstractFolderLoader.SingleVersionLoader#
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83 | * filenameFilter(java.lang.String)
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84 | */
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85 | @Override
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86 | public boolean filenameFilter(String filename) {
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87 | return filename.endsWith(".csv");
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88 | }
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89 |
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90 | }
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