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#include "FWCore/PythonParameterSet/interface/MakeParameterSets.h"
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#include "FWCore/ParameterSet/interface/ParameterSet.h"
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#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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fJetPtMin(0.) , //We need to lower this
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fDZCut (0.2),
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fLowPtMethodName ("JetIDMVALowPt" ),
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fHighPtMethodName("JetIDMVAHighPt"),
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fIsInitialized(kFALSE),
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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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fPtD (0),
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fFrac01 (0),
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fFrac02 (0),
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fFrac03 (0),
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fFrac04 (0),
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fFrac05 (0),
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fDR2Mean (0)
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{
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fReader = 0;
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}
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//--------------------------------------------------------------------------------------------------
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JetIDMVA::~JetIDMVA() {
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delete fReader;
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delete fLowPtReader;
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}
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//--------------------------------------------------------------------------------------------------
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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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{
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fIsInitialized = kTRUE;
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fType = iType;
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fCutType = iCutType;
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std::string lCutId = "JetIdParams";
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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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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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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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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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fLowPtReader->AddVariable( "dZ" , &fJDZ1 );
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if(fType != k53 && fType != k53MET) fLowPtReader->AddVariable( "d0" , &fJD01 );
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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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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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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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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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fReader = 0;
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fReader = new TMVA::Reader( "!Color:!Silent:Error" );
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if (fType == kBaseline) {
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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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fReader->AddVariable( "frac05" , &fFrac05 );
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}
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if (fType == k42) {
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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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fReader->AddVariable( "frac05" , &fFrac05 );
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fReader->AddVariable( "nvtx" , &fNVtx );
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fReader->AddVariable( "nNeutrals", &fNNeutrals );
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fReader->AddVariable( "beta" , &fBeta );
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fReader->AddVariable( "betaStar" , &fBetaStar );
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fReader->AddVariable( "dZ" , &fJDZ1 );
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fReader->AddVariable( "nCharged" , &fNCharged );
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fReader->AddSpectator( "jetPt" , &fJPt1 );
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fReader->AddSpectator( "jetEta" , &fJEta1 );
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}
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if (fType == k52) {
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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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fReader->AddVariable( "frac05" , &fFrac05 );
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fReader->AddVariable( "dR2Mean" , &fDR2Mean );
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fReader->AddVariable( "nvtx" , &fNVtx );
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fReader->AddVariable( "nNeutrals", &fNNeutrals );
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fReader->AddVariable( "beta" , &fBeta );
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fReader->AddVariable( "betaStar" , &fBetaStar );
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fReader->AddVariable( "dZ" , &fJDZ1 );
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fReader->AddVariable( "nCharged" , &fNCharged );
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fReader->AddSpectator( "jetPt" , &fJPt1 );
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fReader->AddSpectator( "jetEta" , &fJEta1 );
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}
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if (fType == k53) {
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fReader->AddVariable( "nvtx" , &fNVtx );
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fReader->AddVariable( "dZ" , &fJDZ1 );
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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( "dR2Mean" , &fDR2Mean );
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fReader->AddVariable( "ptD" , &fPtD );
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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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fReader->AddVariable( "frac05" , &fFrac05 );
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fReader->AddSpectator( "jetPt" , &fJPt1 );
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fReader->AddSpectator( "jetEta" , &fJEta1 );
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fReader->AddSpectator( "jetPhi" , &fJPhi1 );
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}
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if (fType == k53MET) {
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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( "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( "dR2Mean" , &fDR2Mean );
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fReader->AddVariable( "ptD" , &fPtD );
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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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fReader->AddVariable( "frac05" , &fFrac05 );
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}
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if (fType == kQGP) {
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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( "beta" , &fBeta );
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fReader->AddVariable( "betaStar" , &fBetaStar );
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fReader->AddVariable( "nParticles", &fNNeutrals );
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fReader->AddVariable( "nCharged" , &fNCharged );
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fReader->AddVariable( "dRMean" , &fDRMean );
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fReader->AddVariable( "ptD" , &fPtD );
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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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fReader->AddVariable( "frac05" , &fFrac05 );
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}
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fLowPtReader->BookMVA(fLowPtMethodName , iLowPtWeights );
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fReader->BookMVA(fHighPtMethodName , iHighPtWeights );
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std::cout << "Jet ID MVA Initialization\n";
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std::cout << "MethodName : " << fLowPtMethodName << " , type == " << fType << std::endl;
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}
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//--------------------------------------------------------------------------------------------------
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Double_t JetIDMVA::MVAValue(
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Float_t iNPV ,
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Float_t iJPt1 ,
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Float_t iJEta1 ,
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Float_t iJPhi1 ,
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Float_t iJD01 ,
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Float_t iJDZ1 ,
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Float_t iBeta ,
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Float_t iBetaStar,
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Float_t iNCharged,
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Float_t iNNeutrals,
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Float_t iDRMean ,
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Float_t iFrac01 ,
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Float_t iFrac02 ,
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Float_t iFrac03 ,
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Float_t iFrac04 ,
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Float_t iFrac05 ,
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Float_t iDR2Mean ,
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Float_t iPtD
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){
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if(!fIsInitialized) {
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std::cout << "Error: JetIDMVA not properly initialized.\n";
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return -9999;
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}
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fNVtx = iNPV;
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fJPt1 = iJPt1;
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fJEta1 = iJEta1;
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fJPhi1 = fJPhi1;
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fJD01 = iJD01;
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fJDZ1 = iJDZ1;
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fBeta = iBeta;
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fBetaStar = iBetaStar;
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fNCharged = iNCharged;
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fNNeutrals = iNNeutrals;
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fDRMean = iDRMean;
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fPtD = iPtD;
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fFrac01 = iFrac01;
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fFrac02 = iFrac02;
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fFrac03 = iFrac03;
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fFrac04 = iFrac04;
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fFrac05 = iFrac05;
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fDR2Mean = iDR2Mean;
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| 295 |
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| 296 |
Double_t lMVA = -9999;
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| 297 |
if(iJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName );
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| 298 |
if(iJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
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| 299 |
return lMVA;
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}
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| 301 |
//--------------------------------------------------------------------------------------------------
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| 302 |
Bool_t JetIDMVA::passPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector,
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| 303 |
const PileupEnergyDensityCol *iPileupEnergyDensity,
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| 304 |
RhoUtilities::RhoType type) {
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| 305 |
if(iJetCorrector == 0) return (iJet->Pt() > fJetPtMin);
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| 306 |
double lPt = correctedPt(iJet, iJetCorrector,iPileupEnergyDensity,type);
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if(lPt < fJetPtMin) return false;
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return true;
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}
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//--------------------------------------------------------------------------------------------------
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Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices,
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FactorizedJetCorrector *iJetCorrector,
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const PileupEnergyDensityCol *iPileupEnergyDensity,
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RhoUtilities::RhoType type) {
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if(!JetTools::passPFLooseId(iJet)) return false;
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if(fabs(iJet->Eta()) > 4.99) return false;
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| 318 |
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| 319 |
double lMVA = MVAValue (iJet,iVertex,iVertices,iJetCorrector,iPileupEnergyDensity);
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| 320 |
double lPt = correctedPt(iJet, iJetCorrector,iPileupEnergyDensity,type);
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if(lPt < fJetPtMin) return false;
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| 322 |
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| 323 |
int lPtId = 0;
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| 324 |
if(lPt > 10 && lPt < 20) lPtId = 1;
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| 325 |
if(lPt > 20 && lPt < 30) lPtId = 2;
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| 326 |
if(lPt > 30 ) lPtId = 3;
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| 328 |
int lEtaId = 0;
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if(fabs(iJet->Eta()) > 2.5 && fabs(iJet->Eta()) < 2.75) lEtaId = 1;
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| 330 |
if(fabs(iJet->Eta()) > 2.75 && fabs(iJet->Eta()) < 3.0 ) lEtaId = 2;
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| 331 |
if(fabs(iJet->Eta()) > 3.0 && fabs(iJet->Eta()) < 5.0 ) lEtaId = 3;
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| 333 |
double lMVACut = fMVACut[lPtId][lEtaId];
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| 334 |
if(lMVA < lMVACut) return false;
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| 335 |
return true;
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}
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| 337 |
//--------------------------------------------------------------------------------------------------
|
| 338 |
Bool_t JetIDMVA::passCut(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices) {
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| 339 |
if(!JetTools::passPFLooseId(iJet)) return false;
|
| 340 |
if(iJet->Pt() < fJetPtMin) return false;
|
| 341 |
if(fabs(iJet->Eta()) > 4.99) return false;
|
| 342 |
//if(fType == kCut) passCut(iJet,iVertex,iVertices);
|
| 343 |
|
| 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 |
Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices) {
|
| 365 |
if(!JetTools::passPFLooseId(iJet)) return false;
|
| 366 |
if(iJet->Pt() < fJetPtMin) return false;
|
| 367 |
if(fabs(iJet->Eta()) > 4.99) return false;
|
| 368 |
if(fType == kCut) return passCut(iJet,iVertex,iVertices);
|
| 369 |
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 |
return true;
|
| 384 |
//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 |
}
|
| 389 |
//--------------------------------------------------------------------------------------------------
|
| 390 |
Double_t JetIDMVA::MVAValue(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices, //Vertex here is the PV
|
| 391 |
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 |
fNVtx = iVertices->GetEntries();
|
| 403 |
fJPt1 = correctedPt(iJet,iJetCorrector,iPileupEnergyDensity);
|
| 404 |
fJEta1 = iJet->RawMom().Eta();
|
| 405 |
fJPhi1 = iJet->RawMom().Phi();
|
| 406 |
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 |
fDR2Mean = JetTools::dR2Mean(iJet,-1);
|
| 415 |
fPtD = JetTools::W(iJet,-1,0);
|
| 416 |
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 |
if(fJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName );
|
| 424 |
if(fJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
|
| 425 |
if (printDebug == kTRUE) {
|
| 426 |
std::cout << "Debug Jet MVA: "
|
| 427 |
<< fNVtx << " "
|
| 428 |
<< fJPt1 << " "
|
| 429 |
<< fJEta1 << " "
|
| 430 |
<< fJPhi1 << " "
|
| 431 |
<< fJD01 << " "
|
| 432 |
<< fJDZ1 << " "
|
| 433 |
<< fBeta << " "
|
| 434 |
<< fBetaStar << " "
|
| 435 |
<< fNCharged << " "
|
| 436 |
<< fNNeutrals << " "
|
| 437 |
<< fDRMean << " "
|
| 438 |
<< fPtD << " "
|
| 439 |
<< fFrac01 << " "
|
| 440 |
<< fFrac02 << " "
|
| 441 |
<< fFrac03 << " "
|
| 442 |
<< fFrac04 << " "
|
| 443 |
<< fFrac05 << " "
|
| 444 |
<< fDR2Mean
|
| 445 |
<< " === : === "
|
| 446 |
<< lMVA << " "
|
| 447 |
<< " -----> raw pt " << iJet->Pt() << std::endl;
|
| 448 |
}
|
| 449 |
//std::cout << " === " << iJet->Pt() << " -- " << iJet->Eta() << " -- " << fPtD << " -- " << lMVA << std::endl;
|
| 450 |
return lMVA;
|
| 451 |
}
|
| 452 |
Double_t JetIDMVA::MVAValue(const PFJet *iJet,const Vertex *iVertex, const VertexCol *iVertices,//Vertex here is the PV
|
| 453 |
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 |
fNVtx = iVertices->GetEntries();
|
| 463 |
fJPt1 = iJet->Pt();
|
| 464 |
fJEta1 = iJet->RawMom().Eta();
|
| 465 |
fJPhi1 = iJet->RawMom().Phi();
|
| 466 |
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 |
fPtD = JetTools::W(iJet,-1,0);
|
| 473 |
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 |
|
| 481 |
double lMVA = 0;
|
| 482 |
if(fJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName );
|
| 483 |
if(fJPt1 > 10) lMVA = fReader ->EvaluateMVA( fHighPtMethodName );
|
| 484 |
|
| 485 |
if (printDebug == kTRUE) {
|
| 486 |
std::cout << "Debug Jet MVA: "
|
| 487 |
<< fNVtx << " "
|
| 488 |
<< fJPt1 << " "
|
| 489 |
<< fJEta1 << " "
|
| 490 |
<< fJPhi1 << " "
|
| 491 |
<< fJD01 << " "
|
| 492 |
<< fJDZ1 << " "
|
| 493 |
<< fBeta << " "
|
| 494 |
<< fBetaStar << " "
|
| 495 |
<< fNCharged << " "
|
| 496 |
<< fNNeutrals << " "
|
| 497 |
<< fDRMean << " "
|
| 498 |
<< fPtD << " "
|
| 499 |
<< fFrac01 << " "
|
| 500 |
<< fFrac02 << " "
|
| 501 |
<< fFrac03 << " "
|
| 502 |
<< fFrac04 << " "
|
| 503 |
<< fFrac05 << " "
|
| 504 |
<< fDR2Mean
|
| 505 |
<< " === : === "
|
| 506 |
<< lMVA << " "
|
| 507 |
<< std::endl;
|
| 508 |
}
|
| 509 |
|
| 510 |
return lMVA;
|
| 511 |
}
|
| 512 |
//--------------------------------------------------------------------------------------------------
|
| 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 |
Double_t JetIDMVA::correctedPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector,
|
| 582 |
const PileupEnergyDensityCol *iPUEnergyDensity,
|
| 583 |
RhoUtilities::RhoType type,int iId) {
|
| 584 |
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 |
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 |
iJetCorrector->setRho (Rho);
|
| 613 |
iJetCorrector->setJetA (iJet->JetArea());
|
| 614 |
iJetCorrector->setJetEMF(-99.0);
|
| 615 |
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 |
return rawMom.Pt()*correction;
|
| 634 |
}
|
