| 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 12/2000 <mailto:tbretz@astro.uni-wuerzburg.de>
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| 19 | ! Author(s): Harald Kornmayer 1/2001
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| 20 | ! Author(s): Abelardo Moralejo 2/2005 <mailto:moralejo@pd.infn.it>
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| 21 | !
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| 22 | ! Copyright: MAGIC Software Development, 2000-2005
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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 | // //
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| 29 | // MHMcCollectionArea //
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| 30 | // //
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| 31 | //////////////////////////////////////////////////////////////////////////////
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| 32 |
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| 33 | #include "MHMcCollectionArea.h"
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| 34 |
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| 35 | #include <TH2.h>
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| 36 | #include <TH3.h>
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| 37 | #include <TCanvas.h>
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| 38 | #include <THStack.h>
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| 39 | #include <TLegend.h>
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| 40 | #include <TArrayD.h>
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| 41 |
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| 42 | #include "MH.h"
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| 43 | #include "MBinning.h"
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| 44 |
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| 45 | #include "MLog.h"
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| 46 | #include "MLogManip.h"
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| 47 |
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| 48 |
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| 49 | ClassImp(MHMcCollectionArea);
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| 50 |
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| 51 | using namespace std;
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| 52 |
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| 53 | ////////////////////////////////////////////////////////////////////////////////
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| 54 | //
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| 55 | // Constructor. Creates the three necessary histograms:
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| 56 | // - selected showers (input)
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| 57 | // - all showers (input)
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| 58 | // - collection area (result)
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| 59 | //
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| 60 | MHMcCollectionArea::MHMcCollectionArea(const char *name, const char *title):
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| 61 | fImpactBins(50), fImpactMax(500.), fMinEvents(10)
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| 62 | {
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| 63 | fName = name ? name : "MHMcCollectionArea";
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| 64 | fTitle = title ? title : "Collection Area vs. Theta vs. Energy";
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| 65 |
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| 66 | //
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| 67 | // Initialize the histogram for the distribution
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| 68 | // Theta vs impact parameter vs E (z, y, x)
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| 69 | //
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| 70 | // As default we set the energy range from 2 Gev to 20000 GeV (in log 4
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| 71 | // orders of magnitude) and for each order we take 25 subdivisions -->
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| 72 | // 100 xbins. We set the radius range from 0 m to 500 m with 10 m bin -->
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| 73 | // 50 ybins. We make bins equally spaced in cos(theta)
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| 74 | //
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| 75 | // The coarse binning (of fHistColCoarse) is not set by default, the
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| 76 | // PreProcess of mmc/MMcCollectionAreaCalc will do it with the binnings
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| 77 | // found in the parameter list.
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| 78 | //
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| 79 |
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| 80 | MBinning binsx;
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| 81 | MBinning binsy;
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| 82 | MBinning binsz;
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| 83 |
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| 84 | Int_t nbins = 32;
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| 85 | TArrayD edges(nbins+1);
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| 86 |
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| 87 | edges[0] = 0;
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| 88 |
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| 89 | for(int i = 0; i < nbins; i++)
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| 90 | {
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| 91 | Double_t x = 1 - i*0.01; // x = cos(theta)
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| 92 | edges[i+1] = acos(x-0.005)*kRad2Deg;
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| 93 | }
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| 94 |
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| 95 | binsx.SetEdgesLog(100, 2., 20000); // Energy [GeV]
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| 96 | binsy.SetEdges (fImpactBins, 0, fImpactMax); // Impact parameter [m]
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| 97 | binsz.SetEdges (edges); // Theta [deg]
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| 98 |
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| 99 | fHistAll = new TH3D();
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| 100 | fHistSel = new TH3D();
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| 101 | fHistCol = new TH2D();
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| 102 | fHistColCoarse = new TH2D();
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| 103 |
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| 104 | MH::SetBinning(fHistAll, &binsx, &binsy, &binsz);
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| 105 | MH::SetBinning(fHistSel, &binsx, &binsy, &binsz);
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| 106 |
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| 107 | fHistColCoarse->SetName("CollectionArea");
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| 108 | fHistCol->SetName("CollAreaFineBins");
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| 109 | fHistAll->SetName("AllEvents");
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| 110 | fHistSel->SetName("SelectedEvents");
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| 111 |
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| 112 | fHistAll->Sumw2();
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| 113 | fHistSel->Sumw2();
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| 114 |
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| 115 | fHistColCoarse->SetTitle(fTitle);
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| 116 | fHistCol->SetTitle(fTitle);
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| 117 | fHistAll->SetTitle("All showers - Theta vs Radius vs Energy");
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| 118 | fHistSel->SetTitle("Selected showers - Theta vs Radius vs Energy");
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| 119 |
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| 120 | fHistAll->SetDirectory(NULL);
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| 121 | fHistSel->SetDirectory(NULL);
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| 122 | fHistCol->SetDirectory(NULL);
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| 123 | fHistColCoarse->SetDirectory(NULL);
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| 124 |
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| 125 | fHistAll->UseCurrentStyle();
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| 126 | fHistSel->UseCurrentStyle();
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| 127 | fHistCol->UseCurrentStyle();
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| 128 | fHistColCoarse->UseCurrentStyle();
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| 129 |
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| 130 | fHistAll->SetXTitle("E [GeV]");
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| 131 | fHistAll->SetYTitle("r [m]");
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| 132 | fHistAll->SetZTitle("\\theta [\\circ]");
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| 133 |
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| 134 | fHistSel->SetXTitle("E [GeV]");
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| 135 | fHistSel->SetYTitle("r [m]");
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| 136 | fHistSel->SetZTitle("\\theta [\\circ]");
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| 137 |
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| 138 | fHistCol->SetXTitle("E [GeV]");
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| 139 | fHistCol->SetYTitle("\\theta [\\circ]");
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| 140 | fHistCol->SetZTitle("A [m^{2}]");
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| 141 |
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| 142 | fHistColCoarse->SetXTitle("E [GeV]");
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| 143 | fHistColCoarse->SetYTitle("\\theta [\\circ]");
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| 144 | fHistColCoarse->SetZTitle("A [m^{2}]");
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| 145 | }
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| 146 |
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| 147 | // --------------------------------------------------------------------------
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| 148 | //
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| 149 | // Delete the three histograms
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| 150 | //
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| 151 | MHMcCollectionArea::~MHMcCollectionArea()
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| 152 | {
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| 153 | delete fHistAll;
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| 154 | delete fHistSel;
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| 155 | delete fHistCol;
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| 156 | }
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| 157 |
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| 158 | // --------------------------------------------------------------------------
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| 159 | //
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| 160 | // Set the (fine) binnings of histograms fHistAll, fHistSel used in the
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| 161 | // calculations. We do not need to change impact parameter binning.
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| 162 | //
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| 163 | void MHMcCollectionArea::SetBinnings(const MBinning &binsEnergy,
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| 164 | const MBinning &binsTheta)
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| 165 | {
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| 166 | MBinning binsImpact;
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| 167 | binsImpact.SetEdges(fImpactBins, 0., fImpactMax);
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| 168 |
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| 169 | MH::SetBinning(fHistAll, &binsEnergy, &binsImpact, &binsTheta);
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| 170 | MH::SetBinning(fHistSel, &binsEnergy, &binsImpact, &binsTheta);
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| 171 |
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| 172 | fHistAll->Sumw2();
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| 173 | fHistSel->Sumw2();
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| 174 | }
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| 175 |
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| 176 |
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| 177 | // --------------------------------------------------------------------------
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| 178 | //
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| 179 | // Set the binnings of the histogram fHistColCoarse, the effective areas
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| 180 | // in the coarse bins used in the analysis.
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| 181 | //
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| 182 | //
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| 183 | void MHMcCollectionArea::SetCoarseBinnings(const MBinning &binsEnergy,
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| 184 | const MBinning &binsTheta)
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| 185 | {
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| 186 | MH::SetBinning(fHistColCoarse, &binsEnergy, &binsTheta);
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| 187 | }
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| 188 |
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| 189 | // --------------------------------------------------------------------------
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| 190 | //
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| 191 | // Fill data into the histogram which contains all showers
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| 192 | //
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| 193 | void MHMcCollectionArea::FillAll(Double_t energy, Double_t radius, Double_t theta)
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| 194 | {
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| 195 | fHistAll->Fill(energy, radius, theta);
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| 196 | }
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| 197 |
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| 198 | // --------------------------------------------------------------------------
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| 199 | //
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| 200 | // Fill data into the histogram which contains the selected showers
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| 201 | //
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| 202 | void MHMcCollectionArea::FillSel(Double_t energy, Double_t radius, Double_t theta)
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| 203 | {
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| 204 | fHistSel->Fill(energy, radius, theta);
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| 205 | }
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| 206 |
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| 207 | // --------------------------------------------------------------------------
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| 208 | //
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| 209 | // Draw
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| 210 | //
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| 211 | void MHMcCollectionArea::Draw(Option_t* option)
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| 212 | {
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| 213 | //
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| 214 | // Lego plot
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| 215 | //
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| 216 | TCanvas *c1 = new TCanvas();
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| 217 | c1->SetLogx();
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| 218 | c1->SetLogz();
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| 219 | c1->SetGridx();
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| 220 | c1->SetGridy();
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| 221 |
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| 222 | fHistCol->Draw("lego2");
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| 223 |
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| 224 | //
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| 225 | // Averagye Aeff
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| 226 | //
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| 227 | TCanvas *c2 = new TCanvas();
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| 228 | c2->SetLogx();
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| 229 | c2->SetLogy();
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| 230 | c2->SetGridx();
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| 231 | c2->SetGridy();
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| 232 |
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| 233 | TH1D* harea = fHistCol->ProjectionX();
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| 234 | harea->Draw("e1");
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| 235 |
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| 236 | //
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| 237 | // Plot the Aeff for the different theta
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| 238 | //
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| 239 | TCanvas *c3 = new TCanvas();
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| 240 | c3->SetLogx();
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| 241 | c3->SetLogy();
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| 242 | c3->SetGridx();
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| 243 | c3->SetGridy();
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| 244 |
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| 245 | TLegend * leg = new TLegend(0.73,0.65,0.89,0.89);
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| 246 |
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| 247 | TAxis* yaxis = fHistCol->GetYaxis();
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| 248 | const Int_t nbiny = fHistCol->GetYaxis()->GetNbins();
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| 249 |
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| 250 | THStack* hs = new THStack("aa","aa");
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| 251 |
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| 252 | hs->Add(harea,"e1");
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| 253 | leg->AddEntry(harea,"All","l");
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| 254 |
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| 255 | for(Int_t iy=1; iy<=nbiny; iy++)
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| 256 | {
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| 257 |
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| 258 | TH1D* h1= fHistCol->ProjectionX(Form("%d",iy),iy,iy);
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| 259 |
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| 260 | if(h1->GetEntries()==0)
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| 261 | continue;
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| 262 |
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| 263 | cout <<h1->GetEntries() << endl;
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| 264 |
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| 265 | leg->AddEntry(h1,Form("\\theta = %.0f",yaxis->GetBinCenter(iy)),"l");
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| 266 | h1->SetLineColor(iy);
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| 267 | hs->Add(h1,"e1");
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| 268 | }
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| 269 | hs->SetMinimum(1);
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| 270 |
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| 271 | hs->Draw("nostack");
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| 272 | leg->Draw();
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| 273 |
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| 274 | }
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| 275 |
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| 276 | // --------------------------------------------------------------------------
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| 277 | //
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| 278 | // Calculate the collection area and set the 'ReadyToSave' flag
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| 279 | // We first calculate the area in fine energy bins, and then do a
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| 280 | // weighted mean to obtain the area in coarse bins. The weights in
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| 281 | // the coarse bins are intended to account for the effect of the
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| 282 | // energy spectrum in the effective area itself. The weights
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| 283 | // are taken from the tentative differential spectrum dN_gam/dE given
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| 284 | // through the function "spectrum". If no such function is supplied,
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| 285 | // then no weights are applied (and hence the spectrum will be as a
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| 286 | // flat spectrum in dN_gam/dE). Of course we have a "generated" MC
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| 287 | // spectrum, but within each fine bin the differences in spectrum
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| 288 | // should not change the result (if bins are fine enough). With no
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| 289 | // supplied tentative spectrum, each fine bin is weighted equally in
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| 290 | // calculating the area in the coarse bin, and so it is like having a
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| 291 | // flat spectrum.
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| 292 | //
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| 293 | // You can run this Calc procedure on an already existing
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| 294 | // MHMcCollectionArea object, as long as it is filled.
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| 295 | //
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| 296 | void MHMcCollectionArea::Calc(TF1 *spectrum)
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| 297 | {
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| 298 | // Search last impact parameter bin containing events
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| 299 | // FIXME: this should be done independently for each theta angle.
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| 300 | //
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| 301 | TH1D &himpact = *(TH1D*)fHistAll->Project3D("y");
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| 302 |
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| 303 | Int_t impbin;
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| 304 | for (impbin = himpact.GetNbinsX(); impbin > 0; impbin--)
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| 305 | if (himpact.GetBinContent(impbin)>0)
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| 306 | break;
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| 307 |
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| 308 | Float_t max_radius = himpact.GetBinLowEdge(impbin);
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| 309 |
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| 310 | Float_t total_area = TMath::Pi()*max_radius*max_radius;
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| 311 |
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| 312 | for (Int_t ix = 1; ix <= fHistAll->GetNbinsX(); ix++)
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| 313 | for (Int_t iz = 1; iz <= fHistAll->GetNbinsZ(); iz++)
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| 314 | {
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| 315 | fHistAll->SetBinContent(ix, impbin, iz, 0.);
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| 316 | fHistSel->SetBinContent(ix, impbin, iz, 0.);
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| 317 | fHistAll->SetBinError(ix, impbin, iz, 0.);
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| 318 | fHistSel->SetBinError(ix, impbin, iz, 0.);
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| 319 | }
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| 320 |
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| 321 | TH2D &histsel = *(TH2D*)fHistSel->Project3D("zx,e");
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| 322 | TH2D &histall = *(TH2D*)fHistAll->Project3D("zx,e");
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| 323 | // "e" option means that errors are computed!
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| 324 |
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| 325 |
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| 326 | TAxis &xaxis = *histsel.GetXaxis();
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| 327 | TAxis &yaxis = *histsel.GetYaxis();
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| 328 | MH::SetBinning(fHistCol, &xaxis, &yaxis);
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| 329 |
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| 330 | cout << "Total considered MC area = pi * " << max_radius
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| 331 | << "^2 square meters" << endl;
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| 332 |
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| 333 | fHistCol->Sumw2();
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| 334 | fHistCol->Divide(&histsel, &histall, total_area, 1., "b");
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| 335 |
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| 336 | //
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| 337 | // Now get the effective area in the selected coarse bins. Weight
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| 338 | // the values in the small bins according the supplied tentative
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| 339 | // spectrum, if it has been supplied as argument of Calc.
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| 340 | //
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| 341 |
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| 342 | for (Int_t ibin = 1; ibin <= fHistColCoarse->GetNbinsX(); ibin++)
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| 343 | for (Int_t jbin = 1; jbin <= fHistColCoarse->GetNbinsY(); jbin++)
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| 344 | {
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| 345 | Float_t maxenergy = fHistColCoarse->GetXaxis()->GetBinUpEdge(ibin);
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| 346 | Float_t minenergy = fHistColCoarse->GetXaxis()->GetBinLowEdge(ibin);
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| 347 |
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| 348 | Float_t maxtheta = fHistColCoarse->GetYaxis()->GetBinUpEdge(jbin);
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| 349 | Float_t mintheta = fHistColCoarse->GetYaxis()->GetBinLowEdge(jbin);
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| 350 |
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| 351 | // Fine bins ranges covered by the coarse bin ibin, jbin:
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| 352 | Int_t ibin2max = fHistCol->GetXaxis()->FindBin(maxenergy);
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| 353 | Int_t ibin2min = fHistCol->GetXaxis()->FindBin(minenergy);
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| 354 |
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| 355 | Int_t jbin2max = fHistCol->GetYaxis()->FindBin(maxtheta);
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| 356 | Int_t jbin2min = fHistCol->GetYaxis()->FindBin(mintheta);
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| 357 |
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| 358 | Float_t area = 0.;
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| 359 | Float_t errarea = 0.;
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| 360 | Float_t norm = 0;
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| 361 |
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| 362 | for (Int_t ibin2 = ibin2min; ibin2 <= ibin2max; ibin2++)
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| 363 | {
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| 364 | Float_t weight = spectrum? spectrum->
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| 365 | Eval(fHistCol->GetXaxis()->GetBinCenter(ibin2)) : 1.;
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| 366 |
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| 367 | for (Int_t jbin2 = jbin2min; jbin2 <= jbin2max; jbin2++)
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| 368 | {
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| 369 | // Skip bins with too few produced MC events
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| 370 | if (histall.GetBinContent(ibin2,jbin2) < fMinEvents)
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| 371 | continue;
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| 372 |
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| 373 | area += weight * fHistCol->GetBinContent(ibin2,jbin2);
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| 374 | norm += weight;
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| 375 | errarea += pow(weight * fHistCol->
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| 376 | GetBinError(ibin2,jbin2), 2.);
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| 377 | }
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| 378 | }
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| 379 | if (norm > 0.)
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| 380 | {
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| 381 | area /= norm;
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| 382 | errarea = sqrt(errarea)/norm;
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| 383 | }
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| 384 |
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| 385 | fHistColCoarse->SetBinContent(ibin, jbin, area);
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| 386 | fHistColCoarse->SetBinError(ibin, jbin, errarea);
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| 387 | }
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| 388 |
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| 389 | SetReadyToSave();
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| 390 | }
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| 391 |
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| 392 |
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