| 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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