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#include "MitPhysics/Utils/interface/MuonIDMVA.h"
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#include "MitPhysics/Utils/interface/MuonTools.h"
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#include "MitPhysics/Utils/interface/IsolationTools.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::MuonIDMVA)
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using namespace mithep;
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//--------------------------------------------------------------------------------------------------
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MuonIDMVA::MuonIDMVA() :
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fMethodname("BDTG method"),
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fIsInitialized(kFALSE)
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{
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// Constructor.
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for(UInt_t i=0; i<6; ++i) {
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fTMVAReader[i] = 0;
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}
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}
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//--------------------------------------------------------------------------------------------------
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MuonIDMVA::~MuonIDMVA()
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{
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for(UInt_t i=0; i<6; ++i) {
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if (fTMVAReader[i]) delete fTMVAReader[i];
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}
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}
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//--------------------------------------------------------------------------------------------------
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void MuonIDMVA::Initialize( TString methodName,
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TString Subdet0Pt10To14p5Weights ,
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TString Subdet1Pt10To14p5Weights ,
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TString Subdet0Pt14p5To20Weights,
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TString Subdet1Pt14p5To20Weights,
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TString Subdet0Pt20ToInfWeights,
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TString Subdet1Pt20ToInfWeights,
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MuonIDMVA::MVAType type) {
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fIsInitialized = kTRUE;
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fMethodname = methodName;
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for(UInt_t i=0; i<6; ++i) {
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if (fTMVAReader[i]) delete fTMVAReader[i];
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fTMVAReader[i] = new TMVA::Reader( "!Color:!Silent:Error" );
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fTMVAReader[i]->SetVerbose(kTRUE);
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if (type == kV2) {
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fTMVAReader[i]->AddVariable( "TkNchi2", &fMVAVar_MuTkNchi2 );
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fTMVAReader[i]->AddVariable( "GlobalNchi2", &fMVAVar_MuGlobalNchi2 );
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fTMVAReader[i]->AddVariable( "NValidHits", &fMVAVar_MuNValidHits );
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fTMVAReader[i]->AddVariable( "NTrackerHits", &fMVAVar_MuNTrackerHits );
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fTMVAReader[i]->AddVariable( "NPixelHits", &fMVAVar_MuNPixelHits );
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fTMVAReader[i]->AddVariable( "NMatches", &fMVAVar_MuNMatches );
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fTMVAReader[i]->AddVariable( "D0", &fMVAVar_MuD0 );
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fTMVAReader[i]->AddVariable( "IP3d", &fMVAVar_MuIP3d );
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fTMVAReader[i]->AddVariable( "IP3dSig", &fMVAVar_MuIP3dSig );
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fTMVAReader[i]->AddVariable( "TrkKink", &fMVAVar_MuTrkKink );
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fTMVAReader[i]->AddVariable( "SegmentCompatibility", &fMVAVar_MuSegmentCompatibility );
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}
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if (type == kV3) {
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fTMVAReader[i]->AddVariable( "TkNchi2", &fMVAVar_MuTkNchi2 );
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fTMVAReader[i]->AddVariable( "GlobalNchi2", &fMVAVar_MuGlobalNchi2 );
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fTMVAReader[i]->AddVariable( "NValidHits", &fMVAVar_MuNValidHits );
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fTMVAReader[i]->AddVariable( "NTrackerHits", &fMVAVar_MuNTrackerHits );
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fTMVAReader[i]->AddVariable( "NPixelHits", &fMVAVar_MuNPixelHits );
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fTMVAReader[i]->AddVariable( "NMatches", &fMVAVar_MuNMatches );
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fTMVAReader[i]->AddVariable( "D0", &fMVAVar_MuD0 );
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fTMVAReader[i]->AddVariable( "IP3d", &fMVAVar_MuIP3d );
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fTMVAReader[i]->AddVariable( "IP3dSig", &fMVAVar_MuIP3dSig );
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fTMVAReader[i]->AddVariable( "TrkKink", &fMVAVar_MuTrkKink );
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fTMVAReader[i]->AddVariable( "SegmentCompatibility", &fMVAVar_MuSegmentCompatibility );
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fTMVAReader[i]->AddVariable( "CaloCompatibility", &fMVAVar_MuCaloCompatibility );
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fTMVAReader[i]->AddVariable( "HadEnergyOverPt", &fMVAVar_MuHadEnergyOverPt );
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if (i==0 || i==2 || i==4) {
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fTMVAReader[i]->AddVariable( "HoEnergyOverPt", &fMVAVar_MuHoEnergyOverPt );
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}
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fTMVAReader[i]->AddVariable( "EmEnergyOverPt", &fMVAVar_MuEmEnergyOverPt );
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fTMVAReader[i]->AddVariable( "HadS9EnergyOverPt", &fMVAVar_MuHadS9EnergyOverPt );
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if (i==0 || i==2 || i==4) {
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fTMVAReader[i]->AddVariable( "HoS9EnergyOverPt", &fMVAVar_MuHoS9EnergyOverPt );
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}
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fTMVAReader[i]->AddVariable( "EmS9EnergyOverPt", &fMVAVar_MuEmS9EnergyOverPt );
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}
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if (type == kV8) {
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fTMVAReader[i]->AddVariable( "TkNchi2", &fMVAVar_MuTkNchi2 );
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fTMVAReader[i]->AddVariable( "GlobalNchi2", &fMVAVar_MuGlobalNchi2 );
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fTMVAReader[i]->AddVariable( "NValidHits", &fMVAVar_MuNValidHits );
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fTMVAReader[i]->AddVariable( "NTrackerHits", &fMVAVar_MuNTrackerHits );
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fTMVAReader[i]->AddVariable( "NPixelHits", &fMVAVar_MuNPixelHits );
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fTMVAReader[i]->AddVariable( "NMatches", &fMVAVar_MuNMatches );
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fTMVAReader[i]->AddVariable( "D0", &fMVAVar_MuD0 );
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fTMVAReader[i]->AddVariable( "IP3d", &fMVAVar_MuIP3d );
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fTMVAReader[i]->AddVariable( "IP3dSig", &fMVAVar_MuIP3dSig );
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fTMVAReader[i]->AddVariable( "TrkKink", &fMVAVar_MuTrkKink );
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fTMVAReader[i]->AddVariable( "SegmentCompatibility", &fMVAVar_MuSegmentCompatibility );
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fTMVAReader[i]->AddVariable( "CaloCompatibility", &fMVAVar_MuCaloCompatibility );
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fTMVAReader[i]->AddVariable( "HadEnergyOverPt", &fMVAVar_MuHadEnergyOverPt );
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fTMVAReader[i]->AddVariable( "EmEnergyOverPt", &fMVAVar_MuEmEnergyOverPt );
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fTMVAReader[i]->AddVariable( "HadS9EnergyOverPt", &fMVAVar_MuHadS9EnergyOverPt );
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fTMVAReader[i]->AddVariable( "EmS9EnergyOverPt", &fMVAVar_MuEmS9EnergyOverPt );
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fTMVAReader[i]->AddVariable( "ChargedIso03OverPt", &fMVAVar_MuChargedIso03OverPt );
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fTMVAReader[i]->AddVariable( "NeutralIso03OverPt", &fMVAVar_MuNeutralIso03OverPt );
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fTMVAReader[i]->AddVariable( "ChargedIso04OverPt", &fMVAVar_MuChargedIso04OverPt );
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fTMVAReader[i]->AddVariable( "NeutralIso04OverPt", &fMVAVar_MuNeutralIso04OverPt );
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}
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if (type == kIDIsoCombinedDetIso) {
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fTMVAReader[i]->AddVariable( "TkNchi2", &fMVAVar_MuTkNchi2 );
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fTMVAReader[i]->AddVariable( "GlobalNchi2", &fMVAVar_MuGlobalNchi2 );
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fTMVAReader[i]->AddVariable( "NValidHits", &fMVAVar_MuNValidHits );
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fTMVAReader[i]->AddVariable( "NTrackerHits", &fMVAVar_MuNTrackerHits );
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fTMVAReader[i]->AddVariable( "NPixelHits", &fMVAVar_MuNPixelHits );
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fTMVAReader[i]->AddVariable( "NMatches", &fMVAVar_MuNMatches );
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fTMVAReader[i]->AddVariable( "D0", &fMVAVar_MuD0 );
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fTMVAReader[i]->AddVariable( "IP3d", &fMVAVar_MuIP3d );
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fTMVAReader[i]->AddVariable( "IP3dSig", &fMVAVar_MuIP3dSig );
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fTMVAReader[i]->AddVariable( "TrkKink", &fMVAVar_MuTrkKink );
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fTMVAReader[i]->AddVariable( "SegmentCompatibility", &fMVAVar_MuSegmentCompatibility );
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fTMVAReader[i]->AddVariable( "CaloCompatibility", &fMVAVar_MuCaloCompatibility );
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fTMVAReader[i]->AddVariable( "HadEnergyOverPt", &fMVAVar_MuHadEnergyOverPt );
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fTMVAReader[i]->AddVariable( "EmEnergyOverPt", &fMVAVar_MuEmEnergyOverPt );
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fTMVAReader[i]->AddVariable( "HadS9EnergyOverPt", &fMVAVar_MuHadS9EnergyOverPt );
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fTMVAReader[i]->AddVariable( "EmS9EnergyOverPt", &fMVAVar_MuEmS9EnergyOverPt );
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fTMVAReader[i]->AddVariable( "TrkIso03OverPt", &fMVAVar_MuTrkIso03OverPt );
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fTMVAReader[i]->AddVariable( "EMIso03OverPt", &fMVAVar_MuEMIso03OverPt );
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fTMVAReader[i]->AddVariable( "HadIso03OverPt", &fMVAVar_MuHadIso03OverPt );
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fTMVAReader[i]->AddVariable( "TrkIso05OverPt", &fMVAVar_MuTrkIso05OverPt );
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fTMVAReader[i]->AddVariable( "EMIso05OverPt", &fMVAVar_MuEMIso05OverPt );
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fTMVAReader[i]->AddVariable( "HadIso05OverPt", &fMVAVar_MuHadIso05OverPt );
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}
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if (i==0) fTMVAReader[i]->BookMVA(fMethodname , Subdet0Pt10To14p5Weights );
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if (i==1) fTMVAReader[i]->BookMVA(fMethodname , Subdet1Pt10To14p5Weights );
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if (i==2) fTMVAReader[i]->BookMVA(fMethodname , Subdet0Pt14p5To20Weights );
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if (i==3) fTMVAReader[i]->BookMVA(fMethodname , Subdet1Pt14p5To20Weights );
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if (i==4) fTMVAReader[i]->BookMVA(fMethodname , Subdet0Pt20ToInfWeights );
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if (i==5) fTMVAReader[i]->BookMVA(fMethodname , Subdet1Pt20ToInfWeights );
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}
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std::cout << "Muon ID MVA Initialization\n";
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std::cout << "MethodName : " << fMethodname << " , type == " << type << std::endl;
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std::cout << "Load weights file : " << Subdet0Pt10To14p5Weights << std::endl;
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std::cout << "Load weights file : " << Subdet1Pt10To14p5Weights << std::endl;
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std::cout << "Load weights file : " << Subdet0Pt14p5To20Weights << std::endl;
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std::cout << "Load weights file : " << Subdet1Pt14p5To20Weights << std::endl;
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std::cout << "Load weights file : " << Subdet0Pt20ToInfWeights << std::endl;
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std::cout << "Load weights file : " << Subdet1Pt20ToInfWeights << std::endl;
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}
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//--------------------------------------------------------------------------------------------------
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Double_t MuonIDMVA::MVAValue(Double_t MuPt , Double_t MuEta,
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Double_t MuTkNchi2,
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Double_t MuGlobalNchi2,
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Double_t MuNValidHits,
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Double_t MuNTrackerHits,
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Double_t MuNPixelHits,
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Double_t MuNMatches,
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Double_t MuD0,
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Double_t MuIP3d,
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Double_t MuIP3dSig,
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Double_t MuTrkKink,
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Double_t MuSegmentCompatibility,
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Double_t MuCaloCompatibility,
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Double_t MuHadEnergyOverPt,
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Double_t MuHoEnergyOverPt,
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Double_t MuEmEnergyOverPt,
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Double_t MuHadS9EnergyOverPt,
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Double_t MuHoS9EnergyOverPt,
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Double_t MuEmS9EnergyOverPt,
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Double_t MuChargedIso03OverPt,
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Double_t MuNeutralIso03OverPt,
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Double_t MuChargedIso04OverPt,
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Double_t MuNeutralIso04OverPt,
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Bool_t printDebug
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) {
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if (!fIsInitialized) {
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std::cout << "Error: MuonIDMVA not properly initialized.\n";
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return -9999;
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}
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Int_t subdet = 0;
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if (fabs(MuEta) < 1.479) subdet = 0;
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else subdet = 1;
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Int_t ptBin = 0;
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if (MuPt > 14.5) ptBin = 1;
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if (MuPt > 20.0) ptBin = 2;
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//set all input variables
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fMVAVar_MuTkNchi2 = MuTkNchi2;
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fMVAVar_MuGlobalNchi2 = MuGlobalNchi2;
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fMVAVar_MuNValidHits = MuNValidHits;
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fMVAVar_MuNTrackerHits = MuNTrackerHits;
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fMVAVar_MuNPixelHits = MuNPixelHits;
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fMVAVar_MuNMatches = MuNMatches;
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fMVAVar_MuD0 = MuD0;
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fMVAVar_MuIP3d = MuIP3d;
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fMVAVar_MuIP3dSig = MuIP3dSig;
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fMVAVar_MuTrkKink = MuTrkKink;
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fMVAVar_MuSegmentCompatibility = MuSegmentCompatibility;
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fMVAVar_MuCaloCompatibility = MuCaloCompatibility;
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fMVAVar_MuHadEnergyOverPt = MuHadEnergyOverPt;
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fMVAVar_MuHoEnergyOverPt = MuHoEnergyOverPt;
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fMVAVar_MuEmEnergyOverPt = MuEmEnergyOverPt;
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fMVAVar_MuHadS9EnergyOverPt = MuHadS9EnergyOverPt;
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fMVAVar_MuHoS9EnergyOverPt = MuHoS9EnergyOverPt;
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fMVAVar_MuEmS9EnergyOverPt = MuEmS9EnergyOverPt;
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fMVAVar_MuChargedIso03OverPt = MuChargedIso03OverPt;
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fMVAVar_MuNeutralIso03OverPt = MuNeutralIso03OverPt;
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fMVAVar_MuChargedIso04OverPt = MuChargedIso04OverPt;
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fMVAVar_MuNeutralIso04OverPt = MuNeutralIso04OverPt;
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Double_t mva = -9999;
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TMVA::Reader *reader = 0;
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Int_t MVABin = -1;
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if (subdet == 0 && ptBin == 0) MVABin = 0;
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if (subdet == 1 && ptBin == 0) MVABin = 1;
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if (subdet == 0 && ptBin == 1) MVABin = 2;
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if (subdet == 1 && ptBin == 1) MVABin = 3;
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if (subdet == 0 && ptBin == 2) MVABin = 4;
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if (subdet == 1 && ptBin == 2) MVABin = 5;
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assert(MVABin >= 0 && MVABin <= 5);
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reader = fTMVAReader[MVABin];
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mva = reader->EvaluateMVA( fMethodname );
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if (printDebug) {
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std::cout << "Debug Muon MVA: "
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<< MuPt << " " << MuEta << " --> MVABin " << MVABin << " : "
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<< fMVAVar_MuTkNchi2 << " "
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<< fMVAVar_MuGlobalNchi2 << " "
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<< fMVAVar_MuNValidHits << " "
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<< fMVAVar_MuNTrackerHits << " "
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<< fMVAVar_MuNPixelHits << " "
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<< fMVAVar_MuNMatches << " "
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<< fMVAVar_MuD0 << " "
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<< fMVAVar_MuIP3d << " "
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<< fMVAVar_MuIP3dSig << " "
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<< fMVAVar_MuTrkKink << " "
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<< fMVAVar_MuSegmentCompatibility << " "
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<< fMVAVar_MuCaloCompatibility << " "
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<< fMVAVar_MuHadEnergyOverPt << " "
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<< fMVAVar_MuHoEnergyOverPt << " "
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<< fMVAVar_MuEmEnergyOverPt << " "
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<< fMVAVar_MuHadS9EnergyOverPt << " "
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<< fMVAVar_MuHoS9EnergyOverPt << " "
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<< fMVAVar_MuEmS9EnergyOverPt << " "
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<< fMVAVar_MuChargedIso03OverPt << " "
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<< fMVAVar_MuNeutralIso03OverPt << " "
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<< fMVAVar_MuChargedIso04OverPt << " "
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<< fMVAVar_MuNeutralIso04OverPt << " "
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<< " === : === "
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<< mva
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<< std::endl;
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}
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return mva;
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}
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| 275 |
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//--------------------------------------------------------------------------------------------------
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| 277 |
Double_t MuonIDMVA::MVAValue(Double_t MuPt , Double_t MuEta,
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| 278 |
Double_t MuTkNchi2,
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| 279 |
Double_t MuGlobalNchi2,
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| 280 |
Double_t MuNValidHits,
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| 281 |
Double_t MuNTrackerHits,
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| 282 |
Double_t MuNPixelHits,
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| 283 |
Double_t MuNMatches,
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| 284 |
Double_t MuD0,
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| 285 |
Double_t MuIP3d,
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| 286 |
Double_t MuIP3dSig,
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| 287 |
Double_t MuTrkKink,
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| 288 |
Double_t MuSegmentCompatibility,
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| 289 |
Double_t MuCaloCompatibility,
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| 290 |
Double_t MuHadEnergyOverPt,
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| 291 |
Double_t MuHoEnergyOverPt,
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| 292 |
Double_t MuEmEnergyOverPt,
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| 293 |
Double_t MuHadS9EnergyOverPt,
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| 294 |
Double_t MuHoS9EnergyOverPt,
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| 295 |
Double_t MuEmS9EnergyOverPt,
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| 296 |
Double_t MuTrkIso03OverPt,
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| 297 |
Double_t MuEMIso03OverPt,
|
| 298 |
Double_t MuHadIso03OverPt,
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| 299 |
Double_t MuTrkIso05OverPt,
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| 300 |
Double_t MuEMIso05OverPt,
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| 301 |
Double_t MuHadIso05OverPt,
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| 302 |
Bool_t printDebug
|
| 303 |
) {
|
| 304 |
|
| 305 |
if (!fIsInitialized) {
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| 306 |
std::cout << "Error: MuonIDMVA not properly initialized.\n";
|
| 307 |
return -9999;
|
| 308 |
}
|
| 309 |
|
| 310 |
Int_t subdet = 0;
|
| 311 |
if (fabs(MuEta) < 1.479) subdet = 0;
|
| 312 |
else subdet = 1;
|
| 313 |
Int_t ptBin = 0;
|
| 314 |
if (MuPt > 14.5) ptBin = 1;
|
| 315 |
if (MuPt > 20.0) ptBin = 2;
|
| 316 |
|
| 317 |
|
| 318 |
//set all input variables
|
| 319 |
fMVAVar_MuTkNchi2 = MuTkNchi2;
|
| 320 |
fMVAVar_MuGlobalNchi2 = MuGlobalNchi2;
|
| 321 |
fMVAVar_MuNValidHits = MuNValidHits;
|
| 322 |
fMVAVar_MuNTrackerHits = MuNTrackerHits;
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| 323 |
fMVAVar_MuNPixelHits = MuNPixelHits;
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| 324 |
fMVAVar_MuNMatches = MuNMatches;
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| 325 |
fMVAVar_MuD0 = MuD0;
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| 326 |
fMVAVar_MuIP3d = MuIP3d;
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| 327 |
fMVAVar_MuIP3dSig = MuIP3dSig;
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| 328 |
fMVAVar_MuTrkKink = MuTrkKink;
|
| 329 |
fMVAVar_MuSegmentCompatibility = MuSegmentCompatibility;
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| 330 |
fMVAVar_MuCaloCompatibility = MuCaloCompatibility;
|
| 331 |
fMVAVar_MuHadEnergyOverPt = MuHadEnergyOverPt;
|
| 332 |
fMVAVar_MuHoEnergyOverPt = MuHoEnergyOverPt;
|
| 333 |
fMVAVar_MuEmEnergyOverPt = MuEmEnergyOverPt;
|
| 334 |
fMVAVar_MuHadS9EnergyOverPt = MuHadS9EnergyOverPt;
|
| 335 |
fMVAVar_MuHoS9EnergyOverPt = MuHoS9EnergyOverPt;
|
| 336 |
fMVAVar_MuEmS9EnergyOverPt = MuEmS9EnergyOverPt;
|
| 337 |
fMVAVar_MuTrkIso03OverPt = MuTrkIso03OverPt;
|
| 338 |
fMVAVar_MuEMIso03OverPt = MuEMIso03OverPt;
|
| 339 |
fMVAVar_MuHadIso03OverPt = MuHadIso03OverPt;
|
| 340 |
fMVAVar_MuTrkIso05OverPt = MuTrkIso05OverPt;
|
| 341 |
fMVAVar_MuEMIso05OverPt = MuEMIso05OverPt;
|
| 342 |
fMVAVar_MuHadIso05OverPt = MuHadIso05OverPt;
|
| 343 |
|
| 344 |
Double_t mva = -9999;
|
| 345 |
TMVA::Reader *reader = 0;
|
| 346 |
|
| 347 |
Int_t MVABin = -1;
|
| 348 |
if (subdet == 0 && ptBin == 0) MVABin = 0;
|
| 349 |
if (subdet == 1 && ptBin == 0) MVABin = 1;
|
| 350 |
if (subdet == 0 && ptBin == 1) MVABin = 2;
|
| 351 |
if (subdet == 1 && ptBin == 1) MVABin = 3;
|
| 352 |
if (subdet == 0 && ptBin == 2) MVABin = 4;
|
| 353 |
if (subdet == 1 && ptBin == 2) MVABin = 5;
|
| 354 |
assert(MVABin >= 0 && MVABin <= 5);
|
| 355 |
reader = fTMVAReader[MVABin];
|
| 356 |
|
| 357 |
mva = reader->EvaluateMVA( fMethodname );
|
| 358 |
|
| 359 |
if (printDebug) {
|
| 360 |
std::cout << "Debug Muon MVA: "
|
| 361 |
<< MuPt << " " << MuEta << " --> MVABin " << MVABin << " : "
|
| 362 |
<< fMVAVar_MuTkNchi2 << " "
|
| 363 |
<< fMVAVar_MuGlobalNchi2 << " "
|
| 364 |
<< fMVAVar_MuNValidHits << " "
|
| 365 |
<< fMVAVar_MuNTrackerHits << " "
|
| 366 |
<< fMVAVar_MuNPixelHits << " "
|
| 367 |
<< fMVAVar_MuNMatches << " "
|
| 368 |
<< fMVAVar_MuD0 << " "
|
| 369 |
<< fMVAVar_MuIP3d << " "
|
| 370 |
<< fMVAVar_MuIP3dSig << " "
|
| 371 |
<< fMVAVar_MuTrkKink << " "
|
| 372 |
<< fMVAVar_MuSegmentCompatibility << " "
|
| 373 |
<< fMVAVar_MuCaloCompatibility << " "
|
| 374 |
<< fMVAVar_MuHadEnergyOverPt << " "
|
| 375 |
<< fMVAVar_MuHoEnergyOverPt << " "
|
| 376 |
<< fMVAVar_MuEmEnergyOverPt << " "
|
| 377 |
<< fMVAVar_MuHadS9EnergyOverPt << " "
|
| 378 |
<< fMVAVar_MuHoS9EnergyOverPt << " "
|
| 379 |
<< fMVAVar_MuEmS9EnergyOverPt << " "
|
| 380 |
<< fMVAVar_MuTrkIso03OverPt << " "
|
| 381 |
<< fMVAVar_MuEMIso03OverPt << " "
|
| 382 |
<< fMVAVar_MuHadIso03OverPt << " "
|
| 383 |
<< fMVAVar_MuTrkIso05OverPt << " "
|
| 384 |
<< fMVAVar_MuEMIso05OverPt << " "
|
| 385 |
<< fMVAVar_MuHadIso05OverPt << " "
|
| 386 |
<< " === : === "
|
| 387 |
<< mva
|
| 388 |
<< std::endl;
|
| 389 |
}
|
| 390 |
|
| 391 |
return mva;
|
| 392 |
}
|
| 393 |
|
| 394 |
|
| 395 |
|
| 396 |
//--------------------------------------------------------------------------------------------------
|
| 397 |
Double_t MuonIDMVA::MVAValue(const Muon *mu, const Vertex *vertex, MuonTools *fMuonTools,
|
| 398 |
const PFCandidateCol *PFCands,
|
| 399 |
const PileupEnergyDensityCol *PileupEnergyDensity,
|
| 400 |
Bool_t printDebug) {
|
| 401 |
|
| 402 |
if (!fIsInitialized) {
|
| 403 |
std::cout << "Error: MuonIDMVA not properly initialized.\n";
|
| 404 |
return -9999;
|
| 405 |
}
|
| 406 |
|
| 407 |
const Track *muTrk=0;
|
| 408 |
if(mu->HasTrackerTrk()) { muTrk = mu->TrackerTrk(); }
|
| 409 |
else if(mu->HasStandaloneTrk()) { muTrk = mu->StandaloneTrk(); }
|
| 410 |
|
| 411 |
Double_t muNchi2 = 0.0;
|
| 412 |
if(mu->HasGlobalTrk()) { muNchi2 = mu->GlobalTrk()->RChi2(); }
|
| 413 |
else if(mu->HasStandaloneTrk()) { muNchi2 = mu->StandaloneTrk()->RChi2(); }
|
| 414 |
else if(mu->HasTrackerTrk()) { muNchi2 = mu->TrackerTrk()->RChi2(); }
|
| 415 |
|
| 416 |
Double_t ChargedIso03 = 0;
|
| 417 |
Double_t NeutralIso03_05Threshold = 0;
|
| 418 |
Double_t ChargedIso04 = 0;
|
| 419 |
Double_t NeutralIso04_05Threshold = 0;
|
| 420 |
ChargedIso03 = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.1, 99999, 0.3, 0.0, 0.0);
|
| 421 |
NeutralIso03_05Threshold = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.0, 0.5, 0.3, 0.0, 0.0);
|
| 422 |
ChargedIso04 = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.1, 99999, 0.4, 0.0, 0.0);
|
| 423 |
NeutralIso04_05Threshold = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.0, 0.5, 0.4, 0.0, 0.0);
|
| 424 |
|
| 425 |
Double_t Rho = 0;
|
| 426 |
if (!(TMath::IsNaN(PileupEnergyDensity->At(0)->Rho()) || isinf(PileupEnergyDensity->At(0)->Rho()))) Rho = PileupEnergyDensity->At(0)->Rho();
|
| 427 |
|
| 428 |
Int_t subdet = 0;
|
| 429 |
if (fabs(muTrk->Eta()) < 1.479) subdet = 0;
|
| 430 |
else subdet = 1;
|
| 431 |
Int_t ptBin = 0;
|
| 432 |
if (muTrk->Pt() > 14.5) ptBin = 1;
|
| 433 |
if (muTrk->Pt() > 20.0) ptBin = 2;
|
| 434 |
|
| 435 |
//set all input variables
|
| 436 |
fMVAVar_MuTkNchi2 = muTrk->RChi2();
|
| 437 |
fMVAVar_MuGlobalNchi2 = muNchi2;
|
| 438 |
fMVAVar_MuNValidHits = mu->NValidHits();
|
| 439 |
fMVAVar_MuNTrackerHits = muTrk->NHits();
|
| 440 |
fMVAVar_MuNPixelHits = muTrk->NPixelHits();
|
| 441 |
fMVAVar_MuNMatches = mu->NMatches();
|
| 442 |
fMVAVar_MuD0 = muTrk->D0Corrected(*vertex);
|
| 443 |
fMVAVar_MuIP3d = mu->Ip3dPV();
|
| 444 |
fMVAVar_MuIP3dSig = mu->Ip3dPVSignificance();
|
| 445 |
fMVAVar_MuTrkKink = mu->TrkKink();
|
| 446 |
fMVAVar_MuSegmentCompatibility = fMuonTools->GetSegmentCompatability(mu);
|
| 447 |
fMVAVar_MuCaloCompatibility = fMuonTools->GetCaloCompatability(mu, kTRUE, kTRUE);
|
| 448 |
fMVAVar_MuHadEnergyOverPt = (mu->HadEnergy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadEnergy,muTrk->Eta()))/muTrk->Pt();
|
| 449 |
fMVAVar_MuHoEnergyOverPt = (mu->HoEnergy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHoEnergy,muTrk->Eta()))/muTrk->Pt();
|
| 450 |
fMVAVar_MuEmEnergyOverPt = (mu->EmEnergy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEmEnergy,muTrk->Eta()))/muTrk->Pt();
|
| 451 |
fMVAVar_MuHadS9EnergyOverPt = (mu->HadS9Energy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadS9Energy,muTrk->Eta()))/muTrk->Pt();
|
| 452 |
fMVAVar_MuHoS9EnergyOverPt = (mu->HoS9Energy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHoS9Energy,muTrk->Eta()))/muTrk->Pt();
|
| 453 |
fMVAVar_MuEmS9EnergyOverPt = (mu->EmS9Energy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEmS9Energy,muTrk->Eta()))/muTrk->Pt();
|
| 454 |
fMVAVar_MuChargedIso03OverPt = (ChargedIso03 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuChargedIso03,muTrk->Eta()))/muTrk->Pt();
|
| 455 |
fMVAVar_MuNeutralIso03OverPt = (NeutralIso03_05Threshold - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralIso03,muTrk->Eta()))/muTrk->Pt();
|
| 456 |
fMVAVar_MuChargedIso04OverPt = (ChargedIso04 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuChargedIso04,muTrk->Eta()))/muTrk->Pt();
|
| 457 |
fMVAVar_MuNeutralIso04OverPt = (NeutralIso04_05Threshold - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralIso04,muTrk->Eta()))/muTrk->Pt();
|
| 458 |
fMVAVar_MuTrkIso03OverPt = (mu->IsoR03SumPt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuTrkIso03,muTrk->Eta()))/muTrk->Pt();
|
| 459 |
fMVAVar_MuEMIso03OverPt = (mu->IsoR03EmEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEMIso03,muTrk->Eta()))/muTrk->Pt();
|
| 460 |
fMVAVar_MuHadIso03OverPt = (mu->IsoR03HadEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadIso03,muTrk->Eta()))/muTrk->Pt();
|
| 461 |
fMVAVar_MuTrkIso05OverPt = (mu->IsoR05SumPt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuTrkIso05,muTrk->Eta()))/muTrk->Pt();
|
| 462 |
fMVAVar_MuEMIso05OverPt = (mu->IsoR05EmEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEMIso05,muTrk->Eta()))/muTrk->Pt();
|
| 463 |
fMVAVar_MuHadIso05OverPt = (mu->IsoR05HadEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadIso05,muTrk->Eta()))/muTrk->Pt();
|
| 464 |
|
| 465 |
Double_t mva = -9999;
|
| 466 |
TMVA::Reader *reader = 0;
|
| 467 |
|
| 468 |
Int_t MVABin = -1;
|
| 469 |
if (subdet == 0 && ptBin == 0) MVABin = 0;
|
| 470 |
if (subdet == 1 && ptBin == 0) MVABin = 1;
|
| 471 |
if (subdet == 0 && ptBin == 1) MVABin = 2;
|
| 472 |
if (subdet == 1 && ptBin == 1) MVABin = 3;
|
| 473 |
if (subdet == 0 && ptBin == 2) MVABin = 4;
|
| 474 |
if (subdet == 1 && ptBin == 2) MVABin = 5;
|
| 475 |
assert(MVABin >= 0 && MVABin <= 5);
|
| 476 |
reader = fTMVAReader[MVABin];
|
| 477 |
|
| 478 |
mva = reader->EvaluateMVA( fMethodname );
|
| 479 |
|
| 480 |
if (printDebug) {
|
| 481 |
std::cout << "Debug Muon MVA: "
|
| 482 |
<< mu->Pt() << " " << mu->Eta() << " " << mu->Phi() << " : "
|
| 483 |
<< muTrk->Pt() << " " << muTrk->Eta() << " --> MVABin " << MVABin << " : "
|
| 484 |
<< fMVAVar_MuTkNchi2 << " "
|
| 485 |
<< fMVAVar_MuGlobalNchi2 << " "
|
| 486 |
<< fMVAVar_MuNValidHits << " "
|
| 487 |
<< fMVAVar_MuNTrackerHits << " "
|
| 488 |
<< fMVAVar_MuNPixelHits << " "
|
| 489 |
<< fMVAVar_MuNMatches << " "
|
| 490 |
<< fMVAVar_MuD0 << " "
|
| 491 |
<< fMVAVar_MuIP3d << " "
|
| 492 |
<< fMVAVar_MuIP3dSig << " "
|
| 493 |
<< fMVAVar_MuTrkKink << " "
|
| 494 |
<< fMVAVar_MuSegmentCompatibility << " "
|
| 495 |
<< fMVAVar_MuCaloCompatibility << " "
|
| 496 |
<< fMVAVar_MuHadEnergyOverPt << " "
|
| 497 |
<< fMVAVar_MuHoEnergyOverPt << " "
|
| 498 |
<< fMVAVar_MuEmEnergyOverPt << " "
|
| 499 |
<< fMVAVar_MuHadS9EnergyOverPt << " "
|
| 500 |
<< fMVAVar_MuHoS9EnergyOverPt << " "
|
| 501 |
<< fMVAVar_MuEmS9EnergyOverPt << " "
|
| 502 |
<< fMVAVar_MuChargedIso03OverPt << " "
|
| 503 |
<< fMVAVar_MuNeutralIso03OverPt << " "
|
| 504 |
<< fMVAVar_MuChargedIso04OverPt << " "
|
| 505 |
<< fMVAVar_MuNeutralIso04OverPt << " "
|
| 506 |
<< fMVAVar_MuTrkIso03OverPt << " "
|
| 507 |
<< fMVAVar_MuEMIso03OverPt << " "
|
| 508 |
<< fMVAVar_MuHadIso03OverPt << " "
|
| 509 |
<< fMVAVar_MuTrkIso05OverPt << " "
|
| 510 |
<< fMVAVar_MuEMIso05OverPt << " "
|
| 511 |
<< fMVAVar_MuHadIso05OverPt << " "
|
| 512 |
<< " === : === "
|
| 513 |
<< mva
|
| 514 |
<< std::endl;
|
| 515 |
}
|
| 516 |
|
| 517 |
return mva;
|
| 518 |
}
|
