| 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, 11/2002 <mailto:tbretz@astro.uni-wuerzburg.de>
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| 19 | ! Author(s): Rudy Bock, 11/2002 <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 | void multidimdist2()
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| 27 | {
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| 28 | //
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| 29 | // This is an example program which reads image parameters for gammas
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| 30 | // and hadrons, builds a 'matrix' of look-alike events,
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| 31 | // and then finds quality numbers and acceptances for the same sample
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| 32 |
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| 33 | // Create an empty Parameter List and an empty Task List
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| 34 | // The tasklist is identified in the eventloop by its name
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| 35 | //
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| 36 | MParList plist;
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| 37 | MTaskList tlistg;
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| 38 | plist.AddToList(&tlistg);
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| 39 |
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| 40 | //
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| 41 | // ------------- user attention -----------------
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| 42 | //
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| 43 |
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| 44 | // cut used both for the matrices and the sample
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| 45 | // for more information see the documentation of MF and MDataChain
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| 46 | MF filterenergy("MMcEvt.fEnergy > 0");
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| 47 |
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| 48 | // matrix limitation for look-alike events (approximate number)
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| 49 | MFEventSelector selector;
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| 50 | selector.SetNumSelectEvts(2000);
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| 51 |
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| 52 | // setup an AND-Filterlist from the two filters to be used
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| 53 | // in the event selection for the filling of the matrices
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| 54 | MFilterList flist;
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| 55 | flist.AddToList(&filterenergy);
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| 56 | flist.AddToList(&selector);
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| 57 |
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| 58 | //
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| 59 | // ---------------------------------------------------------------
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| 60 | // Now set up the tasks and tasklist (first event loop, gammas)
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| 61 | // ---------------------------------------------------------------
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| 62 | //
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| 63 |
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| 64 | // --------------- user change -----------------
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| 65 | // Give the names of the star-files to be read
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| 66 | // Here you give the trainings sample(s) for
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| 67 | // the gammas
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| 68 | // If you have only _one_ single Theta
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| 69 | // remove MMcEvt.fTheta!
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| 70 | // ---------------------------------------------
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| 71 | MReadMarsFile readg("Events", "star_gammas0.root");
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| 72 | readg.DisableAutoScheme();
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| 73 | tlistg.AddToList(&readg);
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| 74 |
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| 75 | MHMatrix matrix("MatrixGammas");
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| 76 | matrix.AddColumn("MHillas.fWidth");
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| 77 | matrix.AddColumn("MHillas.fLength");
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| 78 | matrix.AddColumn("MHillas.fWidth*MHillas.fLength/MHillas.fSize");
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| 79 | matrix.AddColumn("abs(MHillas.fAsym)");
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| 80 | matrix.AddColumn("abs(MHillas.fM3Long)");
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| 81 | matrix.AddColumn("abs(MHillas.fM3Trans)");
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| 82 | matrix.AddColumn("abs(MHillasSrc.fHeadTail)");
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| 83 | matrix.AddColumn("MHillas.fConc");
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| 84 | matrix.AddColumn("MHillas.fConc1");
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| 85 | matrix.AddColumn("MHillasSrc.fDist");
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| 86 | matrix.AddColumn("log10(MHillas.fSize)");
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| 87 | matrix.AddColumn("MHillasSrc.fAlpha");
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| 88 | matrix.AddColumn("MMcEvt.fTheta");
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| 89 | plist.AddToList(&matrix);
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| 90 |
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| 91 | MFillH fillmatg("MatrixGammas");
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| 92 | fillmatg.SetFilter(&flist);
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| 93 | tlistg.AddToList(&flist);
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| 94 | tlistg.AddToList(&fillmatg);
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| 95 |
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| 96 | //
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| 97 | // --- Create and set up the eventloop (gammas) ---
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| 98 | //
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| 99 | MEvtLoop evtloop1;
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| 100 | evtloop1.SetParList(&plist);
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| 101 |
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| 102 | //
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| 103 | // --- Execute matrix buildup (gammas) ---
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| 104 | //
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| 105 | if (!evtloop1.Eventloop())
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| 106 | return;
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| 107 |
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| 108 | tlistg.PrintStatistics();
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| 109 |
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| 110 | //
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| 111 | // ------------------------------------------------------------------
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| 112 | // prepare second event loop, hadrons
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| 113 | // ------------------------------------------------------------------
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| 114 | //
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| 115 | MTaskList tlisth;
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| 116 | plist.Replace(&tlisth);
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| 117 |
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| 118 | // --------------- user change -----------------
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| 119 | // Give the names of the star-files to be read
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| 120 | // Here you give the trainings sample(s) for
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| 121 | // the hadrons
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| 122 | // ---------------------------------------------
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| 123 | MReadMarsFile readh("Events", "star_protons0.root");
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| 124 | readh.DisableAutoScheme();
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| 125 | tlisth.AddToList(&readh);
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| 126 |
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| 127 | MHMatrix matrixh("MatrixHadrons");
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| 128 | matrixh.AddColumns(matrix.GetColumns());
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| 129 | plist.AddToList(&matrixh);
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| 130 |
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| 131 | MFillH fillmath("MatrixHadrons");
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| 132 | fillmath.SetFilter(&flist); // filter list
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| 133 | tlisth.AddToList(&flist);
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| 134 | tlisth.AddToList(&fillmath);
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| 135 |
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| 136 | //
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| 137 | // Create and set up the eventloop (protons)
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| 138 | //
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| 139 | MEvtLoop evtloop2;
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| 140 | evtloop2.SetParList(&plist);
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| 141 |
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| 142 | //
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| 143 | // Execute matrix buildup (hadrons)
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| 144 | //
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| 145 | if (!evtloop2.Eventloop())
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| 146 | return;
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| 147 |
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| 148 | // sum up in log
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| 149 | tlisth.PrintStatistics();
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| 150 |
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| 151 | matrix.Print("size");
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| 152 | matrixh.Print("size");
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| 153 |
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| 154 | //
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| 155 | // ----------------------------------------------------------
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| 156 | // Go through full sample again, now for getting hadronness
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| 157 | // (third event loop)
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| 158 | // ----------------------------------------------------------
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| 159 | //
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| 160 |
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| 161 | MTaskList tlist2;
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| 162 | plist.Replace(&tlist2);
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| 163 |
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| 164 | // ------------------- user change --------------------
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| 165 | // Give the names of the star-files to be read as
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| 166 | // test samples you should at least have one hadron
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| 167 | // and one gamma file available
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| 168 | // ----------------------------------------------------
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| 169 | MReadMarsFile read2("Events", "star_gammas0.root");
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| 170 | read2.AddFile("star_protons0.root");
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| 171 | read2.DisableAutoScheme();
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| 172 | tlist2.AddToList(&read2);
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| 173 |
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| 174 | // ---------------- user attention -----------------
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| 175 | // Here you may change the algorithm used
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| 176 | // You can switch from Kernel to Next Neighbor
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| 177 | // or change the number of used shortest distances
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| 178 | // For kernel you should always set this to 0 (all)
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| 179 | // -------------------------------------------------
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| 180 | MMultiDimDistCalc calc;
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| 181 | calc.SetUseNumRows(25);
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| 182 | calc.SetUseKernelMethod(kFALSE);
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| 183 | tlist2.AddToList(&calc);
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| 184 |
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| 185 | MFillH fillh("MHHadronness");
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| 186 | fillh.SetFilter(&filterenergy);
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| 187 | tlist2.AddToList(&filterenergy);
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| 188 | tlist2.AddToList(&fillh);
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| 189 |
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| 190 | //
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| 191 | // Execute analysis of gammas and hadrons
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| 192 | //
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| 193 | MProgressBar bar;
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| 194 | MEvtLoop evtloop3;
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| 195 | evtloop3.SetProgressBar(&bar);
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| 196 | evtloop3.SetParList(&plist);
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| 197 |
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| 198 | if (!evtloop3.Eventloop())
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| 199 | return;
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| 200 |
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| 201 | tlist2.PrintStatistics();
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| 202 |
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| 203 | plist.FindObject("MHHadronness")->DrawClone();
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| 204 | plist.FindObject("MHHadronness")->Print();
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| 205 | }
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