| 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): Markus Gaug 02/2004 <mailto:markus@ifae.es>
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| 19 | !
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| 20 | ! Copyright: MAGIC Software Development, 2000-2004
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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 | //////////////////////////////////////////////////////////////////////////////
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| 26 | //
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| 27 | // MHPedestalPixel
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| 28 | //
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| 29 | // Performs all the necessary fits to extract the mean number of photons
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| 30 | // out of the derived light flux
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| 31 | //
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| 32 | //////////////////////////////////////////////////////////////////////////////
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| 33 | #include "MHPedestalPixel.h"
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| 34 |
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| 35 | #include <TH1.h>
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| 36 | #include <TF1.h>
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| 37 |
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| 38 | #include <TStyle.h>
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| 39 | #include <TCanvas.h>
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| 40 |
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| 41 | #include "MLog.h"
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| 42 | #include "MLogManip.h"
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| 43 |
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| 44 | ClassImp(MHPedestalPixel);
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| 45 |
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| 46 | using namespace std;
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| 47 | // Square root of 2pi:
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| 48 | const Float_t gkSq2Pi = 2.506628274631;
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| 49 | const Float_t gkProbLimit = 0.01;
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| 50 | const Int_t MHPedestalPixel::gkChargeNbins = 450 ;
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| 51 | const Axis_t MHPedestalPixel::gkChargeFirst = -0.5;
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| 52 | const Axis_t MHPedestalPixel::gkChargeLast = 449.5;
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| 53 | const Int_t MHPedestalPixel::gkChargevsNbins = 1000;
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| 54 | const Axis_t MHPedestalPixel::gkChargevsNFirst = -0.5;
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| 55 | const Axis_t MHPedestalPixel::gkChargevsNLast = 999.5;
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| 56 |
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| 57 | // --------------------------------------------------------------------------
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| 58 | //
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| 59 | // Default Constructor.
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| 60 | //
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| 61 | MHPedestalPixel::MHPedestalPixel()
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| 62 | : fPixId(-1),
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| 63 | fGausFit(NULL)
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| 64 | {
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| 65 |
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| 66 | // Create a large number of bins, later we will rebin
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| 67 | fHPedestalCharge = new TH1F("HPedestalCharge","Distribution of Summed FADC Pedestal Slices Pixel ",
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| 68 | gkChargeNbins,gkChargeFirst,gkChargeLast);
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| 69 | fHPedestalCharge->SetXTitle("Sum FADC Slices");
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| 70 | fHPedestalCharge->SetYTitle("Nr. of events");
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| 71 | fHPedestalCharge->Sumw2();
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| 72 |
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| 73 | // We define a reasonable number and later enlarge it if necessary
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| 74 | fHPedestalChargevsN = new TH1I("HChargevsN","Sum of Charges vs. Event Number Pixel ",
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| 75 | gkChargevsNbins,gkChargevsNFirst,gkChargevsNLast);
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| 76 | fHPedestalChargevsN->SetXTitle("Event Nr.");
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| 77 | fHPedestalChargevsN->SetYTitle("Sum of FADC slices");
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| 78 |
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| 79 | fHPedestalCharge->SetDirectory(NULL);
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| 80 | fHPedestalChargevsN->SetDirectory(NULL);
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| 81 |
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| 82 | Clear();
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| 83 | }
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| 84 |
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| 85 | MHPedestalPixel::~MHPedestalPixel()
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| 86 | {
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| 87 |
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| 88 | delete fHPedestalCharge;
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| 89 | delete fHPedestalChargevsN;
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| 90 |
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| 91 | if (fGausFit)
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| 92 | delete fGausFit;
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| 93 | }
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| 94 |
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| 95 |
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| 96 | void MHPedestalPixel::Clear(Option_t *o)
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| 97 | {
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| 98 |
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| 99 | fTotalEntries = 0;
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| 100 |
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| 101 | fChargeMean = -1.;
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| 102 | fChargeMeanErr = -1.;
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| 103 | fChargeSigma = -1;
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| 104 | fChargeSigmaErr = -1;
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| 105 |
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| 106 | fChargeChisquare = -1.;
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| 107 | fChargeProb = -1.;
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| 108 | fChargeNdf = -1;
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| 109 |
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| 110 | fChargeFirst = gkChargeFirst;
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| 111 | fChargeLast = gkChargeLast;
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| 112 |
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| 113 | if (fGausFit)
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| 114 | delete fGausFit;
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| 115 |
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| 116 | CLRBIT(fFlags,kFitted);
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| 117 | CLRBIT(fFlags,kFitOK);
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| 118 | CLRBIT(fFlags,kOscillating);
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| 119 |
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| 120 | return;
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| 121 | }
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| 122 |
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| 123 |
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| 124 | void MHPedestalPixel::Reset()
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| 125 | {
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| 126 |
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| 127 | Clear();
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| 128 |
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| 129 | fHPedestalCharge->Reset();
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| 130 | fHPedestalChargevsN->Reset();
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| 131 |
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| 132 | }
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| 133 |
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| 134 |
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| 135 |
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| 136 | Bool_t MHPedestalPixel::IsEmpty() const
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| 137 | {
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| 138 | return !fHPedestalCharge->GetEntries();
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| 139 | }
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| 140 |
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| 141 | Bool_t MHPedestalPixel::IsFitOK() const
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| 142 | {
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| 143 | return TESTBIT(fFlags,kFitOK);
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| 144 | }
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| 145 |
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| 146 | Bool_t MHPedestalPixel::FillCharge(Float_t q)
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| 147 | {
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| 148 | return (fHPedestalCharge->Fill(q) > -1);
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| 149 | }
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| 150 |
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| 151 | Bool_t MHPedestalPixel::FillChargevsN(Float_t q)
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| 152 | {
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| 153 |
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| 154 | fTotalEntries++;
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| 155 | return (fHPedestalChargevsN->Fill(fTotalEntries,q) > -1);
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| 156 | }
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| 157 |
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| 158 | void MHPedestalPixel::ChangeHistId(Int_t id)
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| 159 | {
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| 160 |
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| 161 | fPixId = id;
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| 162 |
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| 163 | fHPedestalCharge->SetName(Form("%s%d", fHPedestalCharge->GetName(), id));
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| 164 | fHPedestalChargevsN->SetName(Form("%s%d", fHPedestalChargevsN->GetName(), id));
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| 165 | fHPedestalCharge->SetTitle(Form("%s%d", fHPedestalCharge->GetTitle(), id));
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| 166 | fHPedestalChargevsN->SetTitle(Form("%s%d", fHPedestalChargevsN->GetTitle(), id));
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| 167 |
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| 168 | }
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| 169 |
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| 170 | TObject *MHPedestalPixel::DrawClone(Option_t *option) const
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| 171 | {
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| 172 |
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| 173 | gROOT->SetSelectedPad(NULL);
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| 174 |
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| 175 | MHPedestalPixel *newobj = (MHPedestalPixel*)Clone();
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| 176 |
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| 177 | if (!newobj)
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| 178 | return 0;
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| 179 | newobj->SetBit(kCanDelete);
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| 180 |
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| 181 |
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| 182 | if (strlen(option))
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| 183 | newobj->Draw(option);
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| 184 | else
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| 185 | newobj->Draw(GetDrawOption());
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| 186 |
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| 187 | return newobj;
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| 188 | }
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| 189 |
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| 190 |
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| 191 | // -------------------------------------------------------------------------
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| 192 | //
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| 193 | // Draw the histogram
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| 194 | //
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| 195 | void MHPedestalPixel::Draw(Option_t *opt)
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| 196 | {
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| 197 |
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| 198 | gStyle->SetOptStat(111111);
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| 199 | gStyle->SetOptFit();
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| 200 |
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| 201 | gROOT->SetSelectedPad(NULL);
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| 202 |
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| 203 | TCanvas *c = MH::MakeDefCanvas(this,600,900);
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| 204 |
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| 205 | // c->Divide(1,2);
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| 206 |
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| 207 | c->cd(1);
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| 208 | gPad->SetBorderMode(0);
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| 209 | gPad->SetTicks();
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| 210 |
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| 211 | if (fHPedestalCharge->Integral() > 0)
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| 212 | gPad->SetLogy();
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| 213 |
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| 214 | fHPedestalCharge->Draw(opt);
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| 215 |
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| 216 | c->Modified();
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| 217 | c->Update();
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| 218 |
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| 219 | if (fGausFit)
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| 220 | {
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| 221 | fGausFit->SetLineColor(IsFitOK() ? kGreen : kRed);
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| 222 | fGausFit->Draw("same");
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| 223 | }
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| 224 |
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| 225 | c->Modified();
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| 226 | c->Update();
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| 227 |
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| 228 | /*
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| 229 | c->cd(2);
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| 230 | gPad->SetTicks();
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| 231 |
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| 232 | fHPedestalChargevsN->Draw(opt);
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| 233 | */
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| 234 |
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| 235 | c->Modified();
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| 236 | c->Update();
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| 237 |
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| 238 | return;
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| 239 | }
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| 240 |
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| 241 |
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| 242 | // --------------------------------------------------------------------------
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| 243 | //
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| 244 | // 1) Return if the charge distribution is already succesfully fitted
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| 245 | // or if the histogram is empty
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| 246 | // 2) Cut the histograms empty edges
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| 247 | // 3) Fit the histograms with a Gaussian
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| 248 | // 4) In case of failure print out the fit results
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| 249 | // 5) Retrieve the results and store them in this class
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| 250 | //
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| 251 | Bool_t MHPedestalPixel::FitCharge(Option_t *option)
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| 252 | {
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| 253 |
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| 254 | if (fGausFit)
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| 255 | return kFALSE;
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| 256 |
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| 257 | //
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| 258 | // Get the fitting ranges
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| 259 | //
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| 260 | Axis_t rmin = fChargeFirst;
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| 261 | Axis_t rmax = fChargeLast;
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| 262 |
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| 263 | //
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| 264 | // First guesses for the fit (should be as close to reality as possible,
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| 265 | // otherwise the fit goes gaga because of high number of dimensions ...
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| 266 | //
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| 267 | const Stat_t entries = fHPedestalCharge->Integral();
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| 268 | const Double_t mu_guess = fHPedestalCharge->GetBinCenter(fHPedestalCharge->GetMaximumBin());
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| 269 | const Double_t sigma_guess = mu_guess/15.;
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| 270 | const Double_t area_guess = entries/gkSq2Pi/sigma_guess;
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| 271 |
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| 272 | fGausFit = new TF1(Form("%s%d","GausFit ",fPixId),"gaus",rmin,rmax);
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| 273 |
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| 274 | if (!fGausFit)
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| 275 | {
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| 276 | *fLog << warn << dbginf << "WARNING: Could not create fit function for Gauss fit" << endl;
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| 277 | return kFALSE;
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| 278 | }
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| 279 |
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| 280 | fGausFit->SetParameters(area_guess,mu_guess,sigma_guess);
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| 281 | fGausFit->SetParNames("Area","#mu","#sigma");
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| 282 | fGausFit->SetParLimits(0,0.,entries);
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| 283 | fGausFit->SetParLimits(1,rmin,rmax);
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| 284 | fGausFit->SetParLimits(2,0.,rmax-rmin);
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| 285 | fGausFit->SetRange(rmin,rmax);
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| 286 |
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| 287 | fHPedestalCharge->Fit(fGausFit,option);
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| 288 |
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| 289 | //
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| 290 | // In order not to be affected by outliers,
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| 291 | // try once again with stricter borders
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| 292 | //
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| 293 | Axis_t rtry = fGausFit->GetParameter(1) - 2.5*fGausFit->GetParameter(2);
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| 294 | rmin = (rtry < rmin ? rmin : rtry);
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| 295 | rtry = fGausFit->GetParameter(1) + 2.5*fGausFit->GetParameter(2);
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| 296 | rmax = (rtry > rmax ? rmax : rtry);
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| 297 | fGausFit->SetRange(rmin,rmax);
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| 298 |
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| 299 | fHPedestalCharge->Fit(fGausFit,option);
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| 300 |
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| 301 | fChargeChisquare = fGausFit->GetChisquare();
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| 302 | fChargeNdf = fGausFit->GetNDF();
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| 303 | fChargeProb = fGausFit->GetProb();
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| 304 | fChargeMean = fGausFit->GetParameter(1);
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| 305 | fChargeMeanErr = fGausFit->GetParError(1);
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| 306 | fChargeSigma = fGausFit->GetParameter(2);
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| 307 | fChargeSigmaErr = fGausFit->GetParError(2);
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| 308 |
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| 309 | SETBIT(fFlags,kFitted);
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| 310 | //
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| 311 | // The fit result is accepted under condition:
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| 312 | // The Results are not nan's
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| 313 | // The Probability is greater than gkProbLimit (default 0.001 == 99.9%)
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| 314 | //
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| 315 | if (TMath::IsNaN(fChargeMean) ||
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| 316 | TMath::IsNaN(fChargeMeanErr) ||
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| 317 | TMath::IsNaN(fChargeSigma) ||
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| 318 | TMath::IsNaN(fChargeSigmaErr))
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| 319 | {
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| 320 | Clear();
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| 321 | // CLRBIT(fFlags,kFitOK);
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| 322 | return kFALSE;
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| 323 | }
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| 324 |
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| 325 | if ((fChargeProb < gkProbLimit) || (TMath::IsNaN(fChargeProb)))
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| 326 | {
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| 327 | CLRBIT(fFlags,kFitOK);
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| 328 | return kFALSE;
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| 329 | }
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| 330 |
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| 331 | SETBIT(fFlags,kFitOK);
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| 332 | return kTRUE;
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| 333 | }
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| 334 |
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| 335 | void MHPedestalPixel::Renorm(const Float_t nslices)
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| 336 | {
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| 337 |
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| 338 | if (!TESTBIT(fFlags,kFitOK))
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| 339 | return;
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| 340 |
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| 341 | Float_t sqslices = TMath::Sqrt(nslices);
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| 342 |
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| 343 | fChargeMean /= nslices;
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| 344 | //
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| 345 | // Mean error goes with PedestalRMS/Sqrt(entries) -> scale with slices
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| 346 | //
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| 347 | fChargeMeanErr /= nslices;
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| 348 | //
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| 349 | // Sigma goes like PedestalRMS -> scale with sqrt(slices)
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| 350 | //
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| 351 | fChargeSigma /= sqslices;
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| 352 | //
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| 353 | // Sigma error goes like PedestalRMS/2.(entries) -> scale with slices
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| 354 | //
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| 355 | fChargeSigmaErr /= nslices;
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| 356 |
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| 357 | }
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| 358 |
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| 359 | void MHPedestalPixel::CutAllEdges()
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| 360 | {
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| 361 |
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| 362 | Int_t nbins = 15;
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| 363 |
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| 364 | MH::CutEdges(fHPedestalCharge,nbins);
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| 365 |
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| 366 | fChargeFirst = fHPedestalCharge->GetBinLowEdge(fHPedestalCharge->GetXaxis()->GetFirst());
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| 367 | fChargeLast = fHPedestalCharge->GetBinLowEdge(fHPedestalCharge->GetXaxis()->GetLast())
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| 368 | +fHPedestalCharge->GetBinWidth(0);
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| 369 |
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| 370 | MH::CutEdges(fHPedestalChargevsN,0);
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| 371 |
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| 372 | }
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| 373 |
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| 374 | void MHPedestalPixel::Print(const Option_t *o) const
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| 375 | {
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| 376 |
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| 377 | *fLog << all << "Pedestal Fits Pixel: " << fPixId << endl;
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| 378 |
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| 379 | if (!TESTBIT(fFlags,kFitted))
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| 380 | {
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| 381 | gLog << "Pedestal Histogram has not yet been fitted" << endl;
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| 382 | return;
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| 383 | }
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| 384 |
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| 385 | gLog << "Results of the Summed Charges Fit: " << endl;
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| 386 | gLog << "Chisquare: " << fChargeChisquare << endl;
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| 387 | gLog << "DoF: " << fChargeNdf << endl;
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| 388 | gLog << "Probability: " << fChargeProb << endl;
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| 389 | gLog << "Results of fit: " << (TESTBIT(fFlags,kFitOK) ? "Ok.": "Not OK!") << endl;
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| 390 |
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| 391 | }
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| 392 |
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