1 | /* ======================================================================== *\
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2 | !
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3 | ! *
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4 | ! * This file is part of MARS, the MAGIC Analysis and Reconstruction
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5 | ! * Software. It is distributed to you in the hope that it can be a useful
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6 | ! * and timesaving tool in analysing Data of imaging Cerenkov telescopes.
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7 | ! * It is distributed WITHOUT ANY WARRANTY.
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8 | ! *
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9 | ! * Permission to use, copy, modify and distribute this software and its
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10 | ! * documentation for any purpose is hereby granted without fee,
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11 | ! * provided that the above copyright notice appear in all copies and
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12 | ! * that both that copyright notice and this permission notice appear
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13 | ! * in supporting documentation. It is provided "as is" without express
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14 | ! * or implied warranty.
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15 | ! *
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16 | !
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17 | !
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18 | ! Author(s): Thomas Hengstebeck, 3/2003 <mailto:hengsteb@alwa02.physik.uni-siegen.de>
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19 | !
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20 | ! Copyright: MAGIC Software Development, 2000-2003
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21 | !
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22 | !
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23 | \* ======================================================================== */
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24 |
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25 | void RanForest2()
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26 | {
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27 | //
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28 | // Create a empty Parameter List and an empty Task List
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29 | // The tasklist is identified in the eventloop by its name
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30 | //
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31 | MParList plist;
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32 |
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33 | MTaskList tlist;
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34 | plist.AddToList(&tlist);
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35 | //
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36 | // ---------------------------------------------------------------
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37 | // ---------------------------------------------------------------
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38 | // first event loop: the trees of the random forest are read in
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39 | // ---------------------------------------------------------------
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40 | // ---------------------------------------------------------------
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41 | //
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42 | MReadTree read("Tree","RF.root");
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43 | read.DisableAutoScheme();
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44 |
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45 | MRanForestFill rffill;
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46 | rffill.SetNumTrees(100);
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47 |
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48 | tlist.AddToList(&read);
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49 | tlist.AddToList(&rffill);
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50 |
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51 | //
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52 | // Create and setup the eventloop
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53 | //
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54 | MEvtLoop evtloop;
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55 | evtloop.SetParList(&plist);
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56 |
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57 | //
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58 | // Execute tree reading (now the eventloop is actually a treeloop)
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59 | //
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60 | if (!evtloop.Eventloop())
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61 | return;
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62 |
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63 | tlist.PrintStatistics();
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64 |
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65 | // ---------------------------------------------------------------
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66 | // ---------------------------------------------------------------
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67 | // second event loop: the control sample is processed
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68 | // through the previously grown random forest,
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69 | //
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70 | // the histograms MHHadronness (quality of g/h-separation) and
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71 | // MHRanForest are created and displayed.
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72 | // MHRanForest shows the convergence of the classification error
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73 | // as function of the number of grown (and combined) trees
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74 | // and tells the user how many trees are actually needed in later
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75 | // classification tasks.
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76 | // ---------------------------------------------------------------
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77 | // ---------------------------------------------------------------
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78 |
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79 | MTaskList tlist2;
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80 |
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81 | plist.Replace(&tlist2);
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82 |
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83 | MReadMarsFile read2("Events", "~/MagicData/data1/CT1Data/ONTest/*.root");
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84 | read2.DisableAutoScheme();
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85 | tlist2.AddToList(&read2);
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86 |
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87 | MRanForestCalc calc;
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88 | tlist2.AddToList(&calc);
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89 |
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90 | MFillH fillh2a("MHHadronness");
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91 | MFillH fillh2b("MHRanForest");
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92 |
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93 | tlist2.AddToList(&fillh2a);
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94 | tlist2.AddToList(&fillh2b);
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95 |
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96 | //
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97 | // Execute your analysis
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98 | //
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99 | MProgressBar bar;
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100 | evtloop.SetProgressBar(&bar);
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101 |
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102 | if (!evtloop.Eventloop())
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103 | return;
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104 |
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105 | tlist2.PrintStatistics();
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106 |
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107 | plist.FindObject("MHRanForest")->DrawClone();
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108 | plist.FindObject("MHHadronness")->DrawClone();
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109 | plist.FindObject("MHHadronness")->Print();
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110 | }
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