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pharris |
1.4 |
#include "FWCore/PythonParameterSet/interface/MakeParameterSets.h"
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#include "FWCore/ParameterSet/interface/ParameterSet.h"
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3 |
pharris |
1.1 |
#include "MitPhysics/Utils/interface/JetIDMVA.h"
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#include "MitPhysics/Utils/interface/JetTools.h"
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#include "MitAna/DataTree/interface/StableData.h"
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#include <TFile.h>
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#include <TRandom3.h>
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#include "TMVA/Tools.h"
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#include "TMVA/Reader.h"
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ClassImp(mithep::JetIDMVA)
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using namespace mithep;
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//--------------------------------------------------------------------------------------------------
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JetIDMVA::JetIDMVA() :
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pharris |
1.8 |
fJetPtMin(0.) , //We need to lower this
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pharris |
1.4 |
fDZCut (0.2),
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fLowPtMethodName ("JetIDMVALowPt" ),
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fHighPtMethodName("JetIDMVAHighPt"),
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pharris |
1.1 |
fIsInitialized(kFALSE),
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pharris |
1.4 |
fNVtx (0),
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fJPt1 (0),
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fJEta1 (0),
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fJPhi1 (0),
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fJD01 (0),
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fJDZ1 (0),
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fBeta (0),
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fBetaStar (0),
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fNCharged (0),
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fNNeutrals(0),
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fDRMean (0),
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pharris |
1.17 |
fPtD (0),
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pharris |
1.4 |
fFrac01 (0),
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fFrac02 (0),
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fFrac03 (0),
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fFrac04 (0),
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pharris |
1.11 |
fFrac05 (0),
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fDR2Mean (0)
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pharris |
1.1 |
{
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fReader = 0;
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}
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//--------------------------------------------------------------------------------------------------
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pharris |
1.4 |
JetIDMVA::~JetIDMVA() {
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pharris |
1.11 |
delete fReader;
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delete fLowPtReader;
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pharris |
1.1 |
}
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//--------------------------------------------------------------------------------------------------
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pharris |
1.4 |
void JetIDMVA::Initialize( JetIDMVA::CutType iCutType,
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TString iLowPtWeights,
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TString iHighPtWeights,
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JetIDMVA::MVAType iType,
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TString iCutFileName)
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pharris |
1.1 |
{
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fIsInitialized = kTRUE;
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fType = iType;
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pharris |
1.4 |
fCutType = iCutType;
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bendavid |
1.14 |
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std::string lCutId = "JetIdParams";
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pharris |
1.17 |
if(fType == k42) lCutId = "PuJetIdOptMVA_wp";
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if(fType == k52) lCutId = "full_5x_wp";
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if(fType == kCut) lCutId = "PuJetIdCutBased_wp";
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if(fType == k53) lCutId = "full_53x_wp";
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if(fType == k53MET) lCutId = "met_53x_wp";
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//Load Cut Matrix
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bendavid |
1.14 |
edm::ParameterSet lDefConfig = edm::readPSetsFrom(iCutFileName.Data())->getParameter<edm::ParameterSet>("JetIdParams");
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edm::ParameterSet lConfig = edm::readPSetsFrom(iCutFileName.Data())->getParameter<edm::ParameterSet>(lCutId);
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std::string lCutType = "Tight";
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if(fCutType == kMedium) lCutType = "Medium";
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if(fCutType == kLoose ) lCutType = "Loose";
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if(fCutType == kMET ) lCutType = "MET";
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if(fType != kCut) {
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std::string lLowPtCut = "MET";
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std::vector<double> lPt010 = lDefConfig.getParameter<std::vector<double> >(("Pt010_" +lLowPtCut).c_str());
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std::vector<double> lPt1020 = lConfig.getParameter<std::vector<double> >(("Pt1020_"+lCutType).c_str());
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std::vector<double> lPt2030 = lConfig.getParameter<std::vector<double> >(("Pt2030_"+lCutType).c_str());
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std::vector<double> lPt3050 = lConfig.getParameter<std::vector<double> >(("Pt3050_"+lCutType).c_str());
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for(int i0 = 0; i0 < 4; i0++) fMVACut[0][i0] = lPt010 [i0];
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for(int i0 = 0; i0 < 4; i0++) fMVACut[1][i0] = lPt1020[i0];
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for(int i0 = 0; i0 < 4; i0++) fMVACut[2][i0] = lPt2030[i0];
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for(int i0 = 0; i0 < 4; i0++) fMVACut[3][i0] = lPt3050[i0];
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}
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if(fType == kCut) {
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for(int i0 = 0; i0 < 2; i0++) {
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std::string lFullCutType = lCutType;
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if(i0 == 0) lFullCutType = "BetaStar"+ lCutType;
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if(i0 == 1) lFullCutType = "RMS" + lCutType;
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std::vector<double> pt010 = lConfig.getParameter<std::vector<double> >(("Pt010_" +lFullCutType).c_str());
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std::vector<double> pt1020 = lConfig.getParameter<std::vector<double> >(("Pt1020_"+lFullCutType).c_str());
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std::vector<double> pt2030 = lConfig.getParameter<std::vector<double> >(("Pt2030_"+lFullCutType).c_str());
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std::vector<double> pt3050 = lConfig.getParameter<std::vector<double> >(("Pt3050_"+lFullCutType).c_str());
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if(i0 == 0) {
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for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[0][i2] = pt010 [i2];
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for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[1][i2] = pt1020[i2];
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for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[2][i2] = pt2030[i2];
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for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[3][i2] = pt3050[i2];
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}
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if(i0 == 1) {
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for(int i2 = 0; i2 < 4; i2++) fRMSCut[0][i2] = pt010 [i2];
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for(int i2 = 0; i2 < 4; i2++) fRMSCut[1][i2] = pt1020[i2];
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for(int i2 = 0; i2 < 4; i2++) fRMSCut[2][i2] = pt2030[i2];
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for(int i2 = 0; i2 < 4; i2++) fRMSCut[3][i2] = pt3050[i2];
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}
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}
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return;
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}
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pharris |
1.11 |
fLowPtReader = 0;
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fLowPtReader = new TMVA::Reader( "!Color:!Silent:Error" );
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fLowPtReader->AddVariable( "nvtx" , &fNVtx );
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pharris |
1.17 |
if(fType != k53) fLowPtReader->AddVariable( "jetPt" , &fJPt1 );
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if(fType != k53) fLowPtReader->AddVariable( "jetEta" , &fJEta1 );
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if(fType != k53) fLowPtReader->AddVariable( "jetPhi" , &fJPhi1 );
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120 |
pharris |
1.11 |
fLowPtReader->AddVariable( "dZ" , &fJDZ1 );
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121 |
pharris |
1.18 |
if(fType != k53 && fType != k53MET) fLowPtReader->AddVariable( "d0" , &fJD01 );
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122 |
pharris |
1.11 |
fLowPtReader->AddVariable( "beta" , &fBeta );
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fLowPtReader->AddVariable( "betaStar" , &fBetaStar );
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fLowPtReader->AddVariable( "nCharged" , &fNCharged );
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fLowPtReader->AddVariable( "nNeutrals", &fNNeutrals );
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126 |
pharris |
1.17 |
if(fType != k53 && fType != k53MET) fLowPtReader->AddVariable( "dRMean" , &fDRMean );
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if(fType == k53 || fType == k53MET) fLowPtReader->AddVariable( "dR2Mean" , &fDR2Mean );
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if(fType == k53 || fType == k53MET) fLowPtReader->AddVariable( "ptD" , &fPtD );
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129 |
pharris |
1.11 |
fLowPtReader->AddVariable( "frac01" , &fFrac01 );
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fLowPtReader->AddVariable( "frac02" , &fFrac02 );
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fLowPtReader->AddVariable( "frac03" , &fFrac03 );
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fLowPtReader->AddVariable( "frac04" , &fFrac04 );
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fLowPtReader->AddVariable( "frac05" , &fFrac05 );
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134 |
pharris |
1.18 |
if(fType == k53) fLowPtReader->AddSpectator( "jetPt" , &fJPt1 );
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if(fType == k53) fLowPtReader->AddSpectator( "jetEta" , &fJEta1 );
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if(fType == k53) fLowPtReader->AddSpectator( "jetPhi" , &fJPhi1 );
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137 |
pharris |
1.11 |
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138 |
pharris |
1.1 |
fReader = 0;
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fReader = new TMVA::Reader( "!Color:!Silent:Error" );
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140 |
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if (fType == kBaseline) {
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141 |
pharris |
1.4 |
fReader->AddVariable( "nvtx" , &fNVtx );
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fReader->AddVariable( "jetPt" , &fJPt1 );
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fReader->AddVariable( "jetEta" , &fJEta1 );
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fReader->AddVariable( "jetPhi" , &fJPhi1 );
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fReader->AddVariable( "dZ" , &fJDZ1 );
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fReader->AddVariable( "d0" , &fJD01 );
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fReader->AddVariable( "beta" , &fBeta );
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fReader->AddVariable( "betaStar" , &fBetaStar );
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fReader->AddVariable( "nCharged" , &fNCharged );
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fReader->AddVariable( "nNeutrals", &fNNeutrals );
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fReader->AddVariable( "dRMean" , &fDRMean );
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fReader->AddVariable( "frac01" , &fFrac01 );
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fReader->AddVariable( "frac02" , &fFrac02 );
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fReader->AddVariable( "frac03" , &fFrac03 );
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fReader->AddVariable( "frac04" , &fFrac04 );
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156 |
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fReader->AddVariable( "frac05" , &fFrac05 );
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157 |
pharris |
1.1 |
}
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158 |
pharris |
1.11 |
if (fType == k42) {
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159 |
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fReader->AddVariable( "frac01" , &fFrac01 );
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160 |
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fReader->AddVariable( "frac02" , &fFrac02 );
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161 |
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fReader->AddVariable( "frac03" , &fFrac03 );
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162 |
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fReader->AddVariable( "frac04" , &fFrac04 );
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163 |
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fReader->AddVariable( "frac05" , &fFrac05 );
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164 |
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fReader->AddVariable( "nvtx" , &fNVtx );
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165 |
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fReader->AddVariable( "nNeutrals", &fNNeutrals );
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166 |
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fReader->AddVariable( "beta" , &fBeta );
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167 |
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fReader->AddVariable( "betaStar" , &fBetaStar );
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168 |
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fReader->AddVariable( "dZ" , &fJDZ1 );
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169 |
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fReader->AddVariable( "nCharged" , &fNCharged );
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170 |
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fReader->AddSpectator( "jetPt" , &fJPt1 );
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171 |
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fReader->AddSpectator( "jetEta" , &fJEta1 );
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172 |
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}
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173 |
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if (fType == k52) {
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174 |
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fReader->AddVariable( "frac01" , &fFrac01 );
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175 |
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fReader->AddVariable( "frac02" , &fFrac02 );
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176 |
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fReader->AddVariable( "frac03" , &fFrac03 );
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177 |
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fReader->AddVariable( "frac04" , &fFrac04 );
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178 |
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fReader->AddVariable( "frac05" , &fFrac05 );
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179 |
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fReader->AddVariable( "dR2Mean" , &fDR2Mean );
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180 |
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fReader->AddVariable( "nvtx" , &fNVtx );
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181 |
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fReader->AddVariable( "nNeutrals", &fNNeutrals );
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182 |
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fReader->AddVariable( "beta" , &fBeta );
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183 |
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fReader->AddVariable( "betaStar" , &fBetaStar );
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184 |
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fReader->AddVariable( "dZ" , &fJDZ1 );
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185 |
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fReader->AddVariable( "nCharged" , &fNCharged );
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186 |
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fReader->AddSpectator( "jetPt" , &fJPt1 );
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187 |
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fReader->AddSpectator( "jetEta" , &fJEta1 );
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188 |
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}
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189 |
pharris |
1.17 |
if (fType == k53) {
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190 |
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fReader->AddVariable( "nvtx" , &fNVtx );
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191 |
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fReader->AddVariable( "dZ" , &fJDZ1 );
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192 |
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fReader->AddVariable( "beta" , &fBeta );
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193 |
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fReader->AddVariable( "betaStar" , &fBetaStar );
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194 |
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fReader->AddVariable( "nCharged" , &fNCharged );
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195 |
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fReader->AddVariable( "nNeutrals", &fNNeutrals );
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196 |
pharris |
1.19 |
fReader->AddVariable( "dR2Mean" , &fDR2Mean );
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197 |
pharris |
1.17 |
fReader->AddVariable( "ptD" , &fPtD );
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198 |
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fReader->AddVariable( "frac01" , &fFrac01 );
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199 |
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fReader->AddVariable( "frac02" , &fFrac02 );
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200 |
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fReader->AddVariable( "frac03" , &fFrac03 );
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201 |
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fReader->AddVariable( "frac04" , &fFrac04 );
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202 |
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fReader->AddVariable( "frac05" , &fFrac05 );
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203 |
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fReader->AddSpectator( "jetPt" , &fJPt1 );
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204 |
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fReader->AddSpectator( "jetEta" , &fJEta1 );
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205 |
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fReader->AddSpectator( "jetPhi" , &fJPhi1 );
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206 |
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}
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207 |
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if (fType == k53MET) {
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208 |
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fReader->AddVariable( "nvtx" , &fNVtx );
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209 |
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fReader->AddVariable( "jetPt" , &fJPt1 );
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210 |
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fReader->AddVariable( "jetEta" , &fJEta1 );
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211 |
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fReader->AddVariable( "jetPhi" , &fJPhi1 );
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212 |
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fReader->AddVariable( "dZ" , &fJDZ1 );
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213 |
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fReader->AddVariable( "beta" , &fBeta );
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214 |
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fReader->AddVariable( "betaStar" , &fBetaStar );
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215 |
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fReader->AddVariable( "nCharged" , &fNCharged );
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216 |
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fReader->AddVariable( "nNeutrals", &fNNeutrals );
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217 |
pharris |
1.19 |
fReader->AddVariable( "dR2Mean" , &fDR2Mean );
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218 |
pharris |
1.17 |
fReader->AddVariable( "ptD" , &fPtD );
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219 |
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fReader->AddVariable( "frac01" , &fFrac01 );
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220 |
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fReader->AddVariable( "frac02" , &fFrac02 );
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221 |
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fReader->AddVariable( "frac03" , &fFrac03 );
|
222 |
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fReader->AddVariable( "frac04" , &fFrac04 );
|
223 |
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fReader->AddVariable( "frac05" , &fFrac05 );
|
224 |
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}
|
225 |
pharris |
1.16 |
if (fType == kQGP) {
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226 |
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fReader->AddVariable( "nvtx" , &fNVtx );
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227 |
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fReader->AddVariable( "jetPt" , &fJPt1 );
|
228 |
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fReader->AddVariable( "jetEta" , &fJEta1 );
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229 |
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fReader->AddVariable( "jetPhi" , &fJPhi1 );
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230 |
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fReader->AddVariable( "beta" , &fBeta );
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231 |
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fReader->AddVariable( "betaStar" , &fBetaStar );
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232 |
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fReader->AddVariable( "nParticles", &fNNeutrals );
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233 |
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fReader->AddVariable( "nCharged" , &fNCharged );
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234 |
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fReader->AddVariable( "dRMean" , &fDRMean );
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235 |
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fReader->AddVariable( "ptD" , &fPtD );
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236 |
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fReader->AddVariable( "frac01" , &fFrac01 );
|
237 |
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fReader->AddVariable( "frac02" , &fFrac02 );
|
238 |
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fReader->AddVariable( "frac03" , &fFrac03 );
|
239 |
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fReader->AddVariable( "frac04" , &fFrac04 );
|
240 |
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fReader->AddVariable( "frac05" , &fFrac05 );
|
241 |
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}
|
242 |
pharris |
1.11 |
|
243 |
|
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fLowPtReader->BookMVA(fLowPtMethodName , iLowPtWeights );
|
244 |
pharris |
1.4 |
fReader->BookMVA(fHighPtMethodName , iHighPtWeights );
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245 |
pharris |
1.1 |
std::cout << "Jet ID MVA Initialization\n";
|
246 |
pharris |
1.4 |
std::cout << "MethodName : " << fLowPtMethodName << " , type == " << fType << std::endl;
|
247 |
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|
248 |
pharris |
1.1 |
}
|
249 |
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|
250 |
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//--------------------------------------------------------------------------------------------------
|
251 |
|
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Double_t JetIDMVA::MVAValue(
|
252 |
|
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Float_t iNPV ,
|
253 |
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Float_t iJPt1 ,
|
254 |
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Float_t iJEta1 ,
|
255 |
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Float_t iJPhi1 ,
|
256 |
|
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Float_t iJD01 ,
|
257 |
|
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Float_t iJDZ1 ,
|
258 |
pharris |
1.4 |
Float_t iBeta ,
|
259 |
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Float_t iBetaStar,
|
260 |
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Float_t iNCharged,
|
261 |
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Float_t iNNeutrals,
|
262 |
|
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Float_t iDRMean ,
|
263 |
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Float_t iFrac01 ,
|
264 |
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Float_t iFrac02 ,
|
265 |
|
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Float_t iFrac03 ,
|
266 |
|
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Float_t iFrac04 ,
|
267 |
pharris |
1.11 |
Float_t iFrac05 ,
|
268 |
pharris |
1.17 |
Float_t iDR2Mean ,
|
269 |
|
|
Float_t iPtD
|
270 |
pharris |
1.1 |
){
|
271 |
|
|
|
272 |
pharris |
1.4 |
if(!fIsInitialized) {
|
273 |
pharris |
1.1 |
std::cout << "Error: JetIDMVA not properly initialized.\n";
|
274 |
|
|
return -9999;
|
275 |
|
|
}
|
276 |
|
|
|
277 |
pharris |
1.4 |
fNVtx = iNPV;
|
278 |
|
|
fJPt1 = iJPt1;
|
279 |
|
|
fJEta1 = iJEta1;
|
280 |
|
|
fJPhi1 = fJPhi1;
|
281 |
|
|
fJD01 = iJD01;
|
282 |
|
|
fJDZ1 = iJDZ1;
|
283 |
|
|
fBeta = iBeta;
|
284 |
|
|
fBetaStar = iBetaStar;
|
285 |
|
|
fNCharged = iNCharged;
|
286 |
|
|
fNNeutrals = iNNeutrals;
|
287 |
|
|
fDRMean = iDRMean;
|
288 |
pharris |
1.17 |
fPtD = iPtD;
|
289 |
pharris |
1.4 |
fFrac01 = iFrac01;
|
290 |
|
|
fFrac02 = iFrac02;
|
291 |
|
|
fFrac03 = iFrac03;
|
292 |
|
|
fFrac04 = iFrac04;
|
293 |
|
|
fFrac05 = iFrac05;
|
294 |
pharris |
1.11 |
fDR2Mean = iDR2Mean;
|
295 |
pharris |
1.1 |
|
296 |
|
|
Double_t lMVA = -9999;
|
297 |
pharris |
1.11 |
if(iJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName );
|
298 |
pharris |
1.4 |
if(iJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
|
299 |
pharris |
1.1 |
return lMVA;
|
300 |
|
|
}
|
301 |
|
|
//--------------------------------------------------------------------------------------------------
|
302 |
pharris |
1.15 |
Bool_t JetIDMVA::passPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector,
|
303 |
|
|
const PileupEnergyDensityCol *iPileupEnergyDensity,
|
304 |
|
|
RhoUtilities::RhoType type) {
|
305 |
|
|
if(iJetCorrector == 0) return (iJet->Pt() > fJetPtMin);
|
306 |
|
|
double lPt = correctedPt(iJet, iJetCorrector,iPileupEnergyDensity,type);
|
307 |
|
|
if(lPt < fJetPtMin) return false;
|
308 |
|
|
return true;
|
309 |
|
|
}
|
310 |
|
|
//--------------------------------------------------------------------------------------------------
|
311 |
pharris |
1.4 |
Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices,
|
312 |
pharris |
1.1 |
FactorizedJetCorrector *iJetCorrector,
|
313 |
ceballos |
1.10 |
const PileupEnergyDensityCol *iPileupEnergyDensity,
|
314 |
|
|
RhoUtilities::RhoType type) {
|
315 |
pharris |
1.4 |
|
316 |
pharris |
1.1 |
if(!JetTools::passPFLooseId(iJet)) return false;
|
317 |
pharris |
1.7 |
if(fabs(iJet->Eta()) > 4.99) return false;
|
318 |
pharris |
1.5 |
|
319 |
pharris |
1.4 |
double lMVA = MVAValue (iJet,iVertex,iVertices,iJetCorrector,iPileupEnergyDensity);
|
320 |
ceballos |
1.10 |
double lPt = correctedPt(iJet, iJetCorrector,iPileupEnergyDensity,type);
|
321 |
pharris |
1.8 |
if(lPt < fJetPtMin) return false;
|
322 |
pharris |
1.7 |
|
323 |
pharris |
1.4 |
int lPtId = 0;
|
324 |
pharris |
1.7 |
if(lPt > 10 && lPt < 20) lPtId = 1;
|
325 |
|
|
if(lPt > 20 && lPt < 30) lPtId = 2;
|
326 |
pharris |
1.4 |
if(lPt > 30 ) lPtId = 3;
|
327 |
|
|
|
328 |
|
|
int lEtaId = 0;
|
329 |
|
|
if(fabs(iJet->Eta()) > 2.5 && fabs(iJet->Eta()) < 2.75) lEtaId = 1;
|
330 |
|
|
if(fabs(iJet->Eta()) > 2.75 && fabs(iJet->Eta()) < 3.0 ) lEtaId = 2;
|
331 |
|
|
if(fabs(iJet->Eta()) > 3.0 && fabs(iJet->Eta()) < 5.0 ) lEtaId = 3;
|
332 |
|
|
|
333 |
|
|
double lMVACut = fMVACut[lPtId][lEtaId];
|
334 |
|
|
if(lMVA < lMVACut) return false;
|
335 |
pharris |
1.1 |
return true;
|
336 |
|
|
}
|
337 |
|
|
//--------------------------------------------------------------------------------------------------
|
338 |
pharris |
1.12 |
Bool_t JetIDMVA::passCut(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices) {
|
339 |
|
|
if(!JetTools::passPFLooseId(iJet)) return false;
|
340 |
|
|
if(iJet->Pt() < fJetPtMin) return false;
|
341 |
|
|
if(fabs(iJet->Eta()) > 4.99) return false;
|
342 |
bendavid |
1.13 |
//if(fType == kCut) passCut(iJet,iVertex,iVertices);
|
343 |
pharris |
1.12 |
|
344 |
|
|
double lPt = iJet->Pt();
|
345 |
|
|
int lPtId = 0;
|
346 |
|
|
if(lPt > 10 && lPt < 20) lPtId = 1;
|
347 |
|
|
if(lPt > 20 && lPt < 30) lPtId = 2;
|
348 |
|
|
if(lPt > 30 ) lPtId = 3;
|
349 |
|
|
|
350 |
|
|
int lEtaId = 0;
|
351 |
|
|
if(fabs(iJet->Eta()) > 2.5 && fabs(iJet->Eta()) < 2.75) lEtaId = 1;
|
352 |
|
|
if(fabs(iJet->Eta()) > 2.75 && fabs(iJet->Eta()) < 3.0 ) lEtaId = 2;
|
353 |
|
|
if(fabs(iJet->Eta()) > 3.0 && fabs(iJet->Eta()) < 5.0 ) lEtaId = 3;
|
354 |
|
|
float betaStarModified = JetTools::betaStarClassic(iJet,iVertex,iVertices)/log(iVertices ->GetEntries()-0.64);
|
355 |
|
|
float dR2Mean = JetTools::dR2Mean(iJet,-1);
|
356 |
|
|
|
357 |
|
|
if(betaStarModified < fBetaStarCut[lPtId][lEtaId] &&
|
358 |
|
|
dR2Mean < fRMSCut [lPtId][lEtaId]
|
359 |
|
|
) return true;
|
360 |
|
|
|
361 |
|
|
return false;
|
362 |
|
|
}
|
363 |
|
|
//--------------------------------------------------------------------------------------------------
|
364 |
pharris |
1.4 |
Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices) {
|
365 |
pharris |
1.2 |
if(!JetTools::passPFLooseId(iJet)) return false;
|
366 |
pharris |
1.5 |
if(iJet->Pt() < fJetPtMin) return false;
|
367 |
pharris |
1.7 |
if(fabs(iJet->Eta()) > 4.99) return false;
|
368 |
bendavid |
1.13 |
if(fType == kCut) return passCut(iJet,iVertex,iVertices);
|
369 |
pharris |
1.4 |
double lMVA = MVAValue(iJet,iVertex,iVertices);
|
370 |
|
|
|
371 |
|
|
int lPtId = 0;
|
372 |
|
|
if(iJet->Pt() > 10 && iJet->Pt() < 20) lPtId = 1;
|
373 |
|
|
if(iJet->Pt() > 20 && iJet->Pt() < 30) lPtId = 2;
|
374 |
|
|
if(iJet->Pt() > 30 ) lPtId = 3;
|
375 |
|
|
|
376 |
|
|
int lEtaId = 0;
|
377 |
|
|
if(fabs(iJet->Eta()) > 2.5 && fabs(iJet->Eta()) < 2.75) lEtaId = 1;
|
378 |
|
|
if(fabs(iJet->Eta()) > 2.75 && fabs(iJet->Eta()) < 3.0 ) lEtaId = 2;
|
379 |
|
|
if(fabs(iJet->Eta()) > 3.0 && fabs(iJet->Eta()) < 5.0 ) lEtaId = 3;
|
380 |
|
|
|
381 |
|
|
double lMVACut = fMVACut[lPtId][lEtaId];
|
382 |
|
|
if(lMVA < lMVACut) return false;
|
383 |
pharris |
1.2 |
return true;
|
384 |
pharris |
1.4 |
//if(lMVA < -0.8) return false;
|
385 |
|
|
//if(lMVA < -0.5 && fabs(iJet->Eta()) > 3.0) return false;
|
386 |
|
|
//if(iJet->Pt() < fJetPtMin && iJet->TrackCountingHighEffBJetTagsDisc() == -100) return false; //This line is a bug in the Met training
|
387 |
|
|
//if( fabs(JetTools::impactParameter(iJet,iVertex,true)) < 0.2) return true;
|
388 |
pharris |
1.2 |
}
|
389 |
|
|
//--------------------------------------------------------------------------------------------------
|
390 |
pharris |
1.4 |
Double_t JetIDMVA::MVAValue(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices, //Vertex here is the PV
|
391 |
pharris |
1.1 |
FactorizedJetCorrector *iJetCorrector,
|
392 |
|
|
const PileupEnergyDensityCol *iPileupEnergyDensity,
|
393 |
|
|
Bool_t printDebug) {
|
394 |
|
|
|
395 |
|
|
if (!fIsInitialized) {
|
396 |
|
|
std::cout << "Error: JetIDMVA not properly initialized.\n";
|
397 |
|
|
return -9999;
|
398 |
|
|
}
|
399 |
|
|
if(!JetTools::passPFLooseId(iJet)) return -2.;
|
400 |
|
|
|
401 |
|
|
//set all input variables
|
402 |
pharris |
1.4 |
fNVtx = iVertices->GetEntries();
|
403 |
pharris |
1.1 |
fJPt1 = correctedPt(iJet,iJetCorrector,iPileupEnergyDensity);
|
404 |
|
|
fJEta1 = iJet->RawMom().Eta();
|
405 |
|
|
fJPhi1 = iJet->RawMom().Phi();
|
406 |
pharris |
1.4 |
fJD01 = JetTools::impactParameter(iJet,iVertex);
|
407 |
|
|
fJDZ1 = JetTools::impactParameter(iJet,iVertex,true);
|
408 |
|
|
fBeta = JetTools::Beta(iJet,iVertex,fDZCut);
|
409 |
|
|
fBetaStar = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut);
|
410 |
|
|
fNCharged = iJet->ChargedMultiplicity();
|
411 |
|
|
fNNeutrals = iJet->NeutralMultiplicity();
|
412 |
|
|
|
413 |
|
|
fDRMean = JetTools::dRMean(iJet,-1);
|
414 |
pharris |
1.11 |
fDR2Mean = JetTools::dR2Mean(iJet,-1);
|
415 |
pharris |
1.17 |
fPtD = JetTools::W(iJet,-1,0);
|
416 |
pharris |
1.4 |
fFrac01 = JetTools::frac (iJet,0.1,0. ,-1);
|
417 |
|
|
fFrac02 = JetTools::frac (iJet,0.2,0.1,-1);
|
418 |
|
|
fFrac03 = JetTools::frac (iJet,0.3,0.2,-1);
|
419 |
|
|
fFrac04 = JetTools::frac (iJet,0.4,0.3,-1);
|
420 |
|
|
fFrac05 = JetTools::frac (iJet,0.5,0.4,-1);
|
421 |
|
|
|
422 |
|
|
double lMVA = 0;
|
423 |
pharris |
1.11 |
if(fJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName );
|
424 |
pharris |
1.4 |
if(fJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
|
425 |
pharris |
1.1 |
if (printDebug == kTRUE) {
|
426 |
|
|
std::cout << "Debug Jet MVA: "
|
427 |
pharris |
1.4 |
<< fNVtx << " "
|
428 |
|
|
<< fJPt1 << " "
|
429 |
|
|
<< fJEta1 << " "
|
430 |
|
|
<< fJPhi1 << " "
|
431 |
|
|
<< fJD01 << " "
|
432 |
|
|
<< fJDZ1 << " "
|
433 |
|
|
<< fBeta << " "
|
434 |
|
|
<< fBetaStar << " "
|
435 |
|
|
<< fNCharged << " "
|
436 |
|
|
<< fNNeutrals << " "
|
437 |
|
|
<< fDRMean << " "
|
438 |
pharris |
1.17 |
<< fPtD << " "
|
439 |
pharris |
1.4 |
<< fFrac01 << " "
|
440 |
|
|
<< fFrac02 << " "
|
441 |
|
|
<< fFrac03 << " "
|
442 |
|
|
<< fFrac04 << " "
|
443 |
pharris |
1.11 |
<< fFrac05 << " "
|
444 |
pharris |
1.17 |
<< fDR2Mean
|
445 |
pharris |
1.1 |
<< " === : === "
|
446 |
|
|
<< lMVA << " "
|
447 |
pharris |
1.19 |
<< " -----> raw pt " << iJet->Pt() << std::endl;
|
448 |
pharris |
1.1 |
}
|
449 |
pharris |
1.19 |
//std::cout << " === " << iJet->Pt() << " -- " << iJet->Eta() << " -- " << fPtD << " -- " << lMVA << std::endl;
|
450 |
pharris |
1.1 |
return lMVA;
|
451 |
|
|
}
|
452 |
pharris |
1.4 |
Double_t JetIDMVA::MVAValue(const PFJet *iJet,const Vertex *iVertex, const VertexCol *iVertices,//Vertex here is the PV
|
453 |
pharris |
1.2 |
Bool_t printDebug) {
|
454 |
|
|
|
455 |
|
|
if (!fIsInitialized) {
|
456 |
|
|
std::cout << "Error: JetIDMVA not properly initialized.\n";
|
457 |
|
|
return -9999;
|
458 |
|
|
}
|
459 |
|
|
if(!JetTools::passPFLooseId(iJet)) return -2.;
|
460 |
|
|
|
461 |
|
|
//set all input variables
|
462 |
pharris |
1.4 |
fNVtx = iVertices->GetEntries();
|
463 |
pharris |
1.2 |
fJPt1 = iJet->Pt();
|
464 |
|
|
fJEta1 = iJet->RawMom().Eta();
|
465 |
|
|
fJPhi1 = iJet->RawMom().Phi();
|
466 |
pharris |
1.4 |
fJD01 = JetTools::impactParameter(iJet,iVertex);
|
467 |
|
|
fJDZ1 = JetTools::impactParameter(iJet,iVertex,true);
|
468 |
|
|
fBeta = JetTools::Beta(iJet,iVertex,fDZCut);
|
469 |
|
|
fBetaStar = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut);
|
470 |
|
|
fNCharged = iJet->ChargedMultiplicity();
|
471 |
|
|
fNNeutrals = iJet->NeutralMultiplicity();
|
472 |
pharris |
1.17 |
fPtD = JetTools::W(iJet,-1,0);
|
473 |
pharris |
1.11 |
fDRMean = JetTools::dRMean (iJet,-1);
|
474 |
|
|
fDR2Mean = JetTools::dR2Mean(iJet,-1);
|
475 |
|
|
fFrac01 = JetTools::frac (iJet,0.1,0. ,-1);
|
476 |
|
|
fFrac02 = JetTools::frac (iJet,0.2,0.1,-1);
|
477 |
|
|
fFrac03 = JetTools::frac (iJet,0.3,0.2,-1);
|
478 |
|
|
fFrac04 = JetTools::frac (iJet,0.4,0.3,-1);
|
479 |
|
|
fFrac05 = JetTools::frac (iJet,0.5,0.4,-1);
|
480 |
pharris |
1.4 |
|
481 |
|
|
double lMVA = 0;
|
482 |
pharris |
1.11 |
if(fJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName );
|
483 |
|
|
if(fJPt1 > 10) lMVA = fReader ->EvaluateMVA( fHighPtMethodName );
|
484 |
pharris |
1.5 |
|
485 |
pharris |
1.2 |
if (printDebug == kTRUE) {
|
486 |
|
|
std::cout << "Debug Jet MVA: "
|
487 |
pharris |
1.4 |
<< fNVtx << " "
|
488 |
|
|
<< fJPt1 << " "
|
489 |
|
|
<< fJEta1 << " "
|
490 |
|
|
<< fJPhi1 << " "
|
491 |
|
|
<< fJD01 << " "
|
492 |
|
|
<< fJDZ1 << " "
|
493 |
|
|
<< fBeta << " "
|
494 |
|
|
<< fBetaStar << " "
|
495 |
|
|
<< fNCharged << " "
|
496 |
|
|
<< fNNeutrals << " "
|
497 |
|
|
<< fDRMean << " "
|
498 |
pharris |
1.17 |
<< fPtD << " "
|
499 |
pharris |
1.4 |
<< fFrac01 << " "
|
500 |
|
|
<< fFrac02 << " "
|
501 |
|
|
<< fFrac03 << " "
|
502 |
|
|
<< fFrac04 << " "
|
503 |
pharris |
1.11 |
<< fFrac05 << " "
|
504 |
pharris |
1.17 |
<< fDR2Mean
|
505 |
pharris |
1.2 |
<< " === : === "
|
506 |
|
|
<< lMVA << " "
|
507 |
|
|
<< std::endl;
|
508 |
|
|
}
|
509 |
|
|
|
510 |
|
|
return lMVA;
|
511 |
|
|
}
|
512 |
pharris |
1.16 |
//--------------------------------------------------------------------------------------------------
|
513 |
|
|
Double_t* JetIDMVA::QGValue(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices, //Vertex here is the PV
|
514 |
|
|
FactorizedJetCorrector *iJetCorrector,
|
515 |
|
|
const PileupEnergyDensityCol *iPileupEnergyDensity,
|
516 |
|
|
Bool_t printDebug) {
|
517 |
|
|
|
518 |
|
|
Double_t *lId = new double[3];
|
519 |
|
|
lId[0] = -2;
|
520 |
|
|
lId[1] = -2;
|
521 |
|
|
lId[2] = -2;
|
522 |
|
|
if (!fIsInitialized) {
|
523 |
|
|
std::cout << "Error: JetIDMVA not properly initialized.\n";
|
524 |
|
|
return lId;
|
525 |
|
|
}
|
526 |
|
|
if(!JetTools::passPFLooseId(iJet)) return lId;
|
527 |
|
|
|
528 |
|
|
fJPt1 = correctedPt(iJet,iJetCorrector,iPileupEnergyDensity);
|
529 |
|
|
if(fJPt1 < 20) return lId;
|
530 |
|
|
|
531 |
|
|
//set all input variables
|
532 |
|
|
fNVtx = iVertices->GetEntries();
|
533 |
|
|
fJEta1 = iJet->RawMom().Eta();
|
534 |
|
|
fJPhi1 = iJet->RawMom().Phi();
|
535 |
|
|
fJD01 = JetTools::impactParameter(iJet,iVertex);
|
536 |
|
|
fJDZ1 = JetTools::impactParameter(iJet,iVertex,true);
|
537 |
|
|
fBeta = JetTools::Beta(iJet,iVertex,fDZCut);
|
538 |
|
|
fBetaStar = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut);
|
539 |
|
|
fNCharged = iJet->ChargedMultiplicity();
|
540 |
|
|
fNNeutrals = iJet->NeutralMultiplicity();
|
541 |
|
|
fNParticles = fNCharged+fNNeutrals;
|
542 |
|
|
fPtD = JetTools::W(iJet,-1,0);
|
543 |
|
|
|
544 |
|
|
fDRMean = JetTools::dRMean(iJet,-1);
|
545 |
|
|
fDR2Mean = JetTools::dR2Mean(iJet,-1);
|
546 |
|
|
fFrac01 = JetTools::frac (iJet,0.1,0. ,-1);
|
547 |
|
|
fFrac02 = JetTools::frac (iJet,0.2,0.1,-1);
|
548 |
|
|
fFrac03 = JetTools::frac (iJet,0.3,0.2,-1);
|
549 |
|
|
fFrac04 = JetTools::frac (iJet,0.4,0.3,-1);
|
550 |
|
|
fFrac05 = JetTools::frac (iJet,0.5,0.4,-1);
|
551 |
|
|
|
552 |
|
|
double lMVA = 0;
|
553 |
|
|
lId[0] = fReader->EvaluateMulticlass( fHighPtMethodName )[0];
|
554 |
|
|
lId[1] = fReader->EvaluateMulticlass( fHighPtMethodName )[1];
|
555 |
|
|
lId[2] = fReader->EvaluateMulticlass( fHighPtMethodName )[2];
|
556 |
|
|
if (printDebug == kTRUE) {
|
557 |
|
|
std::cout << "Debug Jet MVA: "
|
558 |
|
|
<< fNVtx << " "
|
559 |
|
|
<< fJPt1 << " "
|
560 |
|
|
<< fJEta1 << " "
|
561 |
|
|
<< fJPhi1 << " "
|
562 |
|
|
<< fJD01 << " "
|
563 |
|
|
<< fJDZ1 << " "
|
564 |
|
|
<< fBeta << " "
|
565 |
|
|
<< fBetaStar << " "
|
566 |
|
|
<< fNCharged << " "
|
567 |
|
|
<< fNNeutrals << " "
|
568 |
|
|
<< fDRMean << " "
|
569 |
|
|
<< fFrac01 << " "
|
570 |
|
|
<< fFrac02 << " "
|
571 |
|
|
<< fFrac03 << " "
|
572 |
|
|
<< fFrac04 << " "
|
573 |
|
|
<< fFrac05 << " "
|
574 |
|
|
<< fDRMean
|
575 |
|
|
<< " === : === "
|
576 |
|
|
<< lMVA << " "
|
577 |
|
|
<< std::endl;
|
578 |
|
|
}
|
579 |
|
|
return lId;
|
580 |
|
|
}
|
581 |
ceballos |
1.10 |
Double_t JetIDMVA::correctedPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector,
|
582 |
|
|
const PileupEnergyDensityCol *iPUEnergyDensity,
|
583 |
pharris |
1.16 |
RhoUtilities::RhoType type,int iId) {
|
584 |
ceballos |
1.10 |
Double_t Rho = 0.0;
|
585 |
|
|
switch(type) {
|
586 |
|
|
case RhoUtilities::MIT_RHO_VORONOI_HIGH_ETA:
|
587 |
|
|
Rho = iPUEnergyDensity->At(0)->Rho();
|
588 |
|
|
break;
|
589 |
|
|
case RhoUtilities::MIT_RHO_VORONOI_LOW_ETA:
|
590 |
|
|
Rho = iPUEnergyDensity->At(0)->RhoLowEta();
|
591 |
|
|
break;
|
592 |
|
|
case RhoUtilities::MIT_RHO_RANDOM_HIGH_ETA:
|
593 |
|
|
Rho = iPUEnergyDensity->At(0)->RhoRandom();
|
594 |
|
|
break;
|
595 |
|
|
case RhoUtilities::MIT_RHO_RANDOM_LOW_ETA:
|
596 |
|
|
Rho = iPUEnergyDensity->At(0)->RhoRandomLowEta();
|
597 |
|
|
break;
|
598 |
|
|
case RhoUtilities::CMS_RHO_RHOKT6PFJETS:
|
599 |
|
|
Rho = iPUEnergyDensity->At(0)->RhoKt6PFJets();
|
600 |
|
|
break;
|
601 |
|
|
default:
|
602 |
|
|
// use the old default
|
603 |
|
|
Rho = iPUEnergyDensity->At(0)->Rho();
|
604 |
|
|
break;
|
605 |
|
|
}
|
606 |
|
|
|
607 |
pharris |
1.1 |
const FourVectorM rawMom = iJet->RawMom();
|
608 |
|
|
iJetCorrector->setJetEta(rawMom.Eta());
|
609 |
|
|
iJetCorrector->setJetPt (rawMom.Pt());
|
610 |
|
|
iJetCorrector->setJetPhi(rawMom.Phi());
|
611 |
|
|
iJetCorrector->setJetE (rawMom.E());
|
612 |
ceballos |
1.10 |
iJetCorrector->setRho (Rho);
|
613 |
pharris |
1.1 |
iJetCorrector->setJetA (iJet->JetArea());
|
614 |
|
|
iJetCorrector->setJetEMF(-99.0);
|
615 |
pharris |
1.16 |
Double_t correction = 1.;
|
616 |
|
|
if(iId < 0 || iId == 100) correction = iJetCorrector->getCorrection();
|
617 |
|
|
std::vector<float> lCorrections; if(iId != -1 && iId != 100) lCorrections = iJetCorrector->getSubCorrections();
|
618 |
|
|
if(iId > -1 && iId < int(lCorrections.size())) correction = lCorrections[iId];
|
619 |
|
|
if(iId == 100) {
|
620 |
|
|
iJetCorrector->setJetEta(rawMom.Eta());
|
621 |
|
|
iJetCorrector->setJetPt (rawMom.Pt());
|
622 |
|
|
iJetCorrector->setJetPhi(rawMom.Phi());
|
623 |
|
|
iJetCorrector->setJetE (rawMom.E());
|
624 |
|
|
iJetCorrector->setRho (Rho);
|
625 |
|
|
iJetCorrector->setJetA (iJet->JetArea());
|
626 |
|
|
iJetCorrector->setJetEMF(-99.0);
|
627 |
|
|
lCorrections = iJetCorrector->getSubCorrections();
|
628 |
|
|
double correction2 = 1;
|
629 |
|
|
correction2 *= lCorrections[0];
|
630 |
|
|
correction = correction-correction2;
|
631 |
|
|
}
|
632 |
|
|
|
633 |
pharris |
1.1 |
return rawMom.Pt()*correction;
|
634 |
|
|
}
|