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sixie |
1.1 |
#include "MitPhysics/Utils/interface/ElectronIDMVA.h"
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#include "MitPhysics/Utils/interface/ElectronTools.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::ElectronIDMVA)
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using namespace mithep;
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//--------------------------------------------------------------------------------------------------
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ElectronIDMVA::ElectronIDMVA() :
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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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ElectronIDMVA::~ElectronIDMVA()
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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 ElectronIDMVA::Initialize( TString methodName,
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TString Subdet0Pt10To20Weights ,
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TString Subdet1Pt10To20Weights ,
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TString Subdet2Pt10To20Weights,
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TString Subdet0Pt20ToInfWeights,
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TString Subdet1Pt20ToInfWeights,
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TString Subdet2Pt20ToInfWeights,
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sixie |
1.4 |
ElectronIDMVA::MVAType type) {
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sixie |
1.1 |
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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 |
1.4 |
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if (type == kBaseline) {
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sixie |
1.6 |
fTMVAReader[i]->AddVariable( "SigmaIEtaIEta", &fMVAVar_EleSigmaIEtaIEta );
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fTMVAReader[i]->AddVariable( "DEtaIn", &fMVAVar_EleDEtaIn );
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fTMVAReader[i]->AddVariable( "DPhiIn", &fMVAVar_EleDPhiIn );
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fTMVAReader[i]->AddVariable( "FBrem", &fMVAVar_EleFBrem );
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fTMVAReader[i]->AddVariable( "SigmaIPhiIPhi", &fMVAVar_EleSigmaIPhiIPhi );
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fTMVAReader[i]->AddVariable( "NBrem", &fMVAVar_EleNBrem );
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fTMVAReader[i]->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP );
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sixie |
1.4 |
}
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sixie |
1.5 |
if (type == kNoIPInfo) {
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sixie |
1.6 |
fTMVAReader[i]->AddVariable( "SigmaIEtaIEta", &fMVAVar_EleSigmaIEtaIEta );
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fTMVAReader[i]->AddVariable( "DEtaIn", &fMVAVar_EleDEtaIn );
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fTMVAReader[i]->AddVariable( "DPhiIn", &fMVAVar_EleDPhiIn );
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fTMVAReader[i]->AddVariable( "FBrem", &fMVAVar_EleFBrem );
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fTMVAReader[i]->AddVariable( "EOverP", &fMVAVar_EleEOverP );
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fTMVAReader[i]->AddVariable( "ESeedClusterOverPout", &fMVAVar_EleESeedClusterOverPout );
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fTMVAReader[i]->AddVariable( "SigmaIPhiIPhi", &fMVAVar_EleSigmaIPhiIPhi );
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fTMVAReader[i]->AddVariable( "NBrem", &fMVAVar_EleNBrem );
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fTMVAReader[i]->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP );
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fTMVAReader[i]->AddVariable( "ESeedClusterOverPIn", &fMVAVar_EleESeedClusterOverPIn );
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sixie |
1.4 |
}
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sixie |
1.5 |
if (type == kWithIPInfo) {
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sixie |
1.6 |
fTMVAReader[i]->AddVariable( "SigmaIEtaIEta", &fMVAVar_EleSigmaIEtaIEta );
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fTMVAReader[i]->AddVariable( "DEtaIn", &fMVAVar_EleDEtaIn );
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fTMVAReader[i]->AddVariable( "DPhiIn", &fMVAVar_EleDPhiIn );
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fTMVAReader[i]->AddVariable( "D0", &fMVAVar_EleD0 );
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fTMVAReader[i]->AddVariable( "FBrem", &fMVAVar_EleFBrem );
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fTMVAReader[i]->AddVariable( "EOverP", &fMVAVar_EleEOverP );
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fTMVAReader[i]->AddVariable( "ESeedClusterOverPout", &fMVAVar_EleESeedClusterOverPout );
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fTMVAReader[i]->AddVariable( "SigmaIPhiIPhi", &fMVAVar_EleSigmaIPhiIPhi );
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fTMVAReader[i]->AddVariable( "NBrem", &fMVAVar_EleNBrem );
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fTMVAReader[i]->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP );
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fTMVAReader[i]->AddVariable( "ESeedClusterOverPIn", &fMVAVar_EleESeedClusterOverPIn );
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fTMVAReader[i]->AddVariable( "IP3d", &fMVAVar_EleIP3d );
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fTMVAReader[i]->AddVariable( "IP3dSig", &fMVAVar_EleIP3dSig );
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}
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if (type == kIDIsoCombined) {
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fTMVAReader[i]->AddVariable( "SigmaIEtaIEta", &fMVAVar_EleSigmaIEtaIEta );
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fTMVAReader[i]->AddVariable( "DEtaIn", &fMVAVar_EleDEtaIn );
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fTMVAReader[i]->AddVariable( "DPhiIn", &fMVAVar_EleDPhiIn );
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fTMVAReader[i]->AddVariable( "D0", &fMVAVar_EleD0 );
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fTMVAReader[i]->AddVariable( "FBrem", &fMVAVar_EleFBrem );
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fTMVAReader[i]->AddVariable( "EOverP", &fMVAVar_EleEOverP );
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fTMVAReader[i]->AddVariable( "ESeedClusterOverPout", &fMVAVar_EleESeedClusterOverPout );
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fTMVAReader[i]->AddVariable( "SigmaIPhiIPhi", &fMVAVar_EleSigmaIPhiIPhi );
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fTMVAReader[i]->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP );
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fTMVAReader[i]->AddVariable( "ESeedClusterOverPIn", &fMVAVar_EleESeedClusterOverPIn );
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fTMVAReader[i]->AddVariable( "IP3d", &fMVAVar_EleIP3d );
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fTMVAReader[i]->AddVariable( "IP3dSig", &fMVAVar_EleIP3dSig );
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fTMVAReader[i]->AddVariable( "GsfTrackChi2OverNdof", &fMVAVar_EleGsfTrackChi2OverNdof );
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fTMVAReader[i]->AddVariable( "dEtaCalo", &fMVAVar_EledEtaCalo );
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fTMVAReader[i]->AddVariable( "dPhiCalo", &fMVAVar_EledPhiCalo );
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fTMVAReader[i]->AddVariable( "R9", &fMVAVar_EleR9 );
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fTMVAReader[i]->AddVariable( "SCEtaWidth", &fMVAVar_EleSCEtaWidth );
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fTMVAReader[i]->AddVariable( "SCPhiWidth", &fMVAVar_EleSCPhiWidth );
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fTMVAReader[i]->AddVariable( "CovIEtaIPhi", &fMVAVar_EleCovIEtaIPhi );
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if (i == 2 || i == 5) {
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fTMVAReader[i]->AddVariable( "PreShowerOverRaw", &fMVAVar_ElePreShowerOverRaw );
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}
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fTMVAReader[i]->AddVariable( "ChargedIso03", &fMVAVar_EleChargedIso03OverPt );
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fTMVAReader[i]->AddVariable( "NeutralHadronIso03", &fMVAVar_EleNeutralHadronIso03OverPt );
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fTMVAReader[i]->AddVariable( "GammaIso03", &fMVAVar_EleGammaIso03OverPt );
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fTMVAReader[i]->AddVariable( "ChargedIso04", &fMVAVar_EleChargedIso04OverPt );
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fTMVAReader[i]->AddVariable( "NeutralHadronIso04", &fMVAVar_EleNeutralHadronIso04OverPt );
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fTMVAReader[i]->AddVariable( "GammaIso04", &fMVAVar_EleGammaIso04OverPt );
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sixie |
1.4 |
}
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sixie |
1.1 |
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if (i==0) fTMVAReader[i]->BookMVA(fMethodname , Subdet0Pt10To20Weights );
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if (i==1) fTMVAReader[i]->BookMVA(fMethodname , Subdet1Pt10To20Weights );
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if (i==2) fTMVAReader[i]->BookMVA(fMethodname , Subdet2Pt10To20Weights );
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if (i==3) fTMVAReader[i]->BookMVA(fMethodname , Subdet0Pt20ToInfWeights );
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if (i==4) fTMVAReader[i]->BookMVA(fMethodname , Subdet1Pt20ToInfWeights );
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if (i==5) fTMVAReader[i]->BookMVA(fMethodname , Subdet2Pt20ToInfWeights );
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}
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std::cout << "Electron ID MVA Initialization\n";
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sixie |
1.4 |
std::cout << "MethodName : " << fMethodname << " , type == " << type << std::endl;
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sixie |
1.1 |
std::cout << "Load weights file : " << Subdet0Pt10To20Weights << std::endl;
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std::cout << "Load weights file : " << Subdet1Pt10To20Weights << std::endl;
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std::cout << "Load weights file : " << Subdet2Pt10To20Weights << 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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std::cout << "Load weights file : " << Subdet2Pt20ToInfWeights << std::endl;
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}
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sixie |
1.3 |
//--------------------------------------------------------------------------------------------------
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sixie |
1.6 |
Double_t ElectronIDMVA::MVAValue(Double_t ElePt , Double_t EleEta,
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sixie |
1.3 |
Double_t EleSigmaIEtaIEta,
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Double_t EleDEtaIn,
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Double_t EleDPhiIn,
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Double_t EleHoverE,
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Double_t EleD0,
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Double_t EleDZ,
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Double_t EleFBrem,
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Double_t EleEOverP,
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Double_t EleESeedClusterOverPout,
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Double_t EleSigmaIPhiIPhi,
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Double_t EleNBrem,
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Double_t EleOneOverEMinusOneOverP,
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Double_t EleESeedClusterOverPIn,
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Double_t EleIP3d,
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sixie |
1.4 |
Double_t EleIP3dSig
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sixie |
1.3 |
) {
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if (!fIsInitialized) {
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std::cout << "Error: ElectronIDMVA 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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sixie |
1.6 |
if (fabs(EleEta) < 1.0) subdet = 0;
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else if (fabs(EleEta) < 1.479) subdet = 1;
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sixie |
1.3 |
else subdet = 2;
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Int_t ptBin = 0;
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if (ElePt > 20.0) ptBin = 1;
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//set all input variables
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fMVAVar_EleSigmaIEtaIEta = EleSigmaIEtaIEta;
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fMVAVar_EleDEtaIn = EleDEtaIn;
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fMVAVar_EleDPhiIn = EleDPhiIn;
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fMVAVar_EleHoverE = EleHoverE;
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fMVAVar_EleD0 = EleD0;
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fMVAVar_EleDZ = EleDZ;
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fMVAVar_EleFBrem = EleFBrem;
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fMVAVar_EleEOverP = EleEOverP;
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fMVAVar_EleESeedClusterOverPout = EleESeedClusterOverPout;
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fMVAVar_EleSigmaIPhiIPhi = EleSigmaIPhiIPhi;
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fMVAVar_EleNBrem = EleNBrem;
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fMVAVar_EleOneOverEMinusOneOverP = EleOneOverEMinusOneOverP;
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fMVAVar_EleESeedClusterOverPIn = EleESeedClusterOverPIn;
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fMVAVar_EleIP3d = EleIP3d;
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fMVAVar_EleIP3dSig = EleIP3dSig;
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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 == 2 && ptBin == 0) MVABin = 2;
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if (subdet == 0 && ptBin == 1) MVABin = 3;
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if (subdet == 1 && ptBin == 1) MVABin = 4;
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if (subdet == 2 && ptBin == 1) 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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return mva;
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}
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sixie |
1.6 |
//--------------------------------------------------------------------------------------------------
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Double_t ElectronIDMVA::MVAValue(Double_t ElePt , Double_t EleEta, Double_t PileupEnergyDensity,
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Double_t EleSigmaIEtaIEta,
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Double_t EleDEtaIn,
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Double_t EleDPhiIn,
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Double_t EleHoverE,
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Double_t EleD0,
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Double_t EleDZ,
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Double_t EleFBrem,
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Double_t EleEOverP,
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Double_t EleESeedClusterOverPout,
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Double_t EleSigmaIPhiIPhi,
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Double_t EleNBrem,
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Double_t EleOneOverEMinusOneOverP,
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Double_t EleESeedClusterOverPIn,
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Double_t EleIP3d,
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Double_t EleIP3dSig,
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Double_t EleGsfTrackChi2OverNdof,
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Double_t EledEtaCalo,
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Double_t EledPhiCalo,
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Double_t EleR9,
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Double_t EleSCEtaWidth,
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Double_t EleSCPhiWidth,
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Double_t EleCovIEtaIPhi,
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Double_t ElePreShowerOverRaw,
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Double_t EleChargedIso03,
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Double_t EleNeutralHadronIso03,
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Double_t EleGammaIso03,
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Double_t EleChargedIso04,
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Double_t EleNeutralHadronIso04,
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sixie |
1.10 |
Double_t EleGammaIso04,
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Bool_t printDebug
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sixie |
1.6 |
) {
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| 243 |
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| 244 |
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if (!fIsInitialized) {
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std::cout << "Error: ElectronIDMVA not properly initialized.\n";
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return -9999;
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}
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| 248 |
sixie |
1.3 |
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| 249 |
sixie |
1.8 |
Double_t Rho = 0;
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| 250 |
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if (!(TMath::IsNaN(PileupEnergyDensity) || isinf(PileupEnergyDensity))) Rho = PileupEnergyDensity;
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| 251 |
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| 252 |
sixie |
1.6 |
Int_t subdet = 0;
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| 253 |
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if (fabs(EleEta) < 1.0) subdet = 0;
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| 254 |
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else if (fabs(EleEta) < 1.479) subdet = 1;
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| 255 |
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else subdet = 2;
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| 256 |
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Int_t ptBin = 0;
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| 257 |
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if (ElePt > 20.0) ptBin = 1;
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| 258 |
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| 259 |
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//set all input variables
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fMVAVar_EleSigmaIEtaIEta = EleSigmaIEtaIEta;
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| 261 |
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fMVAVar_EleDEtaIn = EleDEtaIn;
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| 262 |
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fMVAVar_EleDPhiIn = EleDPhiIn;
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| 263 |
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fMVAVar_EleHoverE = EleHoverE;
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fMVAVar_EleD0 = EleD0;
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fMVAVar_EleDZ = EleDZ;
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fMVAVar_EleFBrem = EleFBrem;
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| 267 |
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fMVAVar_EleEOverP = EleEOverP;
|
| 268 |
|
|
fMVAVar_EleESeedClusterOverPout = EleESeedClusterOverPout;
|
| 269 |
|
|
fMVAVar_EleSigmaIPhiIPhi = EleSigmaIPhiIPhi;
|
| 270 |
|
|
fMVAVar_EleNBrem = EleNBrem;
|
| 271 |
|
|
fMVAVar_EleOneOverEMinusOneOverP = EleOneOverEMinusOneOverP;
|
| 272 |
|
|
fMVAVar_EleESeedClusterOverPIn = EleESeedClusterOverPIn;
|
| 273 |
|
|
fMVAVar_EleIP3d = EleIP3d;
|
| 274 |
|
|
fMVAVar_EleIP3dSig = EleIP3dSig;
|
| 275 |
|
|
fMVAVar_EleGsfTrackChi2OverNdof = EleGsfTrackChi2OverNdof;
|
| 276 |
|
|
fMVAVar_EledEtaCalo = EledEtaCalo;
|
| 277 |
|
|
fMVAVar_EledPhiCalo = EledPhiCalo;
|
| 278 |
|
|
fMVAVar_EleR9 = EleR9;
|
| 279 |
|
|
fMVAVar_EleSCEtaWidth = EleSCEtaWidth;
|
| 280 |
|
|
fMVAVar_EleSCPhiWidth = EleSCPhiWidth;
|
| 281 |
|
|
fMVAVar_EleCovIEtaIPhi = EleCovIEtaIPhi;
|
| 282 |
|
|
fMVAVar_ElePreShowerOverRaw = ElePreShowerOverRaw;
|
| 283 |
|
|
fMVAVar_EleChargedIso03OverPt
|
| 284 |
|
|
= (EleChargedIso03
|
| 285 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso03, EleEta)) / ElePt;
|
| 286 |
sixie |
1.6 |
fMVAVar_EleNeutralHadronIso03OverPt
|
| 287 |
|
|
= (EleNeutralHadronIso03
|
| 288 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso03, EleEta)
|
| 289 |
|
|
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,EleEta)) / ElePt;
|
| 290 |
sixie |
1.6 |
fMVAVar_EleGammaIso03OverPt
|
| 291 |
|
|
= (EleGammaIso03
|
| 292 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso03, EleEta)
|
| 293 |
|
|
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip03,EleEta))/ElePt;
|
| 294 |
sixie |
1.6 |
fMVAVar_EleChargedIso04OverPt
|
| 295 |
|
|
= (EleChargedIso04
|
| 296 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso04, EleEta))/ElePt;
|
| 297 |
sixie |
1.6 |
fMVAVar_EleNeutralHadronIso04OverPt
|
| 298 |
|
|
= (EleNeutralHadronIso04
|
| 299 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso04, EleEta)
|
| 300 |
|
|
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,EleEta))/ElePt;
|
| 301 |
sixie |
1.6 |
fMVAVar_EleGammaIso04OverPt
|
| 302 |
|
|
= (EleGammaIso04
|
| 303 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso04, EleEta)
|
| 304 |
|
|
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip04,EleEta))/ElePt;
|
| 305 |
sixie |
1.6 |
|
| 306 |
|
|
Double_t mva = -9999;
|
| 307 |
|
|
TMVA::Reader *reader = 0;
|
| 308 |
|
|
Int_t MVABin = -1;
|
| 309 |
|
|
if (subdet == 0 && ptBin == 0) MVABin = 0;
|
| 310 |
|
|
if (subdet == 1 && ptBin == 0) MVABin = 1;
|
| 311 |
|
|
if (subdet == 2 && ptBin == 0) MVABin = 2;
|
| 312 |
|
|
if (subdet == 0 && ptBin == 1) MVABin = 3;
|
| 313 |
|
|
if (subdet == 1 && ptBin == 1) MVABin = 4;
|
| 314 |
|
|
if (subdet == 2 && ptBin == 1) MVABin = 5;
|
| 315 |
|
|
assert(MVABin >= 0 && MVABin <= 5);
|
| 316 |
|
|
reader = fTMVAReader[MVABin];
|
| 317 |
|
|
|
| 318 |
|
|
mva = reader->EvaluateMVA( fMethodname );
|
| 319 |
|
|
|
| 320 |
sixie |
1.10 |
if (printDebug == kTRUE) {
|
| 321 |
sixie |
1.7 |
std::cout << "Debug Electron MVA: "
|
| 322 |
|
|
<< ElePt << " " << EleEta << " " << " --> MVABin " << MVABin << " : "
|
| 323 |
|
|
<< fMVAVar_EleSigmaIEtaIEta << " "
|
| 324 |
|
|
<< fMVAVar_EleDEtaIn << " "
|
| 325 |
|
|
<< fMVAVar_EleDPhiIn << " "
|
| 326 |
|
|
<< fMVAVar_EleHoverE << " "
|
| 327 |
|
|
<< fMVAVar_EleD0 << " "
|
| 328 |
|
|
<< fMVAVar_EleDZ << " "
|
| 329 |
|
|
<< fMVAVar_EleFBrem << " "
|
| 330 |
|
|
<< fMVAVar_EleEOverP << " "
|
| 331 |
|
|
<< fMVAVar_EleESeedClusterOverPout << " "
|
| 332 |
|
|
<< fMVAVar_EleSigmaIPhiIPhi << " "
|
| 333 |
|
|
<< fMVAVar_EleNBrem << " "
|
| 334 |
|
|
<< fMVAVar_EleOneOverEMinusOneOverP << " "
|
| 335 |
|
|
<< fMVAVar_EleESeedClusterOverPIn << " "
|
| 336 |
|
|
<< fMVAVar_EleIP3d << " "
|
| 337 |
|
|
<< fMVAVar_EleIP3dSig << " "
|
| 338 |
|
|
<< fMVAVar_EleGsfTrackChi2OverNdof << " "
|
| 339 |
|
|
<< fMVAVar_EledEtaCalo << " "
|
| 340 |
|
|
<< fMVAVar_EledPhiCalo << " "
|
| 341 |
|
|
<< fMVAVar_EleR9 << " "
|
| 342 |
|
|
<< fMVAVar_EleSCEtaWidth << " "
|
| 343 |
|
|
<< fMVAVar_EleSCPhiWidth << " "
|
| 344 |
|
|
<< fMVAVar_EleCovIEtaIPhi << " "
|
| 345 |
|
|
<< fMVAVar_ElePreShowerOverRaw << " "
|
| 346 |
|
|
<< fMVAVar_EleChargedIso03OverPt << " "
|
| 347 |
|
|
<< fMVAVar_EleNeutralHadronIso03OverPt << " "
|
| 348 |
|
|
<< fMVAVar_EleGammaIso03OverPt << " "
|
| 349 |
|
|
<< fMVAVar_EleChargedIso04OverPt << " "
|
| 350 |
|
|
<< fMVAVar_EleNeutralHadronIso04OverPt << " "
|
| 351 |
|
|
<< fMVAVar_EleGammaIso04OverPt << " "
|
| 352 |
|
|
<< " === : === "
|
| 353 |
|
|
<< mva
|
| 354 |
|
|
<< std::endl;
|
| 355 |
|
|
}
|
| 356 |
|
|
|
| 357 |
sixie |
1.6 |
return mva;
|
| 358 |
|
|
}
|
| 359 |
|
|
|
| 360 |
|
|
|
| 361 |
|
|
//--------------------------------------------------------------------------------------------------
|
| 362 |
|
|
Double_t ElectronIDMVA::MVAValue(const Electron *ele, const Vertex *vertex,
|
| 363 |
|
|
const PFCandidateCol *PFCands,
|
| 364 |
sixie |
1.10 |
const PileupEnergyDensityCol *PileupEnergyDensity,
|
| 365 |
sixie |
1.11 |
Double_t intRadius,
|
| 366 |
sixie |
1.10 |
Bool_t printDebug) {
|
| 367 |
sixie |
1.6 |
|
| 368 |
|
|
if (!fIsInitialized) {
|
| 369 |
|
|
std::cout << "Error: ElectronIDMVA not properly initialized.\n";
|
| 370 |
|
|
return -9999;
|
| 371 |
|
|
}
|
| 372 |
|
|
|
| 373 |
|
|
Int_t subdet = 0;
|
| 374 |
|
|
if (ele->SCluster()->AbsEta() < 1.0) subdet = 0;
|
| 375 |
|
|
else if (ele->SCluster()->AbsEta() < 1.479) subdet = 1;
|
| 376 |
|
|
else subdet = 2;
|
| 377 |
|
|
Int_t ptBin = 0;
|
| 378 |
|
|
if (ele->Pt() > 20.0) ptBin = 1;
|
| 379 |
sixie |
1.8 |
|
| 380 |
|
|
Double_t Rho = 0;
|
| 381 |
|
|
if (!(TMath::IsNaN(PileupEnergyDensity->At(0)->Rho()) || isinf(PileupEnergyDensity->At(0)->Rho()))) Rho = PileupEnergyDensity->At(0)->Rho();
|
| 382 |
|
|
|
| 383 |
sixie |
1.6 |
//set all input variables
|
| 384 |
|
|
fMVAVar_EleSigmaIEtaIEta = ele->CoviEtaiEta() ;
|
| 385 |
|
|
fMVAVar_EleDEtaIn = ele->DeltaEtaSuperClusterTrackAtVtx();
|
| 386 |
|
|
fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
|
| 387 |
|
|
fMVAVar_EleHoverE = ele->HadronicOverEm();
|
| 388 |
|
|
fMVAVar_EleD0 = ele->BestTrk()->D0Corrected(*vertex);
|
| 389 |
|
|
fMVAVar_EleDZ = ele->BestTrk()->DzCorrected(*vertex);
|
| 390 |
|
|
fMVAVar_EleFBrem = ele->FBrem();
|
| 391 |
|
|
fMVAVar_EleEOverP = ele->ESuperClusterOverP();
|
| 392 |
|
|
fMVAVar_EleESeedClusterOverPout = ele->ESeedClusterOverPout();
|
| 393 |
|
|
if (!TMath::IsNaN(ele->SCluster()->Seed()->CoviPhiiPhi())) fMVAVar_EleSigmaIPhiIPhi = TMath::Sqrt(ele->SCluster()->Seed()->CoviPhiiPhi());
|
| 394 |
|
|
else fMVAVar_EleSigmaIPhiIPhi = ele->CoviEtaiEta();
|
| 395 |
|
|
fMVAVar_EleNBrem = ele->NumberOfClusters() - 1;
|
| 396 |
|
|
fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->SCluster()->Energy())) - 1.0 / ele->BestTrk()->P();
|
| 397 |
|
|
fMVAVar_EleESeedClusterOverPIn = ele->ESeedClusterOverPIn();
|
| 398 |
|
|
fMVAVar_EleIP3d = ele->Ip3dPV();
|
| 399 |
|
|
fMVAVar_EleIP3dSig = ele->Ip3dPVSignificance();
|
| 400 |
|
|
fMVAVar_EleGsfTrackChi2OverNdof = ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof();
|
| 401 |
|
|
fMVAVar_EledEtaCalo = ele->DeltaEtaSeedClusterTrackAtCalo();
|
| 402 |
|
|
fMVAVar_EledPhiCalo = ele->DeltaPhiSeedClusterTrackAtCalo();
|
| 403 |
|
|
fMVAVar_EleR9 = ele->SCluster()->R9();
|
| 404 |
|
|
fMVAVar_EleSCEtaWidth = ele->SCluster()->EtaWidth();
|
| 405 |
|
|
fMVAVar_EleSCPhiWidth = ele->SCluster()->PhiWidth();
|
| 406 |
|
|
fMVAVar_EleCovIEtaIPhi = ele->SCluster()->Seed()->CoviEtaiPhi();
|
| 407 |
|
|
fMVAVar_ElePreShowerOverRaw = ele->SCluster()->PreshowerEnergy() / ele->SCluster()->RawEnergy();
|
| 408 |
|
|
fMVAVar_EleChargedIso03OverPt
|
| 409 |
sixie |
1.11 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 99999, 0.3, intRadius)
|
| 410 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso03, ele->SCluster()->Eta())) / ele->Pt();
|
| 411 |
sixie |
1.6 |
fMVAVar_EleNeutralHadronIso03OverPt
|
| 412 |
sixie |
1.11 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.3, intRadius, PFCandidate::eNeutralHadron)
|
| 413 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso03, ele->SCluster()->Eta())
|
| 414 |
|
|
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,ele->SCluster()->Eta())) / ele->Pt();
|
| 415 |
sixie |
1.6 |
fMVAVar_EleGammaIso03OverPt
|
| 416 |
sixie |
1.11 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.3, intRadius, PFCandidate::eGamma)
|
| 417 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso03, ele->SCluster()->Eta())
|
| 418 |
|
|
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip03,ele->SCluster()->Eta())) / ele->Pt();
|
| 419 |
sixie |
1.6 |
fMVAVar_EleChargedIso04OverPt
|
| 420 |
sixie |
1.11 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 99999, 0.4, intRadius)
|
| 421 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso04, ele->SCluster()->Eta())) / ele->Pt();
|
| 422 |
sixie |
1.6 |
fMVAVar_EleNeutralHadronIso04OverPt
|
| 423 |
sixie |
1.11 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.4, intRadius, PFCandidate::eNeutralHadron)
|
| 424 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso04, ele->SCluster()->Eta())
|
| 425 |
|
|
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,ele->SCluster()->Eta())) / ele->Pt() ;
|
| 426 |
sixie |
1.6 |
fMVAVar_EleGammaIso04OverPt
|
| 427 |
sixie |
1.11 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.4, intRadius, PFCandidate::eGamma)
|
| 428 |
sixie |
1.8 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso04, ele->SCluster()->Eta())
|
| 429 |
|
|
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip04,ele->SCluster()->Eta())) / ele->Pt();
|
| 430 |
sixie |
1.6 |
|
| 431 |
|
|
Double_t mva = -9999;
|
| 432 |
|
|
TMVA::Reader *reader = 0;
|
| 433 |
|
|
Int_t MVABin = -1;
|
| 434 |
|
|
if (subdet == 0 && ptBin == 0) MVABin = 0;
|
| 435 |
|
|
if (subdet == 1 && ptBin == 0) MVABin = 1;
|
| 436 |
|
|
if (subdet == 2 && ptBin == 0) MVABin = 2;
|
| 437 |
|
|
if (subdet == 0 && ptBin == 1) MVABin = 3;
|
| 438 |
|
|
if (subdet == 1 && ptBin == 1) MVABin = 4;
|
| 439 |
|
|
if (subdet == 2 && ptBin == 1) MVABin = 5;
|
| 440 |
|
|
assert(MVABin >= 0 && MVABin <= 5);
|
| 441 |
|
|
reader = fTMVAReader[MVABin];
|
| 442 |
|
|
|
| 443 |
|
|
mva = reader->EvaluateMVA( fMethodname );
|
| 444 |
|
|
|
| 445 |
sixie |
1.10 |
if (printDebug == kTRUE) {
|
| 446 |
sixie |
1.7 |
std::cout << "Debug Electron MVA: "
|
| 447 |
|
|
<< ele->Pt() << " " << ele->Eta() << " " << ele->Phi() << " : "
|
| 448 |
|
|
<< ele->Pt() << " " << ele->SCluster()->AbsEta() << " --> MVABin " << MVABin << " : "
|
| 449 |
|
|
<< fMVAVar_EleSigmaIEtaIEta << " "
|
| 450 |
|
|
<< fMVAVar_EleDEtaIn << " "
|
| 451 |
|
|
<< fMVAVar_EleDPhiIn << " "
|
| 452 |
|
|
<< fMVAVar_EleHoverE << " "
|
| 453 |
|
|
<< fMVAVar_EleD0 << " "
|
| 454 |
|
|
<< fMVAVar_EleDZ << " "
|
| 455 |
|
|
<< fMVAVar_EleFBrem << " "
|
| 456 |
|
|
<< fMVAVar_EleEOverP << " "
|
| 457 |
|
|
<< fMVAVar_EleESeedClusterOverPout << " "
|
| 458 |
|
|
<< fMVAVar_EleSigmaIPhiIPhi << " "
|
| 459 |
|
|
<< fMVAVar_EleNBrem << " "
|
| 460 |
|
|
<< fMVAVar_EleOneOverEMinusOneOverP << " "
|
| 461 |
|
|
<< fMVAVar_EleESeedClusterOverPIn << " "
|
| 462 |
|
|
<< fMVAVar_EleIP3d << " "
|
| 463 |
|
|
<< fMVAVar_EleIP3dSig << " "
|
| 464 |
|
|
<< fMVAVar_EleGsfTrackChi2OverNdof << " "
|
| 465 |
|
|
<< fMVAVar_EledEtaCalo << " "
|
| 466 |
|
|
<< fMVAVar_EledPhiCalo << " "
|
| 467 |
|
|
<< fMVAVar_EleR9 << " "
|
| 468 |
|
|
<< fMVAVar_EleSCEtaWidth << " "
|
| 469 |
|
|
<< fMVAVar_EleSCPhiWidth << " "
|
| 470 |
|
|
<< fMVAVar_EleCovIEtaIPhi << " "
|
| 471 |
|
|
<< fMVAVar_ElePreShowerOverRaw << " "
|
| 472 |
|
|
<< fMVAVar_EleChargedIso03OverPt << " "
|
| 473 |
|
|
<< fMVAVar_EleNeutralHadronIso03OverPt << " "
|
| 474 |
|
|
<< fMVAVar_EleGammaIso03OverPt << " "
|
| 475 |
|
|
<< fMVAVar_EleChargedIso04OverPt << " "
|
| 476 |
|
|
<< fMVAVar_EleNeutralHadronIso04OverPt << " "
|
| 477 |
|
|
<< fMVAVar_EleGammaIso04OverPt << " "
|
| 478 |
|
|
<< " === : === "
|
| 479 |
|
|
<< mva << " "
|
| 480 |
|
|
<< std::endl;
|
| 481 |
|
|
|
| 482 |
|
|
}
|
| 483 |
|
|
|
| 484 |
sixie |
1.6 |
return mva;
|
| 485 |
|
|
}
|
| 486 |
sixie |
1.1 |
|
| 487 |
|
|
//--------------------------------------------------------------------------------------------------
|
| 488 |
|
|
Double_t ElectronIDMVA::MVAValue(const Electron *ele, const Vertex *vertex) {
|
| 489 |
|
|
|
| 490 |
|
|
if (!fIsInitialized) {
|
| 491 |
|
|
std::cout << "Error: ElectronIDMVA not properly initialized.\n";
|
| 492 |
|
|
return -9999;
|
| 493 |
|
|
}
|
| 494 |
|
|
|
| 495 |
|
|
Int_t subdet = 0;
|
| 496 |
|
|
if (ele->SCluster()->AbsEta() < 1.0) subdet = 0;
|
| 497 |
|
|
else if (ele->SCluster()->AbsEta() < 1.479) subdet = 1;
|
| 498 |
|
|
else subdet = 2;
|
| 499 |
|
|
Int_t ptBin = 0;
|
| 500 |
|
|
if (ele->Pt() > 20.0) ptBin = 1;
|
| 501 |
|
|
|
| 502 |
|
|
//set all input variables
|
| 503 |
|
|
fMVAVar_EleSigmaIEtaIEta = ele->CoviEtaiEta() ;
|
| 504 |
|
|
fMVAVar_EleDEtaIn = ele->DeltaEtaSuperClusterTrackAtVtx();
|
| 505 |
|
|
fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
|
| 506 |
|
|
fMVAVar_EleHoverE = ele->HadronicOverEm();
|
| 507 |
|
|
fMVAVar_EleD0 = ele->BestTrk()->D0Corrected(*vertex);
|
| 508 |
|
|
fMVAVar_EleDZ = ele->BestTrk()->DzCorrected(*vertex);
|
| 509 |
|
|
fMVAVar_EleFBrem = ele->FBrem();
|
| 510 |
|
|
fMVAVar_EleEOverP = ele->ESuperClusterOverP();
|
| 511 |
|
|
fMVAVar_EleESeedClusterOverPout = ele->ESeedClusterOverPout();
|
| 512 |
|
|
if (!TMath::IsNaN(ele->SCluster()->Seed()->CoviPhiiPhi())) fMVAVar_EleSigmaIPhiIPhi = TMath::Sqrt(ele->SCluster()->Seed()->CoviPhiiPhi());
|
| 513 |
|
|
else fMVAVar_EleSigmaIPhiIPhi = ele->CoviEtaiEta();
|
| 514 |
|
|
fMVAVar_EleNBrem = ele->NumberOfClusters() - 1;
|
| 515 |
sixie |
1.5 |
fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->SCluster()->Energy())) - 1.0 / ele->BestTrk()->P();
|
| 516 |
sixie |
1.1 |
fMVAVar_EleESeedClusterOverPIn = ele->ESeedClusterOverPIn();
|
| 517 |
|
|
fMVAVar_EleIP3d = ele->Ip3dPV();
|
| 518 |
|
|
fMVAVar_EleIP3dSig = ele->Ip3dPVSignificance();
|
| 519 |
|
|
|
| 520 |
|
|
Double_t mva = -9999;
|
| 521 |
|
|
TMVA::Reader *reader = 0;
|
| 522 |
|
|
Int_t MVABin = -1;
|
| 523 |
|
|
if (subdet == 0 && ptBin == 0) MVABin = 0;
|
| 524 |
|
|
if (subdet == 1 && ptBin == 0) MVABin = 1;
|
| 525 |
|
|
if (subdet == 2 && ptBin == 0) MVABin = 2;
|
| 526 |
|
|
if (subdet == 0 && ptBin == 1) MVABin = 3;
|
| 527 |
|
|
if (subdet == 1 && ptBin == 1) MVABin = 4;
|
| 528 |
|
|
if (subdet == 2 && ptBin == 1) MVABin = 5;
|
| 529 |
|
|
assert(MVABin >= 0 && MVABin <= 5);
|
| 530 |
|
|
reader = fTMVAReader[MVABin];
|
| 531 |
|
|
|
| 532 |
|
|
mva = reader->EvaluateMVA( fMethodname );
|
| 533 |
|
|
|
| 534 |
|
|
return mva;
|
| 535 |
|
|
}
|
