| 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 Bretz, 5/2002 <mailto:tbretz@astro.uni-wuerzburg.de>
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| 19 | !   Author(s): Rudy Bock, 5/2002 <mailto:rkb@mppmu.mpg.de>
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| 20 | !
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| 21 | !   Copyright: MAGIC Software Development, 2000-2002
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| 22 | !
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| 23 | !
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| 24 | \* ======================================================================== */
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| 25 | 
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| 26 | /////////////////////////////////////////////////////////////////////////////
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| 27 | //
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| 28 | //  MMultiDimDistCalc
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| 29 | //
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| 30 | //  Calculated a multidimensional distance. It calculates the distance to
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| 31 | //  all vectors in a given matrix describing Gammas and another one
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| 32 | //  describing Hadrons (non gammas). The shortest distances are avaraged.
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| 33 | //  How many distances are used for avaraging can be specified in the
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| 34 | //  constructor.
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| 35 | //
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| 36 | //  * If you want to use the nearest neighbor function for calculation use:
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| 37 | //      MMultiDimDistCalc::SetUseKernelMethod(kFALSE);
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| 38 | //  * If you want to use the kernel function for calculation use:
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| 39 | //      MMultiDimDistCalc::SetUseKernelMethod(kTRUE); <default>
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| 40 | //  * To use only the n next neighbors for your calculation use:
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| 41 | //      MMultiDimDistCalc::SetUseNumRows(n);
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| 42 | //  * To use all reference events set the number to 0 <default>
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| 43 | //
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| 44 | ////////////////////////////////////////////////////////////////////////////
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| 45 | #include "MMultiDimDistCalc.h"
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| 46 | 
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| 47 | #include <fstream>
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| 48 | 
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| 49 | #include <TVector.h>
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| 50 | 
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| 51 | #include "MHMatrix.h" // must be before MLogManip.h
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| 52 | 
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| 53 | #include "MLog.h"
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| 54 | #include "MLogManip.h"
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| 55 | 
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| 56 | #include "MParList.h"
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| 57 | //#include "MDataPhrase.h"
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| 58 | #include "MDataArray.h"
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| 59 | 
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| 60 | #include "MParameters.h"
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| 61 | 
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| 62 | ClassImp(MMultiDimDistCalc);
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| 63 | 
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| 64 | using namespace std;
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| 65 | 
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| 66 | static const TString gsDefName  = "MMultiDimDistCalc";
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| 67 | static const TString gsDefTitle = "Calculate Hadronness with Nearest Neighbor/Kernel Method";
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| 68 | 
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| 69 | // --------------------------------------------------------------------------
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| 70 | //
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| 71 | // Setup histograms and the number of distances which are used for
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| 72 | // avaraging in CalcDist
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| 73 | //
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| 74 | MMultiDimDistCalc::MMultiDimDistCalc(const char *name, const char *title)
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| 75 |     : fNum(0), fUseKernel(kTRUE), fHadronnessName("MHadronness"), fData(NULL)
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| 76 | {
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| 77 |     //
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| 78 |     //   set the name and title of this object
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| 79 |     //
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| 80 |     fName  = name  ? name  : gsDefName.Data();
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| 81 |     fTitle = title ? title : gsDefTitle.Data();
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| 82 | 
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| 83 |     /*
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| 84 |      fData = new TList;
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| 85 |      fData->SetOwner();
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| 86 |      */
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| 87 | }
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| 88 | 
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| 89 | // --------------------------------------------------------------------------
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| 90 | //
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| 91 | // Needs:
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| 92 | //  - MatrixGammas  [MHMatrix]
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| 93 | //  - MatrixHadrons {MHMatrix]
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| 94 | //  - MHadroness
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| 95 | //  - all data containers used to build the matrixes
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| 96 | //
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| 97 | // The matrix object can be filles using MFillH. And must be of the same
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| 98 | // number of columns (with the same meaning).
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| 99 | //
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| 100 | Int_t MMultiDimDistCalc::PreProcess(MParList *plist)
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| 101 | {
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| 102 |     fMGammas = (MHMatrix*)plist->FindObject("MatrixGammas", "MHMatrix");
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| 103 |     if (!fMGammas)
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| 104 |     {
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| 105 |         *fLog << err << dbginf << "MatrixGammas [MHMatrix] not found... aborting." << endl;
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| 106 |         return kFALSE;
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| 107 |     }
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| 108 | 
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| 109 |     fMHadrons = (MHMatrix*)plist->FindObject("MatrixHadrons", "MHMatrix");
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| 110 |     if (!fMHadrons)
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| 111 |     {
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| 112 |         *fLog << err << dbginf << "MatrixHadrons [MHMatrix] not found... aborting." << endl;
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| 113 |         return kFALSE;
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| 114 |     }
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| 115 | 
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| 116 |     if (fMGammas->GetM().GetNcols() != fMHadrons->GetM().GetNcols())
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| 117 |     {
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| 118 |         *fLog << err << dbginf << "Error matrices have different numbers of columns... aborting." << endl;
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| 119 |         return kFALSE;
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| 120 |     }
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| 121 | 
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| 122 |     /*
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| 123 |     TIter Next(fMGammas->GetRules());
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| 124 |     TObject *data=NULL;
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| 125 |     while ((data=Next()))
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| 126 |     {
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| 127 |         MDataPhrase *chain = new MDataPhrase(data->GetName());
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| 128 |         if (!chain->PreProcess(plist))
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| 129 |         {
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| 130 |             delete chain;
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| 131 |             return kFALSE;
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| 132 |         }
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| 133 |         fData->Add(chain);
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| 134 |     }
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| 135 |     */
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| 136 |     fData = fMGammas->GetColumns();
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| 137 |     if (!fData)
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| 138 |     {
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| 139 |         *fLog << err << dbginf << "Error matrix doesn't contain columns... aborting." << endl;
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| 140 |         return kFALSE;
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| 141 |     }
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| 142 | 
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| 143 |     if (!fData->PreProcess(plist))
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| 144 |     {
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| 145 |         *fLog << err << dbginf << "PreProcessing of the MDataArray failed for the columns failed... aborting." << endl;
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| 146 |         return kFALSE;
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| 147 |     }
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| 148 | 
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| 149 |     fHadronness = (MParameterD*)plist->FindCreateObj("MParameterD", fHadronnessName);
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| 150 |     if (!fHadronness)
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| 151 |         return kFALSE;
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| 152 | 
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| 153 |     return kTRUE;
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| 154 | }
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| 155 | 
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| 156 | // --------------------------------------------------------------------------
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| 157 | //
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| 158 | // Evaluates the avarage over the fNum shortest distances in a
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| 159 | // multidimensional space to a matrix (set of vectors) describing
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| 160 | // gammas and hadrons.
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| 161 | // The hadroness of the event is defines as the avarage distance to the
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| 162 | // set of gammas (dg) divided by the avarage distance to the set of
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| 163 | // hadrons (dh). Because this value is in teh range [0, inf] it is
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| 164 | // transformed into [0,1] by:
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| 165 | //  H = exp(-dh/dg);
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| 166 | //
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| 167 | Int_t MMultiDimDistCalc::Process()
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| 168 | {
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| 169 |     // first copy the data from the data array to a vector event
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| 170 |     TVector event;
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| 171 |     *fData >> event;
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| 172 | 
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| 173 |     Int_t numg = fNum;
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| 174 |     Int_t numh = fNum;
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| 175 |     if (fNum==0)
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| 176 |     {
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| 177 |         numg = fMGammas->GetM().GetNrows();
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| 178 |         numh = fMHadrons->GetM().GetNrows();
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| 179 |     }
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| 180 |     if (fUseKernel)
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| 181 |     {
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| 182 |         numg = -numg;
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| 183 |         numh = -numh;
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| 184 |     }
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| 185 | 
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| 186 |     const Double_t dg = fMGammas->CalcDist(event, numg);
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| 187 |     const Double_t dh = fMHadrons->CalcDist(event, numh);
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| 188 | 
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| 189 |     if (dg<0 || dh<0)
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| 190 |     {
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| 191 |         *fLog << err << "MHMatrix::CalcDist failed (dg=" << dg << ", dh=" << dh << ")... aborting" << endl;
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| 192 |         return kERROR;
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| 193 |     }
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| 194 | 
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| 195 |     fHadronness->SetVal(dg==0 ? 0 : exp(-dh/dg));
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| 196 |     fHadronness->SetReadyToSave();
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| 197 | 
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| 198 |     return kTRUE;
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| 199 | }
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| 200 | 
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| 201 | void MMultiDimDistCalc::StreamPrimitive(ostream &out) const
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| 202 | {
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| 203 |     out << "   MMultiDimDist " << GetUniqueName();
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| 204 | 
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| 205 |     if (fName!=gsDefName || fTitle!=gsDefTitle)
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| 206 |     {
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| 207 |         out << "(\"" << fName << "\"";
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| 208 |         if (fTitle!=gsDefTitle)
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| 209 |             out << ", \"" << fTitle << "\")";
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| 210 |     }
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| 211 |     out << ";" << endl;
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| 212 | 
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| 213 |     if (fHadronnessName!="MHadronness")
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| 214 |         out << "   " << GetUniqueName() << ".SetHadronnessName(\"" << fHadronnessName << "\");" << endl;
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| 215 |     if (fNum!=0)
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| 216 |         out << "   " << GetUniqueName() << ".SetUseNumRows(" << fNum << ");" << endl;
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| 217 |     if (fUseKernel)
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| 218 |         out << "   " << GetUniqueName() << ".SetUseKernelMethod();" << endl;
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| 219 | }
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| 220 | 
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