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sixie |
1.1 |
#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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sixie |
1.2 |
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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sixie |
1.1 |
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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sixie |
1.2 |
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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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sixie |
1.1 |
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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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sixie |
1.2 |
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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sixie |
1.1 |
) {
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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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sixie |
1.2 |
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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sixie |
1.1 |
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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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sixie |
1.5 |
Bool_t printdebug = kFALSE;
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sixie |
1.3 |
if (printdebug == kTRUE) {
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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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sixie |
1.1 |
return mva;
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| 247 |
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}
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| 249 |
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| 250 |
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| 251 |
sixie |
1.4 |
//--------------------------------------------------------------------------------------------------
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| 252 |
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Double_t MuonIDMVA::MVAValue(const Muon *mu, const Vertex *vertex, MuonTools *fMuonTools,
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| 253 |
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const PFCandidateCol *PFCands,
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| 254 |
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const PileupEnergyDensityCol *PileupEnergyDensity) {
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| 255 |
sixie |
1.1 |
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| 256 |
sixie |
1.4 |
if (!fIsInitialized) {
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| 257 |
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std::cout << "Error: MuonIDMVA not properly initialized.\n";
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| 258 |
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return -9999;
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| 259 |
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}
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| 260 |
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| 261 |
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const Track *muTrk=0;
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| 262 |
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if(mu->HasTrackerTrk()) { muTrk = mu->TrackerTrk(); }
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| 263 |
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else if(mu->HasStandaloneTrk()) { muTrk = mu->StandaloneTrk(); }
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| 264 |
sixie |
1.1 |
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| 265 |
sixie |
1.4 |
Double_t muNchi2 = 0.0;
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| 266 |
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if(mu->HasGlobalTrk()) { muNchi2 = mu->GlobalTrk()->RChi2(); }
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| 267 |
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else if(mu->HasStandaloneTrk()) { muNchi2 = mu->StandaloneTrk()->RChi2(); }
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| 268 |
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else if(mu->HasTrackerTrk()) { muNchi2 = mu->TrackerTrk()->RChi2(); }
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| 269 |
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| 270 |
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Double_t ChargedIso03 = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.1, 99999, 0.3, 0.0, 0.0);
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| 271 |
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Double_t NeutralIso03_05Threshold = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.0, 0.5, 0.3, 0.0, 0.0);
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| 272 |
|
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Double_t ChargedIso04 = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.1, 99999, 0.4, 0.0, 0.0);
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| 273 |
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Double_t NeutralIso04_05Threshold = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.0, 0.5, 0.4, 0.0, 0.0);
|
| 274 |
|
|
|
| 275 |
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Double_t Rho = 0;
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| 276 |
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if (!(TMath::IsNaN(PileupEnergyDensity->At(0)->Rho()) || isinf(PileupEnergyDensity->At(0)->Rho()))) Rho = PileupEnergyDensity->At(0)->Rho();
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| 277 |
|
|
|
| 278 |
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Int_t subdet = 0;
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| 279 |
|
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if (fabs(muTrk->Eta()) < 1.479) subdet = 0;
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| 280 |
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else subdet = 1;
|
| 281 |
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Int_t ptBin = 0;
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| 282 |
|
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if (muTrk->Pt() > 14.5) ptBin = 1;
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| 283 |
|
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if (muTrk->Pt() > 20.0) ptBin = 2;
|
| 284 |
|
|
|
| 285 |
|
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//set all input variables
|
| 286 |
|
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fMVAVar_MuTkNchi2 = muTrk->RChi2();
|
| 287 |
|
|
fMVAVar_MuGlobalNchi2 = muNchi2;
|
| 288 |
|
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fMVAVar_MuNValidHits = mu->NValidHits();
|
| 289 |
|
|
fMVAVar_MuNTrackerHits = muTrk->NHits();
|
| 290 |
|
|
fMVAVar_MuNPixelHits = muTrk->NPixelHits();
|
| 291 |
|
|
fMVAVar_MuNMatches = mu->NMatches();
|
| 292 |
|
|
fMVAVar_MuD0 = muTrk->D0Corrected(*vertex);
|
| 293 |
|
|
fMVAVar_MuIP3d = mu->Ip3dPV();
|
| 294 |
|
|
fMVAVar_MuIP3dSig = mu->Ip3dPVSignificance();
|
| 295 |
|
|
fMVAVar_MuTrkKink = mu->TrkKink();
|
| 296 |
|
|
fMVAVar_MuSegmentCompatibility = fMuonTools->GetSegmentCompatability(mu);
|
| 297 |
|
|
fMVAVar_MuCaloCompatibility = fMuonTools->GetCaloCompatability(mu, kTRUE, kTRUE);
|
| 298 |
|
|
fMVAVar_MuHadEnergyOverPt = (mu->HadEnergy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadEnergy,muTrk->Eta()))/muTrk->Pt();
|
| 299 |
|
|
fMVAVar_MuHoEnergyOverPt = (mu->HoEnergy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHoEnergy,muTrk->Eta()))/muTrk->Pt();
|
| 300 |
|
|
fMVAVar_MuEmEnergyOverPt = (mu->EmEnergy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEmEnergy,muTrk->Eta()))/muTrk->Pt();
|
| 301 |
|
|
fMVAVar_MuHadS9EnergyOverPt = (mu->HadS9Energy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadS9Energy,muTrk->Eta()))/muTrk->Pt();
|
| 302 |
|
|
fMVAVar_MuHoS9EnergyOverPt = (mu->HoS9Energy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHoS9Energy,muTrk->Eta()))/muTrk->Pt();
|
| 303 |
|
|
fMVAVar_MuEmS9EnergyOverPt = (mu->EmS9Energy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEmS9Energy,muTrk->Eta()))/muTrk->Pt();
|
| 304 |
|
|
fMVAVar_MuChargedIso03OverPt = (ChargedIso03 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuChargedIso03,muTrk->Eta()))/muTrk->Pt();
|
| 305 |
|
|
fMVAVar_MuNeutralIso03OverPt = (NeutralIso03_05Threshold - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralIso03,muTrk->Eta()))/muTrk->Pt();
|
| 306 |
|
|
fMVAVar_MuChargedIso04OverPt = (ChargedIso04 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuChargedIso04,muTrk->Eta()))/muTrk->Pt();
|
| 307 |
|
|
fMVAVar_MuNeutralIso04OverPt = (NeutralIso04_05Threshold - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralIso04,muTrk->Eta()))/muTrk->Pt();
|
| 308 |
|
|
|
| 309 |
|
|
Double_t mva = -9999;
|
| 310 |
|
|
TMVA::Reader *reader = 0;
|
| 311 |
|
|
|
| 312 |
|
|
Int_t MVABin = -1;
|
| 313 |
|
|
if (subdet == 0 && ptBin == 0) MVABin = 0;
|
| 314 |
|
|
if (subdet == 1 && ptBin == 0) MVABin = 1;
|
| 315 |
|
|
if (subdet == 0 && ptBin == 1) MVABin = 2;
|
| 316 |
|
|
if (subdet == 1 && ptBin == 1) MVABin = 3;
|
| 317 |
|
|
if (subdet == 0 && ptBin == 2) MVABin = 4;
|
| 318 |
|
|
if (subdet == 1 && ptBin == 2) MVABin = 5;
|
| 319 |
|
|
assert(MVABin >= 0 && MVABin <= 5);
|
| 320 |
|
|
reader = fTMVAReader[MVABin];
|
| 321 |
sixie |
1.1 |
|
| 322 |
sixie |
1.4 |
mva = reader->EvaluateMVA( fMethodname );
|
| 323 |
|
|
|
| 324 |
sixie |
1.5 |
Bool_t printdebug = kFALSE;
|
| 325 |
sixie |
1.4 |
if (printdebug == kTRUE) {
|
| 326 |
|
|
std::cout << "Debug Muon MVA: "
|
| 327 |
|
|
<< mu->Pt() << " " << mu->Eta() << " " << mu->Phi() << " : "
|
| 328 |
|
|
<< muTrk->Pt() << " " << muTrk->Eta() << " --> MVABin " << MVABin << " : "
|
| 329 |
|
|
<< fMVAVar_MuTkNchi2 << " "
|
| 330 |
|
|
<< fMVAVar_MuGlobalNchi2 << " "
|
| 331 |
|
|
<< fMVAVar_MuNValidHits << " "
|
| 332 |
|
|
<< fMVAVar_MuNTrackerHits << " "
|
| 333 |
|
|
<< fMVAVar_MuNPixelHits << " "
|
| 334 |
|
|
<< fMVAVar_MuNMatches << " "
|
| 335 |
|
|
<< fMVAVar_MuD0 << " "
|
| 336 |
|
|
<< fMVAVar_MuIP3d << " "
|
| 337 |
|
|
<< fMVAVar_MuIP3dSig << " "
|
| 338 |
|
|
<< fMVAVar_MuTrkKink << " "
|
| 339 |
|
|
<< fMVAVar_MuSegmentCompatibility << " "
|
| 340 |
|
|
<< fMVAVar_MuCaloCompatibility << " "
|
| 341 |
|
|
<< fMVAVar_MuHadEnergyOverPt << " "
|
| 342 |
|
|
<< fMVAVar_MuHoEnergyOverPt << " "
|
| 343 |
|
|
<< fMVAVar_MuEmEnergyOverPt << " "
|
| 344 |
|
|
<< fMVAVar_MuHadS9EnergyOverPt << " "
|
| 345 |
|
|
<< fMVAVar_MuHoS9EnergyOverPt << " "
|
| 346 |
|
|
<< fMVAVar_MuEmS9EnergyOverPt << " "
|
| 347 |
|
|
<< fMVAVar_MuChargedIso03OverPt << " "
|
| 348 |
|
|
<< fMVAVar_MuNeutralIso03OverPt << " "
|
| 349 |
|
|
<< fMVAVar_MuChargedIso04OverPt << " "
|
| 350 |
|
|
<< fMVAVar_MuNeutralIso04OverPt << " "
|
| 351 |
|
|
<< " === : === "
|
| 352 |
|
|
<< mva
|
| 353 |
|
|
<< std::endl;
|
| 354 |
|
|
}
|
| 355 |
sixie |
1.1 |
|
| 356 |
sixie |
1.4 |
return mva;
|
| 357 |
|
|
}
|
