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#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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fMVAType(ElectronIDMVA::kUninitialized),
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fUseBinnedVersion(kTRUE),
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fNMVABins(0),
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fTheRhoType(RhoUtilities::DEFAULT)
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{
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// Constructor.
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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<fTMVAReader.size(); ++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( std::string methodName,
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std::string weightsfile,
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ElectronIDMVA::MVAType type,
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RhoUtilities::RhoType theRhoType)
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{
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std::vector<std::string> tempWeightFileVector;
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tempWeightFileVector.push_back(weightsfile);
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Initialize(methodName,type,kFALSE,tempWeightFileVector,theRhoType);
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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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ElectronIDMVA::MVAType type,
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RhoUtilities::RhoType theRhoType) {
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std::vector<std::string> tempWeightFileVector;
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tempWeightFileVector.push_back(std::string(Subdet0Pt10To20Weights.Data()));
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tempWeightFileVector.push_back(std::string(Subdet1Pt10To20Weights.Data()));
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tempWeightFileVector.push_back(std::string(Subdet2Pt10To20Weights.Data()));
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tempWeightFileVector.push_back(std::string(Subdet0Pt20ToInfWeights.Data()));
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tempWeightFileVector.push_back(std::string(Subdet1Pt20ToInfWeights.Data()));
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tempWeightFileVector.push_back(std::string(Subdet2Pt20ToInfWeights.Data()));
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Initialize(std::string(methodName.Data()),type,kTRUE,tempWeightFileVector,theRhoType);
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}
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//--------------------------------------------------------------------------------------------------
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void ElectronIDMVA::Initialize( std::string methodName,
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ElectronIDMVA::MVAType type,
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Bool_t useBinnedVersion,
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std::vector<std::string> weightsfiles,
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RhoUtilities::RhoType theRhoType
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) {
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//clean up first
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for (uint i=0;i<fTMVAReader.size(); ++i) {
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if (fTMVAReader[i]) delete fTMVAReader[i];
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}
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fTMVAReader.clear();
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//initialize
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fIsInitialized = kTRUE;
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fMethodname = methodName;
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fMVAType = type;
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fUseBinnedVersion = useBinnedVersion;
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fTheRhoType = theRhoType;
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//Define expected number of bins
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UInt_t ExpectedNBins = 0;
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if (!fUseBinnedVersion) {
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ExpectedNBins = 1;
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} else if (type == kBaseline
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||type == kNoIPInfo
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||type == kWithIPInfo
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||type == kIDIsoCombined) {
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ExpectedNBins = 6;
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} else if (type == kIDEGamma2012TrigV0 ||
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type == kIDEGamma2012NonTrigV0 ||
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type == kIDEGamma2012NonTrigV1 ||
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type == kIDHWW2012TrigV0 ||
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type == kIDIsoCombinedHWW2012TrigV4
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) {
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ExpectedNBins = 6;
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} else if (type == kIsoRingsV0) {
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ExpectedNBins = 4;
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}
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fNMVABins = ExpectedNBins;
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//Check number of weight files given
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if (fNMVABins != weightsfiles.size() ) {
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std::cout << "Error: Expected Number of bins = " << fNMVABins << " does not equal to weightsfiles.size() = "
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<< weightsfiles.size() << std::endl;
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assert(fNMVABins == weightsfiles.size());
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}
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for(UInt_t i=0; i<fNMVABins; ++i) {
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TMVA::Reader *tmpTMVAReader = new TMVA::Reader( "!Color:!Silent:Error" );
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tmpTMVAReader->SetVerbose(kTRUE);
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if (type == kBaseline) {
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tmpTMVAReader->AddVariable( "SigmaIEtaIEta", &fMVAVar_EleSigmaIEtaIEta );
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tmpTMVAReader->AddVariable( "DEtaIn", &fMVAVar_EleDEtaIn );
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tmpTMVAReader->AddVariable( "DPhiIn", &fMVAVar_EleDPhiIn );
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tmpTMVAReader->AddVariable( "FBrem", &fMVAVar_EleFBrem );
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tmpTMVAReader->AddVariable( "SigmaIPhiIPhi", &fMVAVar_EleSigmaIPhiIPhi );
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tmpTMVAReader->AddVariable( "NBrem", &fMVAVar_EleNBrem );
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tmpTMVAReader->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP );
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}
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if (type == kNoIPInfo) {
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tmpTMVAReader->AddVariable( "SigmaIEtaIEta", &fMVAVar_EleSigmaIEtaIEta );
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tmpTMVAReader->AddVariable( "DEtaIn", &fMVAVar_EleDEtaIn );
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tmpTMVAReader->AddVariable( "DPhiIn", &fMVAVar_EleDPhiIn );
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tmpTMVAReader->AddVariable( "FBrem", &fMVAVar_EleFBrem );
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tmpTMVAReader->AddVariable( "EOverP", &fMVAVar_EleEOverP );
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tmpTMVAReader->AddVariable( "ESeedClusterOverPout", &fMVAVar_EleESeedClusterOverPout );
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tmpTMVAReader->AddVariable( "SigmaIPhiIPhi", &fMVAVar_EleSigmaIPhiIPhi );
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tmpTMVAReader->AddVariable( "NBrem", &fMVAVar_EleNBrem );
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tmpTMVAReader->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP );
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tmpTMVAReader->AddVariable( "ESeedClusterOverPIn", &fMVAVar_EleESeedClusterOverPIn );
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}
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if (type == kWithIPInfo) {
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tmpTMVAReader->AddVariable( "SigmaIEtaIEta", &fMVAVar_EleSigmaIEtaIEta );
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tmpTMVAReader->AddVariable( "DEtaIn", &fMVAVar_EleDEtaIn );
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tmpTMVAReader->AddVariable( "DPhiIn", &fMVAVar_EleDPhiIn );
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tmpTMVAReader->AddVariable( "D0", &fMVAVar_EleD0 );
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tmpTMVAReader->AddVariable( "FBrem", &fMVAVar_EleFBrem );
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tmpTMVAReader->AddVariable( "EOverP", &fMVAVar_EleEOverP );
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tmpTMVAReader->AddVariable( "ESeedClusterOverPout", &fMVAVar_EleESeedClusterOverPout );
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tmpTMVAReader->AddVariable( "SigmaIPhiIPhi", &fMVAVar_EleSigmaIPhiIPhi );
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tmpTMVAReader->AddVariable( "NBrem", &fMVAVar_EleNBrem );
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tmpTMVAReader->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP );
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tmpTMVAReader->AddVariable( "ESeedClusterOverPIn", &fMVAVar_EleESeedClusterOverPIn );
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tmpTMVAReader->AddVariable( "IP3d", &fMVAVar_EleIP3d );
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tmpTMVAReader->AddVariable( "IP3dSig", &fMVAVar_EleIP3dSig );
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}
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if (type == kIDIsoCombined) {
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tmpTMVAReader->AddVariable( "SigmaIEtaIEta", &fMVAVar_EleSigmaIEtaIEta );
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tmpTMVAReader->AddVariable( "DEtaIn", &fMVAVar_EleDEtaIn );
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tmpTMVAReader->AddVariable( "DPhiIn", &fMVAVar_EleDPhiIn );
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tmpTMVAReader->AddVariable( "D0", &fMVAVar_EleD0 );
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tmpTMVAReader->AddVariable( "FBrem", &fMVAVar_EleFBrem );
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tmpTMVAReader->AddVariable( "EOverP", &fMVAVar_EleEOverP );
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tmpTMVAReader->AddVariable( "ESeedClusterOverPout", &fMVAVar_EleESeedClusterOverPout );
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tmpTMVAReader->AddVariable( "SigmaIPhiIPhi", &fMVAVar_EleSigmaIPhiIPhi );
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tmpTMVAReader->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP );
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tmpTMVAReader->AddVariable( "ESeedClusterOverPIn", &fMVAVar_EleESeedClusterOverPIn );
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tmpTMVAReader->AddVariable( "IP3d", &fMVAVar_EleIP3d );
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tmpTMVAReader->AddVariable( "IP3dSig", &fMVAVar_EleIP3dSig );
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tmpTMVAReader->AddVariable( "GsfTrackChi2OverNdof", &fMVAVar_EleGsfTrackChi2OverNdof );
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tmpTMVAReader->AddVariable( "dEtaCalo", &fMVAVar_EledEtaCalo );
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tmpTMVAReader->AddVariable( "dPhiCalo", &fMVAVar_EledPhiCalo );
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tmpTMVAReader->AddVariable( "R9", &fMVAVar_EleR9 );
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tmpTMVAReader->AddVariable( "SCEtaWidth", &fMVAVar_EleSCEtaWidth );
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tmpTMVAReader->AddVariable( "SCPhiWidth", &fMVAVar_EleSCPhiWidth );
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tmpTMVAReader->AddVariable( "CovIEtaIPhi", &fMVAVar_EleCovIEtaIPhi );
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if (i == 2 || i == 5) {
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tmpTMVAReader->AddVariable( "PreShowerOverRaw", &fMVAVar_ElePreShowerOverRaw );
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}
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tmpTMVAReader->AddVariable( "ChargedIso03", &fMVAVar_EleChargedIso03OverPt );
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tmpTMVAReader->AddVariable( "NeutralHadronIso03", &fMVAVar_EleNeutralHadronIso03OverPt );
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tmpTMVAReader->AddVariable( "GammaIso03", &fMVAVar_EleGammaIso03OverPt );
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tmpTMVAReader->AddVariable( "ChargedIso04", &fMVAVar_EleChargedIso04OverPt );
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tmpTMVAReader->AddVariable( "NeutralHadronIso04", &fMVAVar_EleNeutralHadronIso04OverPt );
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tmpTMVAReader->AddVariable( "GammaIso04", &fMVAVar_EleGammaIso04OverPt );
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}
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if (type == kIDEGamma2012TrigV0 || type == kIDHWW2012TrigV0) {
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// Pure tracking variables
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tmpTMVAReader->AddVariable("fbrem", &fMVAVar_EleFBrem);
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tmpTMVAReader->AddVariable("kfchi2", &fMVAVar_EleKFTrkChiSqr);
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tmpTMVAReader->AddVariable("kfhits", &fMVAVar_EleKFTrkNLayers); //Don't have this in (BAMBU <= 025)
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if(type == kIDEGamma2012TrigV0)
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tmpTMVAReader->AddVariable("kfhitsall", &fMVAVar_EleKFTrkNHits);
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tmpTMVAReader->AddVariable("gsfchi2", &fMVAVar_EleGsfTrackChi2OverNdof);
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tmpTMVAReader->AddVariable("deta", &fMVAVar_EleDEtaIn);
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tmpTMVAReader->AddVariable("dphi", &fMVAVar_EleDPhiIn);
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tmpTMVAReader->AddVariable("detacalo", &fMVAVar_EledEtaCalo);
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tmpTMVAReader->AddVariable("see", &fMVAVar_EleSigmaIEtaIEta);
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tmpTMVAReader->AddVariable("spp", &fMVAVar_EleSigmaIPhiIPhi);
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tmpTMVAReader->AddVariable("etawidth", &fMVAVar_EleSCEtaWidth);
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tmpTMVAReader->AddVariable("phiwidth", &fMVAVar_EleSCPhiWidth);
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tmpTMVAReader->AddVariable("e1x5e5x5", &fMVAVar_EleE1x5OverE5x5);
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tmpTMVAReader->AddVariable("R9", &fMVAVar_EleR9);
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tmpTMVAReader->AddVariable("HoE", &fMVAVar_EleHoverE);
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tmpTMVAReader->AddVariable("EoP", &fMVAVar_EleEOverP);
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tmpTMVAReader->AddVariable("IoEmIoP", &fMVAVar_EleOneOverEMinusOneOverP);
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tmpTMVAReader->AddVariable("eleEoPout", &fMVAVar_EleEEleClusterOverPout); //Don't have this in (BAMBU <= 025)
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if(type == kIDEGamma2012TrigV0)
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tmpTMVAReader->AddVariable("EoPout", &fMVAVar_EleESeedClusterOverPout);
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if (i == 2 || i == 5) {
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tmpTMVAReader->AddVariable( "PreShowerOverRaw", &fMVAVar_ElePreShowerOverRaw );
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}
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tmpTMVAReader->AddVariable( "d0", &fMVAVar_EleD0);
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tmpTMVAReader->AddVariable( "ip3d", &fMVAVar_EleIP3d);
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tmpTMVAReader->AddSpectator("eta", &fMVAVar_EleEta);
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tmpTMVAReader->AddSpectator("pt", &fMVAVar_ElePt);
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}
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if (type == kIDEGamma2012NonTrigV0 ) {
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// Pure tracking variables
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tmpTMVAReader->AddVariable("fbrem", &fMVAVar_EleFBrem);
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tmpTMVAReader->AddVariable("kfchi2", &fMVAVar_EleKFTrkChiSqr);
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tmpTMVAReader->AddVariable("kfhitsall", &fMVAVar_EleKFTrkNHits);
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tmpTMVAReader->AddVariable("gsfchi2", &fMVAVar_EleGsfTrackChi2OverNdof);
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tmpTMVAReader->AddVariable("deta", &fMVAVar_EleDEtaIn);
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tmpTMVAReader->AddVariable("dphi", &fMVAVar_EleDPhiIn);
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tmpTMVAReader->AddVariable("detacalo", &fMVAVar_EledEtaCalo);
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tmpTMVAReader->AddVariable("see", &fMVAVar_EleSigmaIEtaIEta);
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tmpTMVAReader->AddVariable("spp", &fMVAVar_EleSigmaIPhiIPhi);
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tmpTMVAReader->AddVariable("etawidth", &fMVAVar_EleSCEtaWidth);
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tmpTMVAReader->AddVariable("phiwidth", &fMVAVar_EleSCPhiWidth);
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tmpTMVAReader->AddVariable("e1x5e5x5", &fMVAVar_EleE1x5OverE5x5);
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tmpTMVAReader->AddVariable("R9", &fMVAVar_EleR9);
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tmpTMVAReader->AddVariable("HoE", &fMVAVar_EleHoverE);
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tmpTMVAReader->AddVariable("EoP", &fMVAVar_EleEOverP);
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tmpTMVAReader->AddVariable("IoEmIoP", &fMVAVar_EleOneOverEMinusOneOverP);
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tmpTMVAReader->AddVariable("EoPout", &fMVAVar_EleESeedClusterOverPout);
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if (i==2 || i==5) {
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tmpTMVAReader->AddVariable("PreShowerOverRaw",&fMVAVar_ElePreShowerOverRaw);
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}
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tmpTMVAReader->AddSpectator("eta", &fMVAVar_EleEta);
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tmpTMVAReader->AddSpectator("pt", &fMVAVar_ElePt);
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}
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if (type == kIDEGamma2012NonTrigV1 ) {
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// Pure tracking variables
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tmpTMVAReader->AddVariable("fbrem", &fMVAVar_EleFBrem);
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| 258 |
tmpTMVAReader->AddVariable("kfchi2", &fMVAVar_EleKFTrkChiSqr);
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| 259 |
tmpTMVAReader->AddVariable("kfhits", &fMVAVar_EleKFTrkNLayers);
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| 260 |
tmpTMVAReader->AddVariable("gsfchi2", &fMVAVar_EleGsfTrackChi2OverNdof);
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tmpTMVAReader->AddVariable("deta", &fMVAVar_EleDEtaIn);
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tmpTMVAReader->AddVariable("dphi", &fMVAVar_EleDPhiIn);
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tmpTMVAReader->AddVariable("detacalo", &fMVAVar_EledEtaCalo);
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tmpTMVAReader->AddVariable("see", &fMVAVar_EleSigmaIEtaIEta);
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tmpTMVAReader->AddVariable("spp", &fMVAVar_EleSigmaIPhiIPhi);
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tmpTMVAReader->AddVariable("etawidth", &fMVAVar_EleSCEtaWidth);
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tmpTMVAReader->AddVariable("phiwidth", &fMVAVar_EleSCPhiWidth);
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| 268 |
tmpTMVAReader->AddVariable("e1x5e5x5", &fMVAVar_EleE1x5OverE5x5);
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| 269 |
tmpTMVAReader->AddVariable("R9", &fMVAVar_EleR9);
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| 270 |
tmpTMVAReader->AddVariable("HoE", &fMVAVar_EleHoverE);
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| 271 |
tmpTMVAReader->AddVariable("EoP", &fMVAVar_EleEOverP);
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tmpTMVAReader->AddVariable("IoEmIoP", &fMVAVar_EleOneOverEMinusOneOverP);
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tmpTMVAReader->AddVariable("eleEoPout", &fMVAVar_EleEEleClusterOverPout);
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| 274 |
if (i==2 || i==5) {
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| 275 |
tmpTMVAReader->AddVariable("PreShowerOverRaw",&fMVAVar_ElePreShowerOverRaw);
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}
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| 277 |
tmpTMVAReader->AddSpectator("eta", &fMVAVar_EleEta);
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| 278 |
tmpTMVAReader->AddSpectator("pt", &fMVAVar_ElePt);
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| 279 |
}
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| 280 |
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| 281 |
if (type == kIsoRingsV0) {
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| 282 |
tmpTMVAReader->AddVariable( "ChargedIso_DR0p0To0p1", &fMVAVar_ChargedIso_DR0p0To0p1 );
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| 283 |
tmpTMVAReader->AddVariable( "ChargedIso_DR0p1To0p2", &fMVAVar_ChargedIso_DR0p1To0p2 );
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| 284 |
tmpTMVAReader->AddVariable( "ChargedIso_DR0p2To0p3", &fMVAVar_ChargedIso_DR0p2To0p3 );
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| 285 |
tmpTMVAReader->AddVariable( "ChargedIso_DR0p3To0p4", &fMVAVar_ChargedIso_DR0p3To0p4 );
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tmpTMVAReader->AddVariable( "ChargedIso_DR0p4To0p5", &fMVAVar_ChargedIso_DR0p4To0p5 );
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| 287 |
tmpTMVAReader->AddVariable( "GammaIso_DR0p0To0p1", &fMVAVar_GammaIso_DR0p0To0p1 );
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| 288 |
tmpTMVAReader->AddVariable( "GammaIso_DR0p1To0p2", &fMVAVar_GammaIso_DR0p1To0p2 );
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| 289 |
tmpTMVAReader->AddVariable( "GammaIso_DR0p2To0p3", &fMVAVar_GammaIso_DR0p2To0p3 );
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| 290 |
tmpTMVAReader->AddVariable( "GammaIso_DR0p3To0p4", &fMVAVar_GammaIso_DR0p3To0p4 );
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| 291 |
tmpTMVAReader->AddVariable( "GammaIso_DR0p4To0p5", &fMVAVar_GammaIso_DR0p4To0p5 );
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| 292 |
tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p0To0p1", &fMVAVar_NeutralHadronIso_DR0p0To0p1 );
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| 293 |
tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p1To0p2", &fMVAVar_NeutralHadronIso_DR0p1To0p2 );
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| 294 |
tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p2To0p3", &fMVAVar_NeutralHadronIso_DR0p2To0p3 );
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| 295 |
tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p3To0p4", &fMVAVar_NeutralHadronIso_DR0p3To0p4 );
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| 296 |
tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p4To0p5", &fMVAVar_NeutralHadronIso_DR0p4To0p5 );
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| 297 |
tmpTMVAReader->AddSpectator( "eta", &fMVAVar_EleEta );
|
| 298 |
tmpTMVAReader->AddSpectator( "pt" , &fMVAVar_ElePt );
|
| 299 |
}
|
| 300 |
|
| 301 |
if (type == kIDIsoCombinedHWW2012TrigV4) {
|
| 302 |
|
| 303 |
// Pure tracking variables
|
| 304 |
tmpTMVAReader->AddVariable("fbrem", &fMVAVar_EleFBrem);
|
| 305 |
tmpTMVAReader->AddVariable("kfchi2", &fMVAVar_EleKFTrkChiSqr);
|
| 306 |
tmpTMVAReader->AddVariable("kflayers", &fMVAVar_EleKFTrkNLayers);
|
| 307 |
tmpTMVAReader->AddVariable("gsfchi2", &fMVAVar_EleGsfTrackChi2OverNdof);
|
| 308 |
|
| 309 |
// Geometrical matchings
|
| 310 |
tmpTMVAReader->AddVariable("deta", &fMVAVar_EleDEtaIn);
|
| 311 |
tmpTMVAReader->AddVariable("dphi", &fMVAVar_EleDPhiIn);
|
| 312 |
tmpTMVAReader->AddVariable("detacalo", &fMVAVar_EledEtaCalo);
|
| 313 |
|
| 314 |
// Pure ECAL -> shower shapes
|
| 315 |
tmpTMVAReader->AddVariable("see", &fMVAVar_EleSigmaIEtaIEta);
|
| 316 |
tmpTMVAReader->AddVariable("spp", &fMVAVar_EleSigmaIPhiIPhi);
|
| 317 |
tmpTMVAReader->AddVariable("etawidth", &fMVAVar_EleSCEtaWidth);
|
| 318 |
tmpTMVAReader->AddVariable("phiwidth", &fMVAVar_EleSCPhiWidth);
|
| 319 |
tmpTMVAReader->AddVariable("OneMinusSeedE1x5OverE5x5", &fMVAVar_EleOneMinusE1x5OverE5x5);
|
| 320 |
tmpTMVAReader->AddVariable("R9", &fMVAVar_EleR9);
|
| 321 |
|
| 322 |
// Energy matching
|
| 323 |
tmpTMVAReader->AddVariable("HoE", &fMVAVar_EleHoverE);
|
| 324 |
tmpTMVAReader->AddVariable("EoP", &fMVAVar_EleEOverP);
|
| 325 |
tmpTMVAReader->AddVariable("IoEmIoP", &fMVAVar_EleOneOverEMinusOneOverP);
|
| 326 |
tmpTMVAReader->AddVariable("EEleoPout", &fMVAVar_EleEEleClusterOverPout);
|
| 327 |
if(i == 2 || i == 5) {
|
| 328 |
tmpTMVAReader->AddVariable("PreShowerOverRaw",&fMVAVar_ElePreShowerOverRaw);
|
| 329 |
}
|
| 330 |
|
| 331 |
// IP
|
| 332 |
tmpTMVAReader->AddVariable("d0", &fMVAVar_EleD0);
|
| 333 |
tmpTMVAReader->AddVariable("ip3d", &fMVAVar_EleIP3d);
|
| 334 |
|
| 335 |
//isolation variables
|
| 336 |
tmpTMVAReader->AddVariable( "ChargedIso_DR0p0To0p1", &fMVAVar_ChargedIso_DR0p0To0p1 );
|
| 337 |
tmpTMVAReader->AddVariable( "ChargedIso_DR0p1To0p2", &fMVAVar_ChargedIso_DR0p1To0p2 );
|
| 338 |
tmpTMVAReader->AddVariable( "ChargedIso_DR0p2To0p3", &fMVAVar_ChargedIso_DR0p2To0p3 );
|
| 339 |
tmpTMVAReader->AddVariable( "ChargedIso_DR0p3To0p4", &fMVAVar_ChargedIso_DR0p3To0p4 );
|
| 340 |
tmpTMVAReader->AddVariable( "ChargedIso_DR0p4To0p5", &fMVAVar_ChargedIso_DR0p4To0p5 );
|
| 341 |
tmpTMVAReader->AddVariable( "GammaIso_DR0p0To0p1", &fMVAVar_GammaIso_DR0p0To0p1 );
|
| 342 |
tmpTMVAReader->AddVariable( "GammaIso_DR0p1To0p2", &fMVAVar_GammaIso_DR0p1To0p2 );
|
| 343 |
tmpTMVAReader->AddVariable( "GammaIso_DR0p2To0p3", &fMVAVar_GammaIso_DR0p2To0p3 );
|
| 344 |
tmpTMVAReader->AddVariable( "GammaIso_DR0p3To0p4", &fMVAVar_GammaIso_DR0p3To0p4 );
|
| 345 |
tmpTMVAReader->AddVariable( "GammaIso_DR0p4To0p5", &fMVAVar_GammaIso_DR0p4To0p5 );
|
| 346 |
tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p0To0p1", &fMVAVar_NeutralHadronIso_DR0p0To0p1 );
|
| 347 |
tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p1To0p2", &fMVAVar_NeutralHadronIso_DR0p1To0p2 );
|
| 348 |
tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p2To0p3", &fMVAVar_NeutralHadronIso_DR0p2To0p3 );
|
| 349 |
tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p3To0p4", &fMVAVar_NeutralHadronIso_DR0p3To0p4 );
|
| 350 |
tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p4To0p5", &fMVAVar_NeutralHadronIso_DR0p4To0p5 );
|
| 351 |
tmpTMVAReader->AddVariable( "rho", &fMVAVar_Rho );
|
| 352 |
|
| 353 |
//spectators
|
| 354 |
tmpTMVAReader->AddSpectator("eta", &fMVAVar_EleEta);
|
| 355 |
tmpTMVAReader->AddSpectator("pt", &fMVAVar_ElePt);
|
| 356 |
|
| 357 |
}
|
| 358 |
|
| 359 |
|
| 360 |
tmpTMVAReader->BookMVA(fMethodname , weightsfiles[i] );
|
| 361 |
std::cout << "MVABin " << i << " : MethodName = " << fMethodname
|
| 362 |
<< " , type == " << type << " , "
|
| 363 |
<< "Load weights file : " << weightsfiles[i]
|
| 364 |
<< std::endl;
|
| 365 |
fTMVAReader.push_back(tmpTMVAReader);
|
| 366 |
|
| 367 |
}
|
| 368 |
std::cout << "Electron ID MVA Completed\n";
|
| 369 |
}
|
| 370 |
|
| 371 |
|
| 372 |
//--------------------------------------------------------------------------------------------------
|
| 373 |
UInt_t ElectronIDMVA::GetMVABin( double eta, double pt) const {
|
| 374 |
|
| 375 |
//Default is to return the first bin
|
| 376 |
uint bin = 0;
|
| 377 |
|
| 378 |
//return the first bin if not using binned version
|
| 379 |
if (!fUseBinnedVersion) return 0;
|
| 380 |
|
| 381 |
if (fMVAType == ElectronIDMVA::kBaseline
|
| 382 |
||fMVAType == ElectronIDMVA::kNoIPInfo
|
| 383 |
||fMVAType == ElectronIDMVA::kWithIPInfo
|
| 384 |
||fMVAType == ElectronIDMVA::kIDIsoCombined) {
|
| 385 |
if (pt < 20 && fabs(eta) < 1.0) bin = 0;
|
| 386 |
if (pt < 20 && fabs(eta) >= 1.0 && fabs(eta) < 1.479) bin = 1;
|
| 387 |
if (pt < 20 && fabs(eta) >= 1.479) bin = 2;
|
| 388 |
if (pt >= 20 && fabs(eta) < 1.0) bin = 3;
|
| 389 |
if (pt >= 20 && fabs(eta) >= 1.0 && fabs(eta) < 1.479) bin = 4;
|
| 390 |
if (pt >= 20 && fabs(eta) >= 1.479) bin = 5;
|
| 391 |
}
|
| 392 |
|
| 393 |
if (fMVAType == ElectronIDMVA::kIsoRingsV0) {
|
| 394 |
if (pt < 10 && fabs(eta) < 1.479) bin = 0;
|
| 395 |
if (pt < 10 && fabs(eta) >= 1.479) bin = 1;
|
| 396 |
if (pt >= 10 && fabs(eta) < 1.479) bin = 2;
|
| 397 |
if (pt >= 10 && fabs(eta) >= 1.479) bin = 3;
|
| 398 |
}
|
| 399 |
|
| 400 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0 ||
|
| 401 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1) {
|
| 402 |
bin = 0;
|
| 403 |
if (pt < 10 && fabs(eta) < 0.8) bin = 0;
|
| 404 |
if (pt < 10 && fabs(eta) >= 0.8 && fabs(eta) < 1.479 ) bin = 1;
|
| 405 |
if (pt < 10 && fabs(eta) >= 1.479) bin = 2;
|
| 406 |
if (pt >= 10 && fabs(eta) < 0.8) bin = 3;
|
| 407 |
if (pt >= 10 && fabs(eta) >= 0.8 && fabs(eta) < 1.479 ) bin = 4;
|
| 408 |
if (pt >= 10 && fabs(eta) >= 1.479) bin = 5;
|
| 409 |
}
|
| 410 |
|
| 411 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0 ||
|
| 412 |
fMVAType == ElectronIDMVA::kIDHWW2012TrigV0 ||
|
| 413 |
fMVAType == ElectronIDMVA::kIDIsoCombinedHWW2012TrigV4
|
| 414 |
) {
|
| 415 |
bin = 0;
|
| 416 |
if (pt < 20 && fabs(eta) < 0.8) bin = 0;
|
| 417 |
if (pt < 20 && fabs(eta) >= 0.8 && fabs(eta) < 1.479 ) bin = 1;
|
| 418 |
if (pt < 20 && fabs(eta) >= 1.479) bin = 2;
|
| 419 |
if (pt >= 20 && fabs(eta) < 0.8) bin = 3;
|
| 420 |
if (pt >= 20 && fabs(eta) >= 0.8 && fabs(eta) < 1.479 ) bin = 4;
|
| 421 |
if (pt >= 20 && fabs(eta) >= 1.479) bin = 5;
|
| 422 |
}
|
| 423 |
|
| 424 |
return bin;
|
| 425 |
}
|
| 426 |
|
| 427 |
|
| 428 |
|
| 429 |
//--------------------------------------------------------------------------------------------------
|
| 430 |
Double_t ElectronIDMVA::MVAValue(Double_t ElePt , Double_t EleEta,
|
| 431 |
Double_t EleSigmaIEtaIEta,
|
| 432 |
Double_t EleDEtaIn,
|
| 433 |
Double_t EleDPhiIn,
|
| 434 |
Double_t EleHoverE,
|
| 435 |
Double_t EleD0,
|
| 436 |
Double_t EleDZ,
|
| 437 |
Double_t EleFBrem,
|
| 438 |
Double_t EleEOverP,
|
| 439 |
Double_t EleESeedClusterOverPout,
|
| 440 |
Double_t EleSigmaIPhiIPhi,
|
| 441 |
Double_t EleNBrem,
|
| 442 |
Double_t EleOneOverEMinusOneOverP,
|
| 443 |
Double_t EleESeedClusterOverPIn,
|
| 444 |
Double_t EleIP3d,
|
| 445 |
Double_t EleIP3dSig
|
| 446 |
) {
|
| 447 |
|
| 448 |
if (!fIsInitialized) {
|
| 449 |
std::cout << "Error: ElectronIDMVA not properly initialized.\n";
|
| 450 |
return -9999;
|
| 451 |
}
|
| 452 |
|
| 453 |
//set all input variables
|
| 454 |
fMVAVar_EleSigmaIEtaIEta = EleSigmaIEtaIEta;
|
| 455 |
fMVAVar_EleDEtaIn = EleDEtaIn;
|
| 456 |
fMVAVar_EleDPhiIn = EleDPhiIn;
|
| 457 |
fMVAVar_EleHoverE = EleHoverE;
|
| 458 |
fMVAVar_EleD0 = EleD0;
|
| 459 |
fMVAVar_EleDZ = EleDZ;
|
| 460 |
fMVAVar_EleFBrem = EleFBrem;
|
| 461 |
fMVAVar_EleEOverP = EleEOverP;
|
| 462 |
fMVAVar_EleESeedClusterOverPout = EleESeedClusterOverPout;
|
| 463 |
fMVAVar_EleSigmaIPhiIPhi = EleSigmaIPhiIPhi;
|
| 464 |
fMVAVar_EleNBrem = EleNBrem;
|
| 465 |
fMVAVar_EleOneOverEMinusOneOverP = EleOneOverEMinusOneOverP;
|
| 466 |
fMVAVar_EleESeedClusterOverPIn = EleESeedClusterOverPIn;
|
| 467 |
fMVAVar_EleIP3d = EleIP3d;
|
| 468 |
fMVAVar_EleIP3dSig = EleIP3dSig;
|
| 469 |
|
| 470 |
Double_t mva = -9999;
|
| 471 |
TMVA::Reader *reader = 0;
|
| 472 |
reader = fTMVAReader[GetMVABin( EleEta, ElePt)];
|
| 473 |
|
| 474 |
mva = reader->EvaluateMVA( fMethodname );
|
| 475 |
|
| 476 |
return mva;
|
| 477 |
}
|
| 478 |
|
| 479 |
//--------------------------------------------------------------------------------------------------
|
| 480 |
Double_t ElectronIDMVA::MVAValue(Double_t ElePt , Double_t EleEta, Double_t PileupEnergyDensity,
|
| 481 |
Double_t EleSigmaIEtaIEta,
|
| 482 |
Double_t EleDEtaIn,
|
| 483 |
Double_t EleDPhiIn,
|
| 484 |
Double_t EleHoverE,
|
| 485 |
Double_t EleD0,
|
| 486 |
Double_t EleDZ,
|
| 487 |
Double_t EleFBrem,
|
| 488 |
Double_t EleEOverP,
|
| 489 |
Double_t EleESeedClusterOverPout,
|
| 490 |
Double_t EleSigmaIPhiIPhi,
|
| 491 |
Double_t EleNBrem,
|
| 492 |
Double_t EleOneOverEMinusOneOverP,
|
| 493 |
Double_t EleESeedClusterOverPIn,
|
| 494 |
Double_t EleIP3d,
|
| 495 |
Double_t EleIP3dSig,
|
| 496 |
Double_t EleGsfTrackChi2OverNdof,
|
| 497 |
Double_t EledEtaCalo,
|
| 498 |
Double_t EledPhiCalo,
|
| 499 |
Double_t EleR9,
|
| 500 |
Double_t EleSCEtaWidth,
|
| 501 |
Double_t EleSCPhiWidth,
|
| 502 |
Double_t EleCovIEtaIPhi,
|
| 503 |
Double_t ElePreShowerOverRaw,
|
| 504 |
Double_t EleChargedIso03,
|
| 505 |
Double_t EleNeutralHadronIso03,
|
| 506 |
Double_t EleGammaIso03,
|
| 507 |
Double_t EleChargedIso04,
|
| 508 |
Double_t EleNeutralHadronIso04,
|
| 509 |
Double_t EleGammaIso04,
|
| 510 |
Bool_t printDebug
|
| 511 |
) {
|
| 512 |
|
| 513 |
if (!fIsInitialized) {
|
| 514 |
std::cout << "Error: ElectronIDMVA not properly initialized.\n";
|
| 515 |
return -9999;
|
| 516 |
}
|
| 517 |
|
| 518 |
Double_t Rho = 0;
|
| 519 |
if (!(TMath::IsNaN(PileupEnergyDensity) || isinf(PileupEnergyDensity))) Rho = PileupEnergyDensity;
|
| 520 |
|
| 521 |
//set all input variables
|
| 522 |
fMVAVar_EleSigmaIEtaIEta = EleSigmaIEtaIEta;
|
| 523 |
fMVAVar_EleDEtaIn = EleDEtaIn;
|
| 524 |
fMVAVar_EleDPhiIn = EleDPhiIn;
|
| 525 |
fMVAVar_EleHoverE = EleHoverE;
|
| 526 |
fMVAVar_EleD0 = EleD0;
|
| 527 |
fMVAVar_EleDZ = EleDZ;
|
| 528 |
fMVAVar_EleFBrem = EleFBrem;
|
| 529 |
fMVAVar_EleEOverP = EleEOverP;
|
| 530 |
fMVAVar_EleESeedClusterOverPout = EleESeedClusterOverPout;
|
| 531 |
fMVAVar_EleSigmaIPhiIPhi = EleSigmaIPhiIPhi;
|
| 532 |
fMVAVar_EleNBrem = EleNBrem;
|
| 533 |
fMVAVar_EleOneOverEMinusOneOverP = EleOneOverEMinusOneOverP;
|
| 534 |
fMVAVar_EleESeedClusterOverPIn = EleESeedClusterOverPIn;
|
| 535 |
fMVAVar_EleIP3d = EleIP3d;
|
| 536 |
fMVAVar_EleIP3dSig = EleIP3dSig;
|
| 537 |
fMVAVar_EleGsfTrackChi2OverNdof = EleGsfTrackChi2OverNdof;
|
| 538 |
fMVAVar_EledEtaCalo = EledEtaCalo;
|
| 539 |
fMVAVar_EledPhiCalo = EledPhiCalo;
|
| 540 |
fMVAVar_EleR9 = EleR9;
|
| 541 |
fMVAVar_EleSCEtaWidth = EleSCEtaWidth;
|
| 542 |
fMVAVar_EleSCPhiWidth = EleSCPhiWidth;
|
| 543 |
fMVAVar_EleCovIEtaIPhi = EleCovIEtaIPhi;
|
| 544 |
fMVAVar_ElePreShowerOverRaw = ElePreShowerOverRaw;
|
| 545 |
fMVAVar_EleChargedIso03OverPt
|
| 546 |
= (EleChargedIso03
|
| 547 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso03, EleEta)) / ElePt;
|
| 548 |
fMVAVar_EleNeutralHadronIso03OverPt
|
| 549 |
= (EleNeutralHadronIso03
|
| 550 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso03, EleEta)
|
| 551 |
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,EleEta)) / ElePt;
|
| 552 |
fMVAVar_EleGammaIso03OverPt
|
| 553 |
= (EleGammaIso03
|
| 554 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso03, EleEta)
|
| 555 |
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip03,EleEta))/ElePt;
|
| 556 |
fMVAVar_EleChargedIso04OverPt
|
| 557 |
= (EleChargedIso04
|
| 558 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso04, EleEta))/ElePt;
|
| 559 |
fMVAVar_EleNeutralHadronIso04OverPt
|
| 560 |
= (EleNeutralHadronIso04
|
| 561 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso04, EleEta)
|
| 562 |
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,EleEta))/ElePt;
|
| 563 |
fMVAVar_EleGammaIso04OverPt
|
| 564 |
= (EleGammaIso04
|
| 565 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso04, EleEta)
|
| 566 |
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip04,EleEta))/ElePt;
|
| 567 |
|
| 568 |
|
| 569 |
|
| 570 |
|
| 571 |
Double_t mva = -9999;
|
| 572 |
TMVA::Reader *reader = 0;
|
| 573 |
reader = fTMVAReader[GetMVABin( EleEta, ElePt)];
|
| 574 |
mva = reader->EvaluateMVA( fMethodname );
|
| 575 |
|
| 576 |
if (printDebug == kTRUE) {
|
| 577 |
std::cout << "Debug Electron MVA: "
|
| 578 |
<< ElePt << " " << EleEta << " " << " --> MVABin " << GetMVABin( EleEta, ElePt) << " : "
|
| 579 |
<< fMVAVar_EleSigmaIEtaIEta << " "
|
| 580 |
<< fMVAVar_EleDEtaIn << " "
|
| 581 |
<< fMVAVar_EleDPhiIn << " "
|
| 582 |
<< fMVAVar_EleHoverE << " "
|
| 583 |
<< fMVAVar_EleD0 << " "
|
| 584 |
<< fMVAVar_EleDZ << " "
|
| 585 |
<< fMVAVar_EleFBrem << " "
|
| 586 |
<< fMVAVar_EleEOverP << " "
|
| 587 |
<< fMVAVar_EleESeedClusterOverPout << " "
|
| 588 |
<< fMVAVar_EleSigmaIPhiIPhi << " "
|
| 589 |
<< fMVAVar_EleNBrem << " "
|
| 590 |
<< fMVAVar_EleOneOverEMinusOneOverP << " "
|
| 591 |
<< fMVAVar_EleESeedClusterOverPIn << " "
|
| 592 |
<< fMVAVar_EleIP3d << " "
|
| 593 |
<< fMVAVar_EleIP3dSig << " "
|
| 594 |
<< fMVAVar_EleGsfTrackChi2OverNdof << " "
|
| 595 |
<< fMVAVar_EledEtaCalo << " "
|
| 596 |
<< fMVAVar_EledPhiCalo << " "
|
| 597 |
<< fMVAVar_EleR9 << " "
|
| 598 |
<< fMVAVar_EleSCEtaWidth << " "
|
| 599 |
<< fMVAVar_EleSCPhiWidth << " "
|
| 600 |
<< fMVAVar_EleCovIEtaIPhi << " "
|
| 601 |
<< fMVAVar_ElePreShowerOverRaw << " "
|
| 602 |
<< fMVAVar_EleChargedIso03OverPt << " "
|
| 603 |
<< fMVAVar_EleNeutralHadronIso03OverPt << " "
|
| 604 |
<< fMVAVar_EleGammaIso03OverPt << " "
|
| 605 |
<< fMVAVar_EleChargedIso04OverPt << " "
|
| 606 |
<< fMVAVar_EleNeutralHadronIso04OverPt << " "
|
| 607 |
<< fMVAVar_EleGammaIso04OverPt << " "
|
| 608 |
<< " === : === "
|
| 609 |
<< mva
|
| 610 |
<< std::endl;
|
| 611 |
}
|
| 612 |
|
| 613 |
return mva;
|
| 614 |
}
|
| 615 |
|
| 616 |
Double_t ElectronIDMVA::MVAValue_IsoRings( Double_t ElePt,
|
| 617 |
Double_t EleSCEta,
|
| 618 |
Double_t ChargedIso_DR0p0To0p1,
|
| 619 |
Double_t ChargedIso_DR0p1To0p2,
|
| 620 |
Double_t ChargedIso_DR0p2To0p3,
|
| 621 |
Double_t ChargedIso_DR0p3To0p4,
|
| 622 |
Double_t ChargedIso_DR0p4To0p5,
|
| 623 |
Double_t GammaIso_DR0p0To0p1,
|
| 624 |
Double_t GammaIso_DR0p1To0p2,
|
| 625 |
Double_t GammaIso_DR0p2To0p3,
|
| 626 |
Double_t GammaIso_DR0p3To0p4,
|
| 627 |
Double_t GammaIso_DR0p4To0p5,
|
| 628 |
Double_t NeutralHadronIso_DR0p0To0p1,
|
| 629 |
Double_t NeutralHadronIso_DR0p1To0p2,
|
| 630 |
Double_t NeutralHadronIso_DR0p2To0p3,
|
| 631 |
Double_t NeutralHadronIso_DR0p3To0p4,
|
| 632 |
Double_t NeutralHadronIso_DR0p4To0p5,
|
| 633 |
Bool_t printDebug) {
|
| 634 |
|
| 635 |
if (fMVAType != ElectronIDMVA::kIsoRingsV0) {
|
| 636 |
std::cout << "Error: This function is only supported for MVAType == kIsoRingsV0.\n" << std::endl;
|
| 637 |
assert(kFALSE);
|
| 638 |
}
|
| 639 |
|
| 640 |
fMVAVar_ElePt = ElePt;
|
| 641 |
fMVAVar_EleEta = EleSCEta;
|
| 642 |
fMVAVar_ChargedIso_DR0p0To0p1 = ChargedIso_DR0p0To0p1;
|
| 643 |
fMVAVar_ChargedIso_DR0p1To0p2 = ChargedIso_DR0p1To0p2;
|
| 644 |
fMVAVar_ChargedIso_DR0p2To0p3 = ChargedIso_DR0p2To0p3;
|
| 645 |
fMVAVar_ChargedIso_DR0p3To0p4 = ChargedIso_DR0p3To0p4;
|
| 646 |
fMVAVar_ChargedIso_DR0p4To0p5 = ChargedIso_DR0p4To0p5;
|
| 647 |
fMVAVar_GammaIso_DR0p0To0p1 = GammaIso_DR0p0To0p1;
|
| 648 |
fMVAVar_GammaIso_DR0p1To0p2 = GammaIso_DR0p1To0p2;
|
| 649 |
fMVAVar_GammaIso_DR0p2To0p3 = GammaIso_DR0p2To0p3;
|
| 650 |
fMVAVar_GammaIso_DR0p3To0p4 = GammaIso_DR0p3To0p4;
|
| 651 |
fMVAVar_GammaIso_DR0p4To0p5 = GammaIso_DR0p4To0p5;
|
| 652 |
fMVAVar_NeutralHadronIso_DR0p0To0p1 = NeutralHadronIso_DR0p0To0p1;
|
| 653 |
fMVAVar_NeutralHadronIso_DR0p1To0p2 = NeutralHadronIso_DR0p1To0p2;
|
| 654 |
fMVAVar_NeutralHadronIso_DR0p2To0p3 = NeutralHadronIso_DR0p2To0p3;
|
| 655 |
fMVAVar_NeutralHadronIso_DR0p3To0p4 = NeutralHadronIso_DR0p3To0p4;
|
| 656 |
fMVAVar_NeutralHadronIso_DR0p4To0p5 = NeutralHadronIso_DR0p4To0p5;
|
| 657 |
|
| 658 |
Double_t mva = -9999;
|
| 659 |
TMVA::Reader *reader = 0;
|
| 660 |
|
| 661 |
if (printDebug == kTRUE) {
|
| 662 |
std::cout <<" -> BIN: " << fMVAVar_EleEta << " " << fMVAVar_ElePt << " : " << GetMVABin( fMVAVar_EleEta , fMVAVar_ElePt) << std::endl;
|
| 663 |
}
|
| 664 |
reader = fTMVAReader[GetMVABin( fMVAVar_EleEta , fMVAVar_ElePt)];
|
| 665 |
mva = reader->EvaluateMVA( fMethodname );
|
| 666 |
|
| 667 |
if (printDebug == kTRUE) {
|
| 668 |
|
| 669 |
std::cout << "Debug Electron MVA-ISO: ";
|
| 670 |
std::cout << fMVAVar_ChargedIso_DR0p0To0p1 << " "
|
| 671 |
<< fMVAVar_ChargedIso_DR0p1To0p2 << " "
|
| 672 |
<< fMVAVar_ChargedIso_DR0p2To0p3 << " "
|
| 673 |
<< fMVAVar_ChargedIso_DR0p3To0p4 << " "
|
| 674 |
<< fMVAVar_ChargedIso_DR0p4To0p5 << " "
|
| 675 |
<< fMVAVar_GammaIso_DR0p0To0p1 << " "
|
| 676 |
<< fMVAVar_GammaIso_DR0p1To0p2 << " "
|
| 677 |
<< fMVAVar_GammaIso_DR0p2To0p3 << " "
|
| 678 |
<< fMVAVar_GammaIso_DR0p3To0p4 << " "
|
| 679 |
<< fMVAVar_GammaIso_DR0p4To0p5 << " "
|
| 680 |
<< fMVAVar_NeutralHadronIso_DR0p0To0p1 << " "
|
| 681 |
<< fMVAVar_NeutralHadronIso_DR0p1To0p2 << " "
|
| 682 |
<< fMVAVar_NeutralHadronIso_DR0p2To0p3 << " "
|
| 683 |
<< fMVAVar_NeutralHadronIso_DR0p3To0p4 << " "
|
| 684 |
<< fMVAVar_NeutralHadronIso_DR0p4To0p5 << " "
|
| 685 |
<< std::endl;
|
| 686 |
std::cout << "MVA: " << mva << " "
|
| 687 |
<< std::endl;
|
| 688 |
}
|
| 689 |
return mva;
|
| 690 |
}
|
| 691 |
|
| 692 |
Double_t ElectronIDMVA::MVAValue_IDNonTrig( Double_t ElePt,
|
| 693 |
Double_t EleSCEta,
|
| 694 |
Double_t EleFBrem,
|
| 695 |
Double_t EleKFTrkChiSqr,
|
| 696 |
Double_t EleKFTrkNHits,
|
| 697 |
Double_t EleGsfTrackChi2OverNdof,
|
| 698 |
Double_t EleDEtaIn,
|
| 699 |
Double_t EleDPhiIn,
|
| 700 |
Double_t EledEtaCalo,
|
| 701 |
Double_t EleSigmaIEtaIEta,
|
| 702 |
Double_t EleSigmaIPhiIPhi,
|
| 703 |
Double_t EleSCEtaWidth,
|
| 704 |
Double_t EleSCPhiWidth,
|
| 705 |
Double_t EleE1x5OverE5x5,
|
| 706 |
Double_t EleR9,
|
| 707 |
Double_t EleHoverE,
|
| 708 |
Double_t EleEOverP,
|
| 709 |
Double_t EleOneOverEMinusOneOverP,
|
| 710 |
Double_t EleESeedClusterOverPout,
|
| 711 |
Double_t ElePreShowerOverRaw,
|
| 712 |
Bool_t printDebug) {
|
| 713 |
|
| 714 |
if (fMVAType != ElectronIDMVA::kIDEGamma2012NonTrigV0) {
|
| 715 |
std::cout << "Error: This function is only supported for MVAType == kIDEGamma2012NonTrigV0.\n" << std::endl;
|
| 716 |
assert(kFALSE);
|
| 717 |
}
|
| 718 |
|
| 719 |
fMVAVar_ElePt = ElePt;
|
| 720 |
fMVAVar_EleEta = EleSCEta;
|
| 721 |
fMVAVar_EleFBrem = EleFBrem;
|
| 722 |
fMVAVar_EleKFTrkChiSqr = EleKFTrkChiSqr;
|
| 723 |
fMVAVar_EleKFTrkNHits = EleKFTrkNHits;
|
| 724 |
fMVAVar_EleGsfTrackChi2OverNdof = EleGsfTrackChi2OverNdof;
|
| 725 |
fMVAVar_EleDEtaIn = EleDEtaIn;
|
| 726 |
fMVAVar_EleDPhiIn = EleDPhiIn;
|
| 727 |
fMVAVar_EledEtaCalo = EledEtaCalo;
|
| 728 |
fMVAVar_EleSigmaIEtaIEta = EleSigmaIEtaIEta;
|
| 729 |
fMVAVar_EleSigmaIPhiIPhi = EleSigmaIPhiIPhi;
|
| 730 |
fMVAVar_EleSCEtaWidth = EleSCEtaWidth;
|
| 731 |
fMVAVar_EleSCPhiWidth = EleSCPhiWidth;
|
| 732 |
fMVAVar_EleE1x5OverE5x5 = EleE1x5OverE5x5;
|
| 733 |
fMVAVar_EleR9 = EleR9;
|
| 734 |
fMVAVar_EleHoverE = EleHoverE;
|
| 735 |
fMVAVar_EleEOverP = EleEOverP;
|
| 736 |
fMVAVar_EleOneOverEMinusOneOverP = EleOneOverEMinusOneOverP;
|
| 737 |
fMVAVar_EleESeedClusterOverPout = EleESeedClusterOverPout;
|
| 738 |
fMVAVar_ElePreShowerOverRaw = ElePreShowerOverRaw;
|
| 739 |
|
| 740 |
Double_t mva = -9999;
|
| 741 |
TMVA::Reader *reader = 0;
|
| 742 |
|
| 743 |
if (printDebug == kTRUE) {
|
| 744 |
std::cout <<" -> BIN: " << fMVAVar_EleEta << " " << fMVAVar_ElePt << " : " << GetMVABin( fMVAVar_EleEta , fMVAVar_ElePt) << std::endl;
|
| 745 |
}
|
| 746 |
reader = fTMVAReader[GetMVABin( fMVAVar_EleEta , fMVAVar_ElePt)];
|
| 747 |
mva = reader->EvaluateMVA( fMethodname );
|
| 748 |
|
| 749 |
if (printDebug == kTRUE) {
|
| 750 |
std::cout << "Debug Electron MVA: ";
|
| 751 |
std::cout << " fbrem " << fMVAVar_EleFBrem
|
| 752 |
<< " kfchi2 " << fMVAVar_EleKFTrkChiSqr
|
| 753 |
<< " kfhits " << fMVAVar_EleKFTrkNLayers
|
| 754 |
<< " kfhitsall " << fMVAVar_EleKFTrkNHits
|
| 755 |
<< " gsfchi2 " << fMVAVar_EleGsfTrackChi2OverNdof
|
| 756 |
<< " deta " << fMVAVar_EleDEtaIn
|
| 757 |
<< " dphi " << fMVAVar_EleDPhiIn
|
| 758 |
<< " detacalo " << fMVAVar_EledEtaCalo
|
| 759 |
<< " see " << fMVAVar_EleSigmaIEtaIEta
|
| 760 |
<< " spp " << fMVAVar_EleSigmaIPhiIPhi
|
| 761 |
<< " etawidth " << fMVAVar_EleSCEtaWidth
|
| 762 |
<< " phiwidth " << fMVAVar_EleSCPhiWidth
|
| 763 |
<< " e1x5e5x5 " << fMVAVar_EleE1x5OverE5x5
|
| 764 |
<< " R9 " << fMVAVar_EleR9
|
| 765 |
<< " HoE " << fMVAVar_EleHoverE
|
| 766 |
<< " EoP " << fMVAVar_EleEOverP
|
| 767 |
<< " IoEmIoP " << fMVAVar_EleOneOverEMinusOneOverP
|
| 768 |
<< " eleEoPout " << fMVAVar_EleESeedClusterOverPout
|
| 769 |
<< " EoPout " << fMVAVar_EleESeedClusterOverPout
|
| 770 |
<< " d0 " << fMVAVar_EleD0
|
| 771 |
<< " ip3d " << fMVAVar_EleIP3d
|
| 772 |
<< " eta " << fMVAVar_EleEta
|
| 773 |
<< " pt " << fMVAVar_ElePt << std::endl;
|
| 774 |
std::cout << "MVA: " << mva << " "
|
| 775 |
<< std::endl;
|
| 776 |
}
|
| 777 |
return mva;
|
| 778 |
}
|
| 779 |
|
| 780 |
//--------------------------------------------------------------------------------------------------
|
| 781 |
Double_t ElectronIDMVA::MVAValue(const Electron *ele, const Vertex *vertex,
|
| 782 |
const PFCandidateCol *PFCands,
|
| 783 |
const PileupEnergyDensityCol *PileupEnergyDensity,
|
| 784 |
Double_t intRadius,
|
| 785 |
Bool_t printDebug) {
|
| 786 |
|
| 787 |
if (!fIsInitialized) {
|
| 788 |
std::cout << "Error: ElectronIDMVA not properly initialized.\n";
|
| 789 |
return -9999;
|
| 790 |
}
|
| 791 |
|
| 792 |
Double_t Rho = 0;
|
| 793 |
switch(fTheRhoType) {
|
| 794 |
case RhoUtilities::MIT_RHO_VORONOI_HIGH_ETA:
|
| 795 |
Rho = PileupEnergyDensity->At(0)->Rho();
|
| 796 |
break;
|
| 797 |
case RhoUtilities::MIT_RHO_VORONOI_LOW_ETA:
|
| 798 |
Rho = PileupEnergyDensity->At(0)->RhoLowEta();
|
| 799 |
break;
|
| 800 |
case RhoUtilities::MIT_RHO_RANDOM_HIGH_ETA:
|
| 801 |
Rho = PileupEnergyDensity->At(0)->RhoRandom();
|
| 802 |
break;
|
| 803 |
case RhoUtilities::MIT_RHO_RANDOM_LOW_ETA:
|
| 804 |
Rho = PileupEnergyDensity->At(0)->RhoRandomLowEta();
|
| 805 |
break;
|
| 806 |
case RhoUtilities::CMS_RHO_RHOKT6PFJETS:
|
| 807 |
Rho = PileupEnergyDensity->At(0)->RhoKt6PFJets();
|
| 808 |
break;
|
| 809 |
default:
|
| 810 |
// use the old default
|
| 811 |
Rho = PileupEnergyDensity->At(0)->Rho();
|
| 812 |
break;
|
| 813 |
}
|
| 814 |
|
| 815 |
//set all input variables
|
| 816 |
fMVAVar_EleSigmaIEtaIEta = ele->CoviEtaiEta() ;
|
| 817 |
fMVAVar_EleDEtaIn = ele->DeltaEtaSuperClusterTrackAtVtx();
|
| 818 |
fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
|
| 819 |
fMVAVar_EleHoverE = ele->HadronicOverEm();
|
| 820 |
fMVAVar_EleD0 = ele->BestTrk()->D0Corrected(*vertex);
|
| 821 |
fMVAVar_EleDZ = ele->BestTrk()->DzCorrected(*vertex);
|
| 822 |
fMVAVar_EleFBrem = ele->FBrem();
|
| 823 |
fMVAVar_EleEOverP = ele->ESuperClusterOverP();
|
| 824 |
fMVAVar_EleESeedClusterOverPout = ele->ESeedClusterOverPout();
|
| 825 |
if (!TMath::IsNaN(ele->SCluster()->Seed()->CoviPhiiPhi())) fMVAVar_EleSigmaIPhiIPhi = TMath::Sqrt(ele->SCluster()->Seed()->CoviPhiiPhi());
|
| 826 |
else fMVAVar_EleSigmaIPhiIPhi = ele->CoviEtaiEta();
|
| 827 |
fMVAVar_EleNBrem = ele->NumberOfClusters() - 1;
|
| 828 |
fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->EcalEnergy())) - 1.0 / ele->BestTrk()->P();
|
| 829 |
fMVAVar_EleESeedClusterOverPIn = ele->ESeedClusterOverPIn();
|
| 830 |
fMVAVar_EleIP3d = ele->Ip3dPV();
|
| 831 |
fMVAVar_EleIP3dSig = ele->Ip3dPVSignificance();
|
| 832 |
fMVAVar_EleGsfTrackChi2OverNdof = ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof();
|
| 833 |
fMVAVar_EledEtaCalo = ele->DeltaEtaSeedClusterTrackAtCalo();
|
| 834 |
fMVAVar_EledPhiCalo = ele->DeltaPhiSeedClusterTrackAtCalo();
|
| 835 |
fMVAVar_EleR9 = ele->SCluster()->R9();
|
| 836 |
fMVAVar_EleSCEtaWidth = ele->SCluster()->EtaWidth();
|
| 837 |
fMVAVar_EleSCPhiWidth = ele->SCluster()->PhiWidth();
|
| 838 |
fMVAVar_EleCovIEtaIPhi = ele->SCluster()->Seed()->CoviEtaiPhi();
|
| 839 |
fMVAVar_ElePreShowerOverRaw = ele->SCluster()->PreshowerEnergy() / ele->SCluster()->RawEnergy();
|
| 840 |
fMVAVar_EleChargedIso03OverPt
|
| 841 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 99999, 0.3, intRadius)
|
| 842 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso03, ele->SCluster()->Eta())) / ele->Pt();
|
| 843 |
fMVAVar_EleNeutralHadronIso03OverPt
|
| 844 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.3, intRadius, PFCandidate::eNeutralHadron)
|
| 845 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso03, ele->SCluster()->Eta())
|
| 846 |
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,ele->SCluster()->Eta())) / ele->Pt();
|
| 847 |
fMVAVar_EleGammaIso03OverPt
|
| 848 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.3, intRadius, PFCandidate::eGamma)
|
| 849 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso03, ele->SCluster()->Eta())
|
| 850 |
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip03,ele->SCluster()->Eta())) / ele->Pt();
|
| 851 |
fMVAVar_EleChargedIso04OverPt
|
| 852 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 99999, 0.4, intRadius)
|
| 853 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso04, ele->SCluster()->Eta())) / ele->Pt();
|
| 854 |
fMVAVar_EleNeutralHadronIso04OverPt
|
| 855 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.4, intRadius, PFCandidate::eNeutralHadron)
|
| 856 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso04, ele->SCluster()->Eta())
|
| 857 |
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,ele->SCluster()->Eta())) / ele->Pt() ;
|
| 858 |
fMVAVar_EleGammaIso04OverPt
|
| 859 |
= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.4, intRadius, PFCandidate::eGamma)
|
| 860 |
- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso04, ele->SCluster()->Eta())
|
| 861 |
+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip04,ele->SCluster()->Eta())) / ele->Pt();
|
| 862 |
|
| 863 |
//Additional vars
|
| 864 |
fMVAVar_EleEEleClusterOverPout = ele->EEleClusterOverPout();
|
| 865 |
if (ele->TrackerTrk()) {
|
| 866 |
fMVAVar_EleKFTrkChiSqr = ele->TrackerTrk()->RChi2();
|
| 867 |
fMVAVar_EleKFTrkNHits = ele->TrackerTrk()->NHits();
|
| 868 |
} else {
|
| 869 |
fMVAVar_EleKFTrkChiSqr = -1;
|
| 870 |
fMVAVar_EleKFTrkNHits = 0;
|
| 871 |
}
|
| 872 |
fMVAVar_EleE1x5OverE5x5 = ele->SCluster()->Seed()->E1x5() / ele->SCluster()->Seed()->E5x5();
|
| 873 |
|
| 874 |
|
| 875 |
Double_t mva = -9999;
|
| 876 |
TMVA::Reader *reader = 0;
|
| 877 |
reader = fTMVAReader[GetMVABin( ele->SCluster()->Eta(), ele->Pt())];
|
| 878 |
mva = reader->EvaluateMVA( fMethodname );
|
| 879 |
|
| 880 |
if (printDebug == kTRUE) {
|
| 881 |
std::cout << "Debug Electron MVA: "
|
| 882 |
<< ele->Pt() << " " << ele->Eta() << " " << ele->Phi() << " : "
|
| 883 |
<< ele->Pt() << " " << ele->SCluster()->AbsEta() << " --> MVABin " << GetMVABin( ele->SCluster()->Eta(), ele->Pt()) << " : "
|
| 884 |
<< fMVAVar_EleSigmaIEtaIEta << " "
|
| 885 |
<< fMVAVar_EleDEtaIn << " "
|
| 886 |
<< fMVAVar_EleDPhiIn << " "
|
| 887 |
<< fMVAVar_EleHoverE << " "
|
| 888 |
<< fMVAVar_EleD0 << " "
|
| 889 |
<< fMVAVar_EleDZ << " "
|
| 890 |
<< fMVAVar_EleFBrem << " "
|
| 891 |
<< fMVAVar_EleEOverP << " "
|
| 892 |
<< fMVAVar_EleESeedClusterOverPout << " "
|
| 893 |
<< fMVAVar_EleSigmaIPhiIPhi << " "
|
| 894 |
<< fMVAVar_EleNBrem << " "
|
| 895 |
<< fMVAVar_EleOneOverEMinusOneOverP << " "
|
| 896 |
<< fMVAVar_EleESeedClusterOverPIn << " "
|
| 897 |
<< fMVAVar_EleIP3d << " "
|
| 898 |
<< fMVAVar_EleIP3dSig << " "
|
| 899 |
<< fMVAVar_EleGsfTrackChi2OverNdof << " "
|
| 900 |
<< fMVAVar_EledEtaCalo << " "
|
| 901 |
<< fMVAVar_EledPhiCalo << " "
|
| 902 |
<< fMVAVar_EleR9 << " "
|
| 903 |
<< fMVAVar_EleSCEtaWidth << " "
|
| 904 |
<< fMVAVar_EleSCPhiWidth << " "
|
| 905 |
<< fMVAVar_EleCovIEtaIPhi << " "
|
| 906 |
<< fMVAVar_ElePreShowerOverRaw << " "
|
| 907 |
<< fMVAVar_EleKFTrkChiSqr << " "
|
| 908 |
<< fMVAVar_EleKFTrkNHits << " "
|
| 909 |
<< fMVAVar_EleE1x5OverE5x5 << " "
|
| 910 |
<< " ::: "
|
| 911 |
|
| 912 |
<< " === : === "
|
| 913 |
<< mva << " "
|
| 914 |
<< std::endl;
|
| 915 |
|
| 916 |
}
|
| 917 |
|
| 918 |
return mva;
|
| 919 |
}
|
| 920 |
|
| 921 |
//--------------------------------------------------------------------------------------------------
|
| 922 |
Double_t ElectronIDMVA::MVAValue(const Electron *ele, const Vertex *vertex,
|
| 923 |
Bool_t printDebug) {
|
| 924 |
|
| 925 |
if (!fIsInitialized) {
|
| 926 |
std::cout << "Error: ElectronIDMVA not properly initialized.\n";
|
| 927 |
return -9999;
|
| 928 |
}
|
| 929 |
|
| 930 |
//set all input variables
|
| 931 |
fMVAVar_ElePt = ele->Pt();
|
| 932 |
fMVAVar_EleEta = ele->SCluster()->Eta();
|
| 933 |
fMVAVar_EleSigmaIEtaIEta = ele->CoviEtaiEta() ;
|
| 934 |
|
| 935 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0 ||
|
| 936 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0 ||
|
| 937 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1 ||
|
| 938 |
fMVAType == ElectronIDMVA::kIDHWW2012TrigV0
|
| 939 |
) {
|
| 940 |
fMVAVar_EleDEtaIn = TMath::Min(fabs(double(ele->DeltaEtaSuperClusterTrackAtVtx())),0.06); ;
|
| 941 |
fMVAVar_EleDPhiIn = TMath::Min(fabs(double(ele->DeltaPhiSuperClusterTrackAtVtx())),0.6);
|
| 942 |
fMVAVar_EleFBrem = TMath::Max(double(ele->FBrem()),-1.0);
|
| 943 |
fMVAVar_EleEOverP = TMath::Min(double(ele->ESuperClusterOverP()), 20.0);
|
| 944 |
fMVAVar_EleESeedClusterOverPout = TMath::Min(double(ele->ESeedClusterOverPout()),20.0);
|
| 945 |
fMVAVar_EleEEleClusterOverPout = TMath::Min(double(ele->EEleClusterOverPout()),20.0);
|
| 946 |
fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->EcalEnergy())) - 1.0 / ele->P();
|
| 947 |
fMVAVar_EleGsfTrackChi2OverNdof = TMath::Min(double( ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof()),200.0);
|
| 948 |
fMVAVar_EledEtaCalo = TMath::Min(fabs(double(ele->DeltaEtaSeedClusterTrackAtCalo())),0.2);
|
| 949 |
fMVAVar_EleR9 = TMath::Min(double(ele->SCluster()->R9()), 5.0);
|
| 950 |
}
|
| 951 |
else if (fMVAType == ElectronIDMVA::kIDIsoCombinedHWW2012TrigV4) {
|
| 952 |
fMVAVar_EleDEtaIn = TMath::Min(fabs(double(ele->DeltaEtaSuperClusterTrackAtVtx())),0.06); ;
|
| 953 |
fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
|
| 954 |
fMVAVar_EleFBrem = TMath::Max(double(ele->FBrem()),-1.0);
|
| 955 |
fMVAVar_EleEOverP = TMath::Min(double(ele->ESuperClusterOverP()), 20.0);
|
| 956 |
fMVAVar_EleESeedClusterOverPout = TMath::Min(double(ele->ESeedClusterOverPout()),20.0);
|
| 957 |
fMVAVar_EleEEleClusterOverPout = TMath::Min(double(ele->EEleClusterOverPout()),20.0);
|
| 958 |
fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->EcalEnergy())) - 1.0 / ele->PIn();
|
| 959 |
fMVAVar_EleGsfTrackChi2OverNdof = TMath::Min(double( ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof()),200.0);
|
| 960 |
fMVAVar_EledEtaCalo = ele->DeltaEtaSeedClusterTrackAtCalo();
|
| 961 |
fMVAVar_EleR9 = TMath::Min(double(ele->SCluster()->R9()), 5.0);
|
| 962 |
}
|
| 963 |
else {
|
| 964 |
fMVAVar_EleDEtaIn = ele->DeltaEtaSuperClusterTrackAtVtx();
|
| 965 |
fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
|
| 966 |
fMVAVar_EleFBrem = ele->FBrem();
|
| 967 |
fMVAVar_EleEOverP = ele->ESuperClusterOverP();
|
| 968 |
fMVAVar_EleESeedClusterOverPout = ele->ESeedClusterOverPout();
|
| 969 |
fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->EcalEnergy())) - 1.0 / ele->BestTrk()->P();
|
| 970 |
fMVAVar_EleGsfTrackChi2OverNdof = ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof();
|
| 971 |
fMVAVar_EledEtaCalo = ele->DeltaEtaSeedClusterTrackAtCalo();
|
| 972 |
fMVAVar_EleR9 = ele->SCluster()->R9();
|
| 973 |
}
|
| 974 |
|
| 975 |
fMVAVar_EleHoverE = ele->HadronicOverEm();
|
| 976 |
fMVAVar_EleD0 = ele->BestTrk()->D0Corrected(*vertex);
|
| 977 |
fMVAVar_EleDZ = ele->BestTrk()->DzCorrected(*vertex);
|
| 978 |
if (!TMath::IsNaN(ele->SCluster()->Seed()->CoviPhiiPhi())) fMVAVar_EleSigmaIPhiIPhi = TMath::Sqrt(ele->SCluster()->Seed()->CoviPhiiPhi());
|
| 979 |
else {
|
| 980 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1 ) {
|
| 981 |
fMVAVar_EleSigmaIPhiIPhi = 0;
|
| 982 |
} else {
|
| 983 |
fMVAVar_EleSigmaIPhiIPhi = ele->CoviEtaiEta();
|
| 984 |
}
|
| 985 |
}
|
| 986 |
|
| 987 |
fMVAVar_EleNBrem = ele->NumberOfClusters() - 1;
|
| 988 |
fMVAVar_EleESeedClusterOverPIn = ele->ESeedClusterOverPIn();
|
| 989 |
fMVAVar_EleIP3d = ele->Ip3dPV();
|
| 990 |
fMVAVar_EleIP3dSig = ele->Ip3dPVSignificance();
|
| 991 |
fMVAVar_EledPhiCalo = ele->DeltaPhiSeedClusterTrackAtCalo();
|
| 992 |
fMVAVar_EleSCEtaWidth = ele->SCluster()->EtaWidth();
|
| 993 |
fMVAVar_EleSCPhiWidth = ele->SCluster()->PhiWidth();
|
| 994 |
fMVAVar_EleCovIEtaIPhi = ele->SCluster()->Seed()->CoviEtaiPhi();
|
| 995 |
fMVAVar_ElePreShowerOverRaw = ele->SCluster()->PreshowerEnergy() / ele->SCluster()->RawEnergy();
|
| 996 |
|
| 997 |
//Additional vars
|
| 998 |
if (ele->TrackerTrk()) {
|
| 999 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0 ||
|
| 1000 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0 ||
|
| 1001 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1 ||
|
| 1002 |
fMVAType == ElectronIDMVA::kIDHWW2012TrigV0 ||
|
| 1003 |
fMVAType == ElectronIDMVA::kIDIsoCombinedHWW2012TrigV4
|
| 1004 |
) {
|
| 1005 |
fMVAVar_EleKFTrkChiSqr = TMath::Min(double(ele->TrackerTrk()->RChi2()),10.0);
|
| 1006 |
} else {
|
| 1007 |
fMVAVar_EleKFTrkChiSqr = ele->TrackerTrk()->RChi2();
|
| 1008 |
}
|
| 1009 |
fMVAVar_EleKFTrkNHits = ele->TrackerTrk()->NHits();
|
| 1010 |
fMVAVar_EleKFTrkNLayers = ele->CTFTrkNLayersWithMeasurement();
|
| 1011 |
} else {
|
| 1012 |
fMVAVar_EleKFTrkChiSqr = 0;
|
| 1013 |
fMVAVar_EleKFTrkNHits = -1;
|
| 1014 |
fMVAVar_EleKFTrkNLayers = -1;
|
| 1015 |
}
|
| 1016 |
|
| 1017 |
if( ele->SCluster()->Seed()->E5x5() > 0.0 ) {
|
| 1018 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0 ||
|
| 1019 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0 ||
|
| 1020 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1 ||
|
| 1021 |
fMVAType == ElectronIDMVA::kIDHWW2012TrigV0 ||
|
| 1022 |
fMVAType == ElectronIDMVA::kIDIsoCombinedHWW2012TrigV4
|
| 1023 |
) {
|
| 1024 |
fMVAVar_EleE1x5OverE5x5 = TMath::Min(TMath::Max(1 - double(ele->SCluster()->Seed()->E1x5()/ele->SCluster()->Seed()->E5x5()) , -1.0),2.0);
|
| 1025 |
fMVAVar_EleOneMinusE1x5OverE5x5 = TMath::Min(TMath::Max(1 - double(ele->SCluster()->Seed()->E1x5()/ele->SCluster()->Seed()->E5x5()) , -1.0),2.0);
|
| 1026 |
} else {
|
| 1027 |
fMVAVar_EleE1x5OverE5x5 = ele->SCluster()->Seed()->E1x5()/ele->SCluster()->Seed()->E5x5();
|
| 1028 |
}
|
| 1029 |
} else {
|
| 1030 |
fMVAVar_EleE1x5OverE5x5 = -1.0;
|
| 1031 |
}
|
| 1032 |
|
| 1033 |
//Do Binding of MVA input variables
|
| 1034 |
if ( fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0
|
| 1035 |
|| fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0
|
| 1036 |
|| fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1
|
| 1037 |
|| fMVAType == ElectronIDMVA::kIsoRingsV0
|
| 1038 |
|| fMVAType == ElectronIDMVA::kIDHWW2012TrigV0
|
| 1039 |
) {
|
| 1040 |
bindVariables();
|
| 1041 |
}
|
| 1042 |
|
| 1043 |
|
| 1044 |
//***********************************************************************
|
| 1045 |
// Si [Oct 26 , 2012]
|
| 1046 |
// Code Below was used for the 2011 HWW analysis
|
| 1047 |
// But we deprecate it now
|
| 1048 |
//***********************************************************************
|
| 1049 |
// fMVAVar_ElePt = ele->Pt();
|
| 1050 |
// fMVAVar_EleEta = ele->Eta();
|
| 1051 |
|
| 1052 |
// //set all input variables
|
| 1053 |
// fMVAVar_EleSigmaIEtaIEta = ele->CoviEtaiEta() ;
|
| 1054 |
// fMVAVar_EleDEtaIn = ele->DeltaEtaSuperClusterTrackAtVtx();
|
| 1055 |
// fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
|
| 1056 |
// fMVAVar_EleHoverE = ele->HadronicOverEm();
|
| 1057 |
// fMVAVar_EleD0 = ele->BestTrk()->D0Corrected(*vertex);
|
| 1058 |
// fMVAVar_EleDZ = ele->BestTrk()->DzCorrected(*vertex);
|
| 1059 |
// fMVAVar_EleFBrem = ele->FBrem();
|
| 1060 |
// fMVAVar_EleEOverP = ele->ESuperClusterOverP();
|
| 1061 |
// fMVAVar_EleESeedClusterOverPout = ele->ESeedClusterOverPout();
|
| 1062 |
// if (!TMath::IsNaN(ele->SCluster()->Seed()->CoviPhiiPhi())) fMVAVar_EleSigmaIPhiIPhi = TMath::Sqrt(ele->SCluster()->Seed()->CoviPhiiPhi());
|
| 1063 |
// else fMVAVar_EleSigmaIPhiIPhi = 0;
|
| 1064 |
// fMVAVar_EleNBrem = ele->NumberOfClusters() - 1;
|
| 1065 |
// fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->EcalEnergy())) - 1.0 / ele->BestTrk()->P();
|
| 1066 |
// fMVAVar_EleESeedClusterOverPIn = ele->ESeedClusterOverPIn();
|
| 1067 |
// fMVAVar_EleIP3d = ele->Ip3dPV();
|
| 1068 |
// fMVAVar_EleIP3dSig = ele->Ip3dPVSignificance();
|
| 1069 |
|
| 1070 |
// fMVAVar_EleEEleClusterOverPout = ele->EEleClusterOverPout();
|
| 1071 |
// if (ele->TrackerTrk()) {
|
| 1072 |
// fMVAVar_EleKFTrkChiSqr = ele->TrackerTrk()->RChi2();
|
| 1073 |
// fMVAVar_EleKFTrkNHits = ele->TrackerTrk()->NHits();
|
| 1074 |
// fMVAVar_EleKFTrkNLayers = ele->CTFTrkNLayersWithMeasurement();
|
| 1075 |
// } else {
|
| 1076 |
// fMVAVar_EleKFTrkChiSqr = -1;
|
| 1077 |
// fMVAVar_EleKFTrkNHits = 0;
|
| 1078 |
// fMVAVar_EleKFTrkNLayers = 0;
|
| 1079 |
// }
|
| 1080 |
// fMVAVar_EleGsfTrackChi2OverNdof = ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof();
|
| 1081 |
// fMVAVar_EledEtaCalo = ele->DeltaEtaSeedClusterTrackAtCalo();
|
| 1082 |
// fMVAVar_EleSCEtaWidth = ele->SCluster()->EtaWidth();
|
| 1083 |
// fMVAVar_EleSCPhiWidth = ele->SCluster()->PhiWidth();
|
| 1084 |
// fMVAVar_EleE1x5OverE5x5 = ele->SCluster()->Seed()->E1x5() / ele->SCluster()->Seed()->E5x5();
|
| 1085 |
// fMVAVar_EleR9 = ele->SCluster()->R9();
|
| 1086 |
// fMVAVar_EleHoverE = ele->HadronicOverEm();
|
| 1087 |
// fMVAVar_EleEOverP = ele->ESuperClusterOverP();
|
| 1088 |
// fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->EcalEnergy())) - 1.0 / ele->BestTrk()->P();
|
| 1089 |
// fMVAVar_EleR9 = ele->SCluster()->R9();
|
| 1090 |
// fMVAVar_ElePreShowerOverRaw = ele->SCluster()->PreshowerEnergy() / ele->SCluster()->RawEnergy();
|
| 1091 |
|
| 1092 |
|
| 1093 |
Double_t mva = -9999;
|
| 1094 |
TMVA::Reader *reader = 0;
|
| 1095 |
reader = fTMVAReader[GetMVABin( ele->SCluster()->Eta(), ele->Pt())];
|
| 1096 |
mva = reader->EvaluateMVA( fMethodname );
|
| 1097 |
|
| 1098 |
if (printDebug == kTRUE) {
|
| 1099 |
std::cout << "Debug Electron MVA: "
|
| 1100 |
<< ele->Pt() << " " << ele->Eta() << " " << ele->Phi() << " : "
|
| 1101 |
<< ele->Pt() << " " << ele->SCluster()->AbsEta() << " --> MVABin " << GetMVABin( ele->SCluster()->Eta(), ele->Pt()) << " : "
|
| 1102 |
<< fMVAVar_EleSigmaIEtaIEta << " "
|
| 1103 |
<< fMVAVar_EleDEtaIn << " "
|
| 1104 |
<< fMVAVar_EleDPhiIn << " "
|
| 1105 |
<< fMVAVar_EleHoverE << " "
|
| 1106 |
<< fMVAVar_EleD0 << " "
|
| 1107 |
<< fMVAVar_EleDZ << " "
|
| 1108 |
<< fMVAVar_EleFBrem << " "
|
| 1109 |
<< fMVAVar_EleEOverP << " "
|
| 1110 |
<< fMVAVar_EleESeedClusterOverPout << " "
|
| 1111 |
<< fMVAVar_EleSigmaIPhiIPhi << " "
|
| 1112 |
<< fMVAVar_EleNBrem << " "
|
| 1113 |
<< fMVAVar_EleOneOverEMinusOneOverP << " "
|
| 1114 |
<< fMVAVar_EleESeedClusterOverPIn << " "
|
| 1115 |
<< fMVAVar_EleIP3d << " "
|
| 1116 |
<< fMVAVar_EleIP3dSig << " "
|
| 1117 |
<< fMVAVar_EleGsfTrackChi2OverNdof << " "
|
| 1118 |
<< fMVAVar_EledEtaCalo << " "
|
| 1119 |
<< fMVAVar_EledPhiCalo << " "
|
| 1120 |
<< fMVAVar_EleR9 << " "
|
| 1121 |
<< fMVAVar_EleSCEtaWidth << " "
|
| 1122 |
<< fMVAVar_EleSCPhiWidth << " "
|
| 1123 |
<< fMVAVar_EleCovIEtaIPhi << " "
|
| 1124 |
<< fMVAVar_ElePreShowerOverRaw << " "
|
| 1125 |
<< fMVAVar_EleKFTrkChiSqr << " "
|
| 1126 |
<< fMVAVar_EleKFTrkNHits << " "
|
| 1127 |
<< fMVAVar_EleE1x5OverE5x5 << " "
|
| 1128 |
<< " === : === "
|
| 1129 |
<< mva << " "
|
| 1130 |
<< std::endl;
|
| 1131 |
|
| 1132 |
}
|
| 1133 |
|
| 1134 |
|
| 1135 |
|
| 1136 |
return mva;
|
| 1137 |
}
|
| 1138 |
|
| 1139 |
|
| 1140 |
//--------------------------------------------------------------------------------------------------
|
| 1141 |
//MVA Includes Isolation with removal of other leptons
|
| 1142 |
//
|
| 1143 |
Double_t ElectronIDMVA::MVAValue(const Electron *ele, const Vertex *vertex,
|
| 1144 |
const PFCandidateCol *PFCands,
|
| 1145 |
const PileupEnergyDensityCol *PileupEnergyDensity,
|
| 1146 |
ElectronTools::EElectronEffectiveAreaTarget EffectiveAreaTarget,
|
| 1147 |
const ElectronCol *goodElectrons,
|
| 1148 |
const MuonCol *goodMuons,
|
| 1149 |
Bool_t printDebug) {
|
| 1150 |
|
| 1151 |
if (!fIsInitialized) {
|
| 1152 |
std::cout << "Error: ElectronIDMVA not properly initialized.\n";
|
| 1153 |
return -9999;
|
| 1154 |
}
|
| 1155 |
|
| 1156 |
Double_t Rho = 0;
|
| 1157 |
switch(fTheRhoType) {
|
| 1158 |
case RhoUtilities::MIT_RHO_VORONOI_HIGH_ETA:
|
| 1159 |
Rho = PileupEnergyDensity->At(0)->Rho();
|
| 1160 |
break;
|
| 1161 |
case RhoUtilities::MIT_RHO_VORONOI_LOW_ETA:
|
| 1162 |
Rho = PileupEnergyDensity->At(0)->RhoLowEta();
|
| 1163 |
break;
|
| 1164 |
case RhoUtilities::MIT_RHO_RANDOM_HIGH_ETA:
|
| 1165 |
Rho = PileupEnergyDensity->At(0)->RhoRandom();
|
| 1166 |
break;
|
| 1167 |
case RhoUtilities::MIT_RHO_RANDOM_LOW_ETA:
|
| 1168 |
Rho = PileupEnergyDensity->At(0)->RhoRandomLowEta();
|
| 1169 |
break;
|
| 1170 |
case RhoUtilities::CMS_RHO_RHOKT6PFJETS:
|
| 1171 |
Rho = PileupEnergyDensity->At(0)->RhoKt6PFJets();
|
| 1172 |
break;
|
| 1173 |
default:
|
| 1174 |
// use the old default
|
| 1175 |
Rho = PileupEnergyDensity->At(0)->Rho();
|
| 1176 |
break;
|
| 1177 |
}
|
| 1178 |
|
| 1179 |
//set all input variables
|
| 1180 |
fMVAVar_ElePt = ele->Pt();
|
| 1181 |
fMVAVar_EleEta = ele->SCluster()->Eta();
|
| 1182 |
fMVAVar_EleSigmaIEtaIEta = ele->CoviEtaiEta() ;
|
| 1183 |
|
| 1184 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0 ||
|
| 1185 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0 ||
|
| 1186 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1 ||
|
| 1187 |
fMVAType == ElectronIDMVA::kIDHWW2012TrigV0) {
|
| 1188 |
fMVAVar_EleDEtaIn = TMath::Min(fabs(double(ele->DeltaEtaSuperClusterTrackAtVtx())),0.06); ;
|
| 1189 |
fMVAVar_EleDPhiIn = TMath::Min(fabs(double(ele->DeltaPhiSuperClusterTrackAtVtx())),0.6);
|
| 1190 |
fMVAVar_EleFBrem = TMath::Max(double(ele->FBrem()),-1.0);
|
| 1191 |
fMVAVar_EleEOverP = TMath::Min(double(ele->ESuperClusterOverP()), 20.0);
|
| 1192 |
fMVAVar_EleESeedClusterOverPout = TMath::Min(double(ele->ESeedClusterOverPout()),20.0);
|
| 1193 |
fMVAVar_EleEEleClusterOverPout = TMath::Min(double(ele->EEleClusterOverPout()),20.0);
|
| 1194 |
fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->EcalEnergy())) - 1.0 / ele->P();
|
| 1195 |
fMVAVar_EleGsfTrackChi2OverNdof = TMath::Min(double( ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof()),200.0);
|
| 1196 |
fMVAVar_EledEtaCalo = TMath::Min(fabs(double(ele->DeltaEtaSeedClusterTrackAtCalo())),0.2);
|
| 1197 |
fMVAVar_EleR9 = TMath::Min(double(ele->SCluster()->R9()), 5.0);
|
| 1198 |
} else {
|
| 1199 |
fMVAVar_EleDEtaIn = ele->DeltaEtaSuperClusterTrackAtVtx();
|
| 1200 |
fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
|
| 1201 |
fMVAVar_EleFBrem = ele->FBrem();
|
| 1202 |
fMVAVar_EleEOverP = ele->ESuperClusterOverP();
|
| 1203 |
fMVAVar_EleESeedClusterOverPout = ele->ESeedClusterOverPout();
|
| 1204 |
fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->EcalEnergy())) - 1.0 / ele->BestTrk()->P();
|
| 1205 |
fMVAVar_EleGsfTrackChi2OverNdof = ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof();
|
| 1206 |
fMVAVar_EledEtaCalo = ele->DeltaEtaSeedClusterTrackAtCalo();
|
| 1207 |
fMVAVar_EleR9 = ele->SCluster()->R9();
|
| 1208 |
}
|
| 1209 |
|
| 1210 |
fMVAVar_EleHoverE = ele->HadronicOverEm();
|
| 1211 |
fMVAVar_EleD0 = ele->BestTrk()->D0Corrected(*vertex);
|
| 1212 |
fMVAVar_EleDZ = ele->BestTrk()->DzCorrected(*vertex);
|
| 1213 |
if (!TMath::IsNaN(ele->SCluster()->Seed()->CoviPhiiPhi())) fMVAVar_EleSigmaIPhiIPhi = TMath::Sqrt(ele->SCluster()->Seed()->CoviPhiiPhi());
|
| 1214 |
else {
|
| 1215 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1) {
|
| 1216 |
fMVAVar_EleSigmaIPhiIPhi = 0;
|
| 1217 |
} else {
|
| 1218 |
fMVAVar_EleSigmaIPhiIPhi = ele->CoviEtaiEta();
|
| 1219 |
}
|
| 1220 |
}
|
| 1221 |
|
| 1222 |
fMVAVar_EleNBrem = ele->NumberOfClusters() - 1;
|
| 1223 |
fMVAVar_EleESeedClusterOverPIn = ele->ESeedClusterOverPIn();
|
| 1224 |
fMVAVar_EleIP3d = ele->Ip3dPV();
|
| 1225 |
fMVAVar_EleIP3dSig = ele->Ip3dPVSignificance();
|
| 1226 |
fMVAVar_EledPhiCalo = ele->DeltaPhiSeedClusterTrackAtCalo();
|
| 1227 |
fMVAVar_EleSCEtaWidth = ele->SCluster()->EtaWidth();
|
| 1228 |
fMVAVar_EleSCPhiWidth = ele->SCluster()->PhiWidth();
|
| 1229 |
fMVAVar_EleCovIEtaIPhi = ele->SCluster()->Seed()->CoviEtaiPhi();
|
| 1230 |
fMVAVar_ElePreShowerOverRaw = ele->SCluster()->PreshowerEnergy() / ele->SCluster()->RawEnergy();
|
| 1231 |
|
| 1232 |
//Additional vars
|
| 1233 |
if (ele->TrackerTrk()) {
|
| 1234 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0 ||
|
| 1235 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0 ||
|
| 1236 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1 ||
|
| 1237 |
fMVAType == ElectronIDMVA::kIDHWW2012TrigV0 ) {
|
| 1238 |
fMVAVar_EleKFTrkChiSqr = TMath::Min(double(ele->TrackerTrk()->RChi2()),10.0);
|
| 1239 |
} else {
|
| 1240 |
fMVAVar_EleKFTrkChiSqr = ele->TrackerTrk()->RChi2();
|
| 1241 |
}
|
| 1242 |
fMVAVar_EleKFTrkNHits = ele->TrackerTrk()->NHits();
|
| 1243 |
fMVAVar_EleKFTrkNLayers = ele->CTFTrkNLayersWithMeasurement();
|
| 1244 |
} else {
|
| 1245 |
fMVAVar_EleKFTrkChiSqr = 0;
|
| 1246 |
fMVAVar_EleKFTrkNHits = -1;
|
| 1247 |
fMVAVar_EleKFTrkNLayers = -1;
|
| 1248 |
}
|
| 1249 |
|
| 1250 |
if( ele->SCluster()->Seed()->E5x5() > 0.0 ) {
|
| 1251 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0 ||
|
| 1252 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0 ||
|
| 1253 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1 ||
|
| 1254 |
fMVAType == ElectronIDMVA::kIDHWW2012TrigV0 ) {
|
| 1255 |
fMVAVar_EleE1x5OverE5x5 = TMath::Min(TMath::Max(1 - double(ele->SCluster()->Seed()->E1x5()/ele->SCluster()->Seed()->E5x5()) , -1.0),2.0);
|
| 1256 |
} else {
|
| 1257 |
fMVAVar_EleE1x5OverE5x5 = ele->SCluster()->Seed()->E1x5()/ele->SCluster()->Seed()->E5x5();
|
| 1258 |
}
|
| 1259 |
} else {
|
| 1260 |
fMVAVar_EleE1x5OverE5x5 = -1.0;
|
| 1261 |
}
|
| 1262 |
|
| 1263 |
|
| 1264 |
Double_t tmpChargedIso_DR0p0To0p1 = 0;
|
| 1265 |
Double_t tmpChargedIso_DR0p1To0p2 = 0;
|
| 1266 |
Double_t tmpChargedIso_DR0p2To0p3 = 0;
|
| 1267 |
Double_t tmpChargedIso_DR0p3To0p4 = 0;
|
| 1268 |
Double_t tmpChargedIso_DR0p4To0p5 = 0;
|
| 1269 |
Double_t tmpGammaIso_DR0p0To0p1 = 0;
|
| 1270 |
Double_t tmpGammaIso_DR0p1To0p2 = 0;
|
| 1271 |
Double_t tmpGammaIso_DR0p2To0p3 = 0;
|
| 1272 |
Double_t tmpGammaIso_DR0p3To0p4 = 0;
|
| 1273 |
Double_t tmpGammaIso_DR0p4To0p5 = 0;
|
| 1274 |
Double_t tmpNeutralHadronIso_DR0p0To0p1 = 0;
|
| 1275 |
Double_t tmpNeutralHadronIso_DR0p1To0p2 = 0;
|
| 1276 |
Double_t tmpNeutralHadronIso_DR0p2To0p3 = 0;
|
| 1277 |
Double_t tmpNeutralHadronIso_DR0p3To0p4 = 0;
|
| 1278 |
Double_t tmpNeutralHadronIso_DR0p4To0p5 = 0;
|
| 1279 |
|
| 1280 |
for (UInt_t p=0; p<PFCands->GetEntries();p++) {
|
| 1281 |
const PFCandidate *pf = PFCands->At(p);
|
| 1282 |
|
| 1283 |
//exclude the electron itself
|
| 1284 |
if(pf->GsfTrk() && ele->GsfTrk() &&
|
| 1285 |
pf->GsfTrk() == ele->GsfTrk()) continue;
|
| 1286 |
if(pf->TrackerTrk() && ele->TrackerTrk() &&
|
| 1287 |
pf->TrackerTrk() == ele->TrackerTrk()) continue;
|
| 1288 |
|
| 1289 |
//************************************************************
|
| 1290 |
// New Isolation Calculations
|
| 1291 |
//************************************************************
|
| 1292 |
Double_t dr = MathUtils::DeltaR(ele->Mom(), pf->Mom());
|
| 1293 |
|
| 1294 |
if (dr < 1.0) {
|
| 1295 |
Bool_t IsLeptonFootprint = kFALSE;
|
| 1296 |
//************************************************************
|
| 1297 |
// Lepton Footprint Removal
|
| 1298 |
//************************************************************
|
| 1299 |
if(goodElectrons) {
|
| 1300 |
for (UInt_t q=0; q < goodElectrons->GetEntries() ; ++q) {
|
| 1301 |
//if pf candidate matches an electron passing ID cuts, then veto it
|
| 1302 |
if(pf->GsfTrk() && goodElectrons->At(q)->GsfTrk() &&
|
| 1303 |
pf->GsfTrk() == goodElectrons->At(q)->GsfTrk()) IsLeptonFootprint = kTRUE;
|
| 1304 |
if(pf->TrackerTrk() && goodElectrons->At(q)->TrackerTrk() &&
|
| 1305 |
pf->TrackerTrk() == goodElectrons->At(q)->TrackerTrk()) IsLeptonFootprint = kTRUE;
|
| 1306 |
//if pf candidate lies in veto regions of electron passing ID cuts, then veto it
|
| 1307 |
if(pf->BestTrk() && fabs(goodElectrons->At(q)->SCluster()->Eta()) >= 1.479
|
| 1308 |
&& MathUtils::DeltaR(goodElectrons->At(q)->Mom(), pf->Mom()) < 0.015) IsLeptonFootprint = kTRUE;
|
| 1309 |
if(pf->PFType() == PFCandidate::eGamma && fabs(goodElectrons->At(q)->SCluster()->Eta()) >= 1.479 &&
|
| 1310 |
MathUtils::DeltaR(goodElectrons->At(q)->Mom(), pf->Mom()) < 0.08) IsLeptonFootprint = kTRUE;
|
| 1311 |
}
|
| 1312 |
}
|
| 1313 |
if(goodMuons) {
|
| 1314 |
for (UInt_t q=0; q < goodMuons->GetEntries() ; ++q) {
|
| 1315 |
//if pf candidate matches an muon passing ID cuts, then veto it
|
| 1316 |
if(pf->TrackerTrk() && goodMuons->At(q)->TrackerTrk() &&
|
| 1317 |
pf->TrackerTrk() == goodMuons->At(q)->TrackerTrk()) IsLeptonFootprint = kTRUE;
|
| 1318 |
//if pf candidate lies in veto regions of muon passing ID cuts, then veto it
|
| 1319 |
if(pf->BestTrk() && MathUtils::DeltaR(goodMuons->At(q)->Mom(), pf->Mom()) < 0.01) IsLeptonFootprint = kTRUE;
|
| 1320 |
}
|
| 1321 |
}
|
| 1322 |
|
| 1323 |
if (!IsLeptonFootprint) {
|
| 1324 |
Bool_t passVeto = kTRUE;
|
| 1325 |
//Charged
|
| 1326 |
if(pf->BestTrk()) {
|
| 1327 |
if (!(fabs(pf->BestTrk()->DzCorrected(*vertex) - ele->BestTrk()->DzCorrected(*vertex)) < 0.2)) passVeto = kFALSE;
|
| 1328 |
//************************************************************
|
| 1329 |
// Veto any PFmuon, or PFEle
|
| 1330 |
if (pf->PFType() == PFCandidate::eElectron || pf->PFType() == PFCandidate::eMuon) passVeto = kFALSE;
|
| 1331 |
//************************************************************
|
| 1332 |
//************************************************************
|
| 1333 |
// Footprint Veto
|
| 1334 |
if (fabs(ele->SCluster()->Eta()) >= 1.479 && dr < 0.015) passVeto = kFALSE;
|
| 1335 |
//************************************************************
|
| 1336 |
if (passVeto) {
|
| 1337 |
if (dr < 0.1) tmpChargedIso_DR0p0To0p1 += pf->Pt();
|
| 1338 |
if (dr >= 0.1 && dr < 0.2) tmpChargedIso_DR0p1To0p2 += pf->Pt();
|
| 1339 |
if (dr >= 0.2 && dr < 0.3) tmpChargedIso_DR0p2To0p3 += pf->Pt();
|
| 1340 |
if (dr >= 0.3 && dr < 0.4) tmpChargedIso_DR0p3To0p4 += pf->Pt();
|
| 1341 |
if (dr >= 0.4 && dr < 0.5) tmpChargedIso_DR0p4To0p5 += pf->Pt();
|
| 1342 |
} //pass veto
|
| 1343 |
|
| 1344 |
}
|
| 1345 |
//Gamma
|
| 1346 |
else if (pf->PFType() == PFCandidate::eGamma) {
|
| 1347 |
//************************************************************
|
| 1348 |
// Footprint Veto
|
| 1349 |
if (fabs(ele->SCluster()->Eta()) >= 1.479) {
|
| 1350 |
if (dr < 0.08) passVeto = kFALSE;
|
| 1351 |
}
|
| 1352 |
//************************************************************
|
| 1353 |
|
| 1354 |
if (passVeto) {
|
| 1355 |
if (dr < 0.1) tmpGammaIso_DR0p0To0p1 += pf->Pt();
|
| 1356 |
if (dr >= 0.1 && dr < 0.2) tmpGammaIso_DR0p1To0p2 += pf->Pt();
|
| 1357 |
if (dr >= 0.2 && dr < 0.3) tmpGammaIso_DR0p2To0p3 += pf->Pt();
|
| 1358 |
if (dr >= 0.3 && dr < 0.4) tmpGammaIso_DR0p3To0p4 += pf->Pt();
|
| 1359 |
if (dr >= 0.4 && dr < 0.5) tmpGammaIso_DR0p4To0p5 += pf->Pt();
|
| 1360 |
}
|
| 1361 |
}
|
| 1362 |
//NeutralHadron
|
| 1363 |
else {
|
| 1364 |
if (dr < 0.1) tmpNeutralHadronIso_DR0p0To0p1 += pf->Pt();
|
| 1365 |
if (dr >= 0.1 && dr < 0.2) tmpNeutralHadronIso_DR0p1To0p2 += pf->Pt();
|
| 1366 |
if (dr >= 0.2 && dr < 0.3) tmpNeutralHadronIso_DR0p2To0p3 += pf->Pt();
|
| 1367 |
if (dr >= 0.3 && dr < 0.4) tmpNeutralHadronIso_DR0p3To0p4 += pf->Pt();
|
| 1368 |
if (dr >= 0.4 && dr < 0.5) tmpNeutralHadronIso_DR0p4To0p5 += pf->Pt();
|
| 1369 |
}
|
| 1370 |
} //not lepton footprint
|
| 1371 |
} //in 1.0 dr cone
|
| 1372 |
} //loop over PF candidates
|
| 1373 |
|
| 1374 |
fMVAVar_ChargedIso_DR0p0To0p1 = TMath::Min((tmpChargedIso_DR0p0To0p1)/ele->Pt(), 2.5);
|
| 1375 |
fMVAVar_ChargedIso_DR0p1To0p2 = TMath::Min((tmpChargedIso_DR0p1To0p2)/ele->Pt(), 2.5);
|
| 1376 |
fMVAVar_ChargedIso_DR0p2To0p3 = TMath::Min((tmpChargedIso_DR0p2To0p3)/ele->Pt(), 2.5);
|
| 1377 |
fMVAVar_ChargedIso_DR0p3To0p4 = TMath::Min((tmpChargedIso_DR0p3To0p4)/ele->Pt(), 2.5);
|
| 1378 |
fMVAVar_ChargedIso_DR0p4To0p5 = TMath::Min((tmpChargedIso_DR0p4To0p5)/ele->Pt(), 2.5);
|
| 1379 |
fMVAVar_GammaIso_DR0p0To0p1 = TMath::Max(TMath::Min((tmpGammaIso_DR0p0To0p1 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoDR0p0To0p1, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
|
| 1380 |
fMVAVar_GammaIso_DR0p1To0p2 = TMath::Max(TMath::Min((tmpGammaIso_DR0p1To0p2 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoDR0p1To0p2, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
|
| 1381 |
fMVAVar_GammaIso_DR0p2To0p3 = TMath::Max(TMath::Min((tmpGammaIso_DR0p2To0p3 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoDR0p2To0p3, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
|
| 1382 |
fMVAVar_GammaIso_DR0p3To0p4 = TMath::Max(TMath::Min((tmpGammaIso_DR0p3To0p4 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoDR0p3To0p4, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
|
| 1383 |
fMVAVar_GammaIso_DR0p4To0p5 = TMath::Max(TMath::Min((tmpGammaIso_DR0p4To0p5 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoDR0p4To0p5, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
|
| 1384 |
fMVAVar_NeutralHadronIso_DR0p0To0p1 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p0To0p1 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIsoDR0p0To0p1, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
|
| 1385 |
fMVAVar_NeutralHadronIso_DR0p1To0p2 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p1To0p2 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIsoDR0p1To0p2, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
|
| 1386 |
fMVAVar_NeutralHadronIso_DR0p2To0p3 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p2To0p3 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIsoDR0p2To0p3, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
|
| 1387 |
fMVAVar_NeutralHadronIso_DR0p3To0p4 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p3To0p4 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIsoDR0p3To0p4, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
|
| 1388 |
fMVAVar_NeutralHadronIso_DR0p4To0p5 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p4To0p5 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIsoDR0p4To0p5, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
|
| 1389 |
|
| 1390 |
//Do Binding of MVA input variables
|
| 1391 |
if ( fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0
|
| 1392 |
|| fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0
|
| 1393 |
|| fMVAType == ElectronIDMVA::kIsoRingsV0
|
| 1394 |
|| fMVAType == ElectronIDMVA::kIDHWW2012TrigV0) {
|
| 1395 |
bindVariables();
|
| 1396 |
}
|
| 1397 |
|
| 1398 |
Double_t mva = -9999;
|
| 1399 |
TMVA::Reader *reader = 0;
|
| 1400 |
|
| 1401 |
reader = fTMVAReader[GetMVABin( fMVAVar_EleEta , fMVAVar_ElePt)];
|
| 1402 |
mva = reader->EvaluateMVA( fMethodname );
|
| 1403 |
|
| 1404 |
if (printDebug == kTRUE) {
|
| 1405 |
|
| 1406 |
std::cout << "Debug Electron MVA-ID: "
|
| 1407 |
<< fMVAVar_ElePt<< " " << fMVAVar_EleEta << " "
|
| 1408 |
<< " --> MVABin " << GetMVABin( fMVAVar_EleEta , fMVAVar_ElePt) << " : "
|
| 1409 |
<< " fbrem " << fMVAVar_EleFBrem
|
| 1410 |
<< " kfchi2 " << fMVAVar_EleKFTrkChiSqr
|
| 1411 |
<< " kfhits " << fMVAVar_EleKFTrkNLayers
|
| 1412 |
<< " kfhitsall " << fMVAVar_EleKFTrkNHits
|
| 1413 |
<< " gsfchi2 " << fMVAVar_EleGsfTrackChi2OverNdof
|
| 1414 |
<< " deta " << fMVAVar_EleDEtaIn
|
| 1415 |
<< " dphi " << fMVAVar_EleDPhiIn
|
| 1416 |
<< " detacalo " << fMVAVar_EledEtaCalo
|
| 1417 |
<< " see " << fMVAVar_EleSigmaIEtaIEta
|
| 1418 |
<< " spp " << fMVAVar_EleSigmaIPhiIPhi
|
| 1419 |
<< " etawidth " << fMVAVar_EleSCEtaWidth
|
| 1420 |
<< " phiwidth " << fMVAVar_EleSCPhiWidth
|
| 1421 |
<< " e1x5e5x5 " << fMVAVar_EleE1x5OverE5x5
|
| 1422 |
<< " R9 " << fMVAVar_EleR9
|
| 1423 |
<< " HoE " << fMVAVar_EleHoverE
|
| 1424 |
<< " EoP " << fMVAVar_EleEOverP
|
| 1425 |
<< " IoEmIoP " << fMVAVar_EleOneOverEMinusOneOverP
|
| 1426 |
<< " eleEoPout " << fMVAVar_EleEEleClusterOverPout
|
| 1427 |
<< " EoPout " << fMVAVar_EleESeedClusterOverPout
|
| 1428 |
<< " PreShowerOverRaw" << fMVAVar_ElePreShowerOverRaw
|
| 1429 |
<< " d0 " << fMVAVar_EleD0
|
| 1430 |
<< " ip3d " << fMVAVar_EleIP3d
|
| 1431 |
<< " eta " << fMVAVar_EleEta
|
| 1432 |
<< " pt " << fMVAVar_ElePt
|
| 1433 |
<< " === : === "
|
| 1434 |
<< mva << " "
|
| 1435 |
<< std::endl;
|
| 1436 |
std::cout << "Debug Electron MVA-ISO: "
|
| 1437 |
<< fMVAVar_ChargedIso_DR0p0To0p1 << " "
|
| 1438 |
<< fMVAVar_ChargedIso_DR0p1To0p2 << " "
|
| 1439 |
<< fMVAVar_ChargedIso_DR0p2To0p3 << " "
|
| 1440 |
<< fMVAVar_ChargedIso_DR0p3To0p4 << " "
|
| 1441 |
<< fMVAVar_ChargedIso_DR0p4To0p5 << " "
|
| 1442 |
<< fMVAVar_GammaIso_DR0p0To0p1 << " "
|
| 1443 |
<< fMVAVar_GammaIso_DR0p1To0p2 << " "
|
| 1444 |
<< fMVAVar_GammaIso_DR0p2To0p3 << " "
|
| 1445 |
<< fMVAVar_GammaIso_DR0p3To0p4 << " "
|
| 1446 |
<< fMVAVar_GammaIso_DR0p4To0p5 << " "
|
| 1447 |
<< fMVAVar_NeutralHadronIso_DR0p0To0p1 << " "
|
| 1448 |
<< fMVAVar_NeutralHadronIso_DR0p1To0p2 << " "
|
| 1449 |
<< fMVAVar_NeutralHadronIso_DR0p2To0p3 << " "
|
| 1450 |
<< fMVAVar_NeutralHadronIso_DR0p3To0p4 << " "
|
| 1451 |
<< fMVAVar_NeutralHadronIso_DR0p4To0p5 << " "
|
| 1452 |
<< std::endl;
|
| 1453 |
}
|
| 1454 |
|
| 1455 |
return mva;
|
| 1456 |
}
|
| 1457 |
|
| 1458 |
|
| 1459 |
//--------------------------------------------------------------------------------------------------
|
| 1460 |
//MVA Includes Isolation
|
| 1461 |
//
|
| 1462 |
Double_t ElectronIDMVA::MVAValue(const Electron *ele, const Vertex *vertex,
|
| 1463 |
const VertexCol *primaryVertices,
|
| 1464 |
const PFCandidateCol *PFCands,
|
| 1465 |
const PileupEnergyDensityCol *PileupEnergyDensity,
|
| 1466 |
ElectronTools::EElectronEffectiveAreaTarget EffectiveAreaTarget,
|
| 1467 |
Bool_t printDebug) {
|
| 1468 |
|
| 1469 |
if (!fIsInitialized) {
|
| 1470 |
std::cout << "Error: ElectronIDMVA not properly initialized.\n";
|
| 1471 |
return -9999;
|
| 1472 |
}
|
| 1473 |
|
| 1474 |
Double_t Rho = 0;
|
| 1475 |
switch(fTheRhoType) {
|
| 1476 |
case RhoUtilities::MIT_RHO_VORONOI_HIGH_ETA:
|
| 1477 |
Rho = PileupEnergyDensity->At(0)->Rho();
|
| 1478 |
break;
|
| 1479 |
case RhoUtilities::MIT_RHO_VORONOI_LOW_ETA:
|
| 1480 |
Rho = PileupEnergyDensity->At(0)->RhoLowEta();
|
| 1481 |
break;
|
| 1482 |
case RhoUtilities::MIT_RHO_RANDOM_HIGH_ETA:
|
| 1483 |
Rho = PileupEnergyDensity->At(0)->RhoRandom();
|
| 1484 |
break;
|
| 1485 |
case RhoUtilities::MIT_RHO_RANDOM_LOW_ETA:
|
| 1486 |
Rho = PileupEnergyDensity->At(0)->RhoRandomLowEta();
|
| 1487 |
break;
|
| 1488 |
case RhoUtilities::CMS_RHO_RHOKT6PFJETS:
|
| 1489 |
Rho = PileupEnergyDensity->At(0)->RhoKt6PFJets();
|
| 1490 |
break;
|
| 1491 |
default:
|
| 1492 |
// use the old default
|
| 1493 |
Rho = PileupEnergyDensity->At(0)->Rho();
|
| 1494 |
break;
|
| 1495 |
}
|
| 1496 |
|
| 1497 |
//set all input variables
|
| 1498 |
fMVAVar_ElePt = ele->Pt();
|
| 1499 |
fMVAVar_EleEta = ele->SCluster()->Eta();
|
| 1500 |
fMVAVar_EleSigmaIEtaIEta = ele->CoviEtaiEta() ;
|
| 1501 |
|
| 1502 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0 ||
|
| 1503 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0 ||
|
| 1504 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1 ||
|
| 1505 |
fMVAType == ElectronIDMVA::kIDHWW2012TrigV0
|
| 1506 |
) {
|
| 1507 |
fMVAVar_EleDEtaIn = TMath::Min(fabs(double(ele->DeltaEtaSuperClusterTrackAtVtx())),0.06); ;
|
| 1508 |
fMVAVar_EleDPhiIn = TMath::Min(fabs(double(ele->DeltaPhiSuperClusterTrackAtVtx())),0.6);
|
| 1509 |
fMVAVar_EleFBrem = TMath::Max(double(ele->FBrem()),-1.0);
|
| 1510 |
fMVAVar_EleEOverP = TMath::Min(double(ele->ESuperClusterOverP()), 20.0);
|
| 1511 |
fMVAVar_EleESeedClusterOverPout = TMath::Min(double(ele->ESeedClusterOverPout()),20.0);
|
| 1512 |
fMVAVar_EleEEleClusterOverPout = TMath::Min(double(ele->EEleClusterOverPout()),20.0);
|
| 1513 |
fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->EcalEnergy())) - 1.0 / ele->P();
|
| 1514 |
fMVAVar_EleGsfTrackChi2OverNdof = TMath::Min(double( ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof()),200.0);
|
| 1515 |
fMVAVar_EledEtaCalo = TMath::Min(fabs(double(ele->DeltaEtaSeedClusterTrackAtCalo())),0.2);
|
| 1516 |
fMVAVar_EleR9 = TMath::Min(double(ele->SCluster()->R9()), 5.0);
|
| 1517 |
}
|
| 1518 |
else if (fMVAType == ElectronIDMVA::kIDIsoCombinedHWW2012TrigV4) {
|
| 1519 |
fMVAVar_EleDEtaIn = TMath::Min(fabs(double(ele->DeltaEtaSuperClusterTrackAtVtx())),0.06); ;
|
| 1520 |
fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
|
| 1521 |
fMVAVar_EleFBrem = TMath::Max(double(ele->FBrem()),-1.0);
|
| 1522 |
fMVAVar_EleEOverP = TMath::Min(double(ele->ESuperClusterOverP()), 20.0);
|
| 1523 |
fMVAVar_EleESeedClusterOverPout = TMath::Min(double(ele->ESeedClusterOverPout()),20.0);
|
| 1524 |
fMVAVar_EleEEleClusterOverPout = TMath::Min(double(ele->EEleClusterOverPout()),20.0);
|
| 1525 |
fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->EcalEnergy())) - 1.0 / ele->PIn();
|
| 1526 |
fMVAVar_EleGsfTrackChi2OverNdof = TMath::Min(double( ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof()),200.0);
|
| 1527 |
fMVAVar_EledEtaCalo = ele->DeltaEtaSeedClusterTrackAtCalo();
|
| 1528 |
fMVAVar_EleR9 = TMath::Min(double(ele->SCluster()->R9()), 5.0);
|
| 1529 |
}
|
| 1530 |
else {
|
| 1531 |
fMVAVar_EleDEtaIn = ele->DeltaEtaSuperClusterTrackAtVtx();
|
| 1532 |
fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
|
| 1533 |
fMVAVar_EleFBrem = ele->FBrem();
|
| 1534 |
fMVAVar_EleEOverP = ele->ESuperClusterOverP();
|
| 1535 |
fMVAVar_EleESeedClusterOverPout = ele->ESeedClusterOverPout();
|
| 1536 |
fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->EcalEnergy())) - 1.0 / ele->BestTrk()->P();
|
| 1537 |
fMVAVar_EleGsfTrackChi2OverNdof = ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof();
|
| 1538 |
fMVAVar_EledEtaCalo = ele->DeltaEtaSeedClusterTrackAtCalo();
|
| 1539 |
fMVAVar_EleR9 = ele->SCluster()->R9();
|
| 1540 |
}
|
| 1541 |
|
| 1542 |
fMVAVar_EleHoverE = ele->HadronicOverEm();
|
| 1543 |
fMVAVar_EleD0 = ele->BestTrk()->D0Corrected(*vertex);
|
| 1544 |
fMVAVar_EleDZ = ele->BestTrk()->DzCorrected(*vertex);
|
| 1545 |
if (!TMath::IsNaN(ele->SCluster()->Seed()->CoviPhiiPhi())) fMVAVar_EleSigmaIPhiIPhi = TMath::Sqrt(ele->SCluster()->Seed()->CoviPhiiPhi());
|
| 1546 |
else {
|
| 1547 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1 ) {
|
| 1548 |
fMVAVar_EleSigmaIPhiIPhi = 0;
|
| 1549 |
} else {
|
| 1550 |
fMVAVar_EleSigmaIPhiIPhi = ele->CoviEtaiEta();
|
| 1551 |
}
|
| 1552 |
}
|
| 1553 |
|
| 1554 |
fMVAVar_EleNBrem = ele->NumberOfClusters() - 1;
|
| 1555 |
fMVAVar_EleESeedClusterOverPIn = ele->ESeedClusterOverPIn();
|
| 1556 |
fMVAVar_EleIP3d = ele->Ip3dPV();
|
| 1557 |
fMVAVar_EleIP3dSig = ele->Ip3dPVSignificance();
|
| 1558 |
fMVAVar_EledPhiCalo = ele->DeltaPhiSeedClusterTrackAtCalo();
|
| 1559 |
fMVAVar_EleSCEtaWidth = ele->SCluster()->EtaWidth();
|
| 1560 |
fMVAVar_EleSCPhiWidth = ele->SCluster()->PhiWidth();
|
| 1561 |
fMVAVar_EleCovIEtaIPhi = ele->SCluster()->Seed()->CoviEtaiPhi();
|
| 1562 |
fMVAVar_ElePreShowerOverRaw = ele->SCluster()->PreshowerEnergy() / ele->SCluster()->RawEnergy();
|
| 1563 |
|
| 1564 |
//Additional vars
|
| 1565 |
if (ele->TrackerTrk()) {
|
| 1566 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0 ||
|
| 1567 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0 ||
|
| 1568 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1 ||
|
| 1569 |
fMVAType == ElectronIDMVA::kIDHWW2012TrigV0 ||
|
| 1570 |
fMVAType == ElectronIDMVA::kIDIsoCombinedHWW2012TrigV4
|
| 1571 |
) {
|
| 1572 |
fMVAVar_EleKFTrkChiSqr = TMath::Min(double(ele->TrackerTrk()->RChi2()),10.0);
|
| 1573 |
} else {
|
| 1574 |
fMVAVar_EleKFTrkChiSqr = ele->TrackerTrk()->RChi2();
|
| 1575 |
}
|
| 1576 |
fMVAVar_EleKFTrkNHits = ele->TrackerTrk()->NHits();
|
| 1577 |
fMVAVar_EleKFTrkNLayers = ele->CTFTrkNLayersWithMeasurement();
|
| 1578 |
} else {
|
| 1579 |
fMVAVar_EleKFTrkChiSqr = 0;
|
| 1580 |
fMVAVar_EleKFTrkNHits = -1;
|
| 1581 |
fMVAVar_EleKFTrkNLayers = -1;
|
| 1582 |
}
|
| 1583 |
|
| 1584 |
if( ele->SCluster()->Seed()->E5x5() > 0.0 ) {
|
| 1585 |
if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0 ||
|
| 1586 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0 ||
|
| 1587 |
fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV1 ||
|
| 1588 |
fMVAType == ElectronIDMVA::kIDHWW2012TrigV0 ||
|
| 1589 |
fMVAType == ElectronIDMVA::kIDIsoCombinedHWW2012TrigV4
|
| 1590 |
) {
|
| 1591 |
fMVAVar_EleE1x5OverE5x5 = TMath::Min(TMath::Max(1 - double(ele->SCluster()->Seed()->E1x5()/ele->SCluster()->Seed()->E5x5()) , -1.0),2.0);
|
| 1592 |
fMVAVar_EleOneMinusE1x5OverE5x5 = TMath::Min(TMath::Max(1 - double(ele->SCluster()->Seed()->E1x5()/ele->SCluster()->Seed()->E5x5()) , -1.0),2.0);
|
| 1593 |
} else {
|
| 1594 |
fMVAVar_EleE1x5OverE5x5 = ele->SCluster()->Seed()->E1x5()/ele->SCluster()->Seed()->E5x5();
|
| 1595 |
}
|
| 1596 |
} else {
|
| 1597 |
fMVAVar_EleE1x5OverE5x5 = -1.0;
|
| 1598 |
}
|
| 1599 |
|
| 1600 |
|
| 1601 |
Double_t tmpChargedIso_DR0p0To0p1 = 0;
|
| 1602 |
Double_t tmpChargedIso_DR0p1To0p2 = 0;
|
| 1603 |
Double_t tmpChargedIso_DR0p2To0p3 = 0;
|
| 1604 |
Double_t tmpChargedIso_DR0p3To0p4 = 0;
|
| 1605 |
Double_t tmpChargedIso_DR0p4To0p5 = 0;
|
| 1606 |
Double_t tmpGammaIso_DR0p0To0p1 = 0;
|
| 1607 |
Double_t tmpGammaIso_DR0p1To0p2 = 0;
|
| 1608 |
Double_t tmpGammaIso_DR0p2To0p3 = 0;
|
| 1609 |
Double_t tmpGammaIso_DR0p3To0p4 = 0;
|
| 1610 |
Double_t tmpGammaIso_DR0p4To0p5 = 0;
|
| 1611 |
Double_t tmpNeutralHadronIso_DR0p0To0p1 = 0;
|
| 1612 |
Double_t tmpNeutralHadronIso_DR0p1To0p2 = 0;
|
| 1613 |
Double_t tmpNeutralHadronIso_DR0p2To0p3 = 0;
|
| 1614 |
Double_t tmpNeutralHadronIso_DR0p3To0p4 = 0;
|
| 1615 |
Double_t tmpNeutralHadronIso_DR0p4To0p5 = 0;
|
| 1616 |
|
| 1617 |
for (UInt_t p=0; p<PFCands->GetEntries();p++) {
|
| 1618 |
const PFCandidate *pf = PFCands->At(p);
|
| 1619 |
|
| 1620 |
//************************************************************
|
| 1621 |
// New Isolation Calculations
|
| 1622 |
//************************************************************
|
| 1623 |
Double_t dr = MathUtils::DeltaR(ele->Mom(), pf->Mom());
|
| 1624 |
|
| 1625 |
if (dr < 0.5) {
|
| 1626 |
|
| 1627 |
Bool_t passVeto = kTRUE;
|
| 1628 |
//Charged
|
| 1629 |
if(pf->BestTrk()) {
|
| 1630 |
|
| 1631 |
//*************************************************
|
| 1632 |
//Use only PFNoPU
|
| 1633 |
//*************************************************
|
| 1634 |
Bool_t isPFNoPU = kFALSE;
|
| 1635 |
if(pf->PFType() == PFCandidate::eHadron) {
|
| 1636 |
if(pf->HasTrackerTrk() &&
|
| 1637 |
primaryVertices->At(0)->HasTrack(pf->TrackerTrk()) &&
|
| 1638 |
primaryVertices->At(0)->TrackWeight(pf->TrackerTrk()) > 0) {
|
| 1639 |
isPFNoPU = kTRUE;
|
| 1640 |
} else {
|
| 1641 |
|
| 1642 |
Bool_t vertexFound = kFALSE;
|
| 1643 |
const Vertex *closestVtx = 0;
|
| 1644 |
Double_t dzmin = 10000;
|
| 1645 |
|
| 1646 |
// loop over vertices
|
| 1647 |
for(UInt_t j = 0; j < primaryVertices->GetEntries(); j++) {
|
| 1648 |
const Vertex *vtx = primaryVertices->At(j);
|
| 1649 |
assert(vtx);
|
| 1650 |
|
| 1651 |
if(pf->HasTrackerTrk() &&
|
| 1652 |
vtx->HasTrack(pf->TrackerTrk()) &&
|
| 1653 |
vtx->TrackWeight(pf->TrackerTrk()) > 0) {
|
| 1654 |
vertexFound = kTRUE;
|
| 1655 |
closestVtx = vtx;
|
| 1656 |
break;
|
| 1657 |
}
|
| 1658 |
Double_t dz = fabs(pf->SourceVertex().Z() - vtx->Z());
|
| 1659 |
if(dz < dzmin) {
|
| 1660 |
closestVtx = vtx;
|
| 1661 |
dzmin = dz;
|
| 1662 |
}
|
| 1663 |
}
|
| 1664 |
|
| 1665 |
Bool_t fCheckClosestZVertex = kTRUE; //we use option 1
|
| 1666 |
if(fCheckClosestZVertex) {
|
| 1667 |
// Fallback: if track is not associated with any vertex,
|
| 1668 |
// associate it with the vertex closest in z
|
| 1669 |
if(vertexFound || closestVtx != vertex) {
|
| 1670 |
isPFNoPU = kFALSE;
|
| 1671 |
} else {
|
| 1672 |
isPFNoPU = kTRUE;
|
| 1673 |
}
|
| 1674 |
} else {
|
| 1675 |
if(vertexFound && closestVtx != vertex) {
|
| 1676 |
isPFNoPU = kFALSE;
|
| 1677 |
} else {
|
| 1678 |
isPFNoPU = kTRUE;
|
| 1679 |
}
|
| 1680 |
}
|
| 1681 |
} //hadron & trk stuff
|
| 1682 |
} else { // hadron
|
| 1683 |
//
|
| 1684 |
isPFNoPU = kTRUE;
|
| 1685 |
}
|
| 1686 |
if (!isPFNoPU) continue;
|
| 1687 |
|
| 1688 |
//************************************************************
|
| 1689 |
// Veto any PFmuon, or PFEle
|
| 1690 |
if (pf->PFType() == PFCandidate::eElectron || pf->PFType() == PFCandidate::eMuon) passVeto = kFALSE;
|
| 1691 |
//************************************************************
|
| 1692 |
//************************************************************
|
| 1693 |
// Footprint Veto
|
| 1694 |
if (fabs(ele->SCluster()->Eta()) >= 1.479 && dr < 0.015) passVeto = kFALSE;
|
| 1695 |
//************************************************************
|
| 1696 |
if (passVeto) {
|
| 1697 |
if (dr < 0.1) tmpChargedIso_DR0p0To0p1 += pf->Pt();
|
| 1698 |
if (dr >= 0.1 && dr < 0.2) tmpChargedIso_DR0p1To0p2 += pf->Pt();
|
| 1699 |
if (dr >= 0.2 && dr < 0.3) tmpChargedIso_DR0p2To0p3 += pf->Pt();
|
| 1700 |
if (dr >= 0.3 && dr < 0.4) tmpChargedIso_DR0p3To0p4 += pf->Pt();
|
| 1701 |
if (dr >= 0.4 && dr < 0.5) tmpChargedIso_DR0p4To0p5 += pf->Pt();
|
| 1702 |
} //pass veto
|
| 1703 |
|
| 1704 |
}
|
| 1705 |
//Gamma
|
| 1706 |
else if (pf->PFType() == PFCandidate::eGamma) {
|
| 1707 |
//************************************************************
|
| 1708 |
// Footprint Veto
|
| 1709 |
if (fabs(ele->SCluster()->Eta()) > 1.479) {
|
| 1710 |
if (dr < 0.08) passVeto = kFALSE;
|
| 1711 |
}
|
| 1712 |
//************************************************************
|
| 1713 |
|
| 1714 |
if (passVeto) {
|
| 1715 |
if (dr < 0.1) tmpGammaIso_DR0p0To0p1 += pf->Pt();
|
| 1716 |
if (dr >= 0.1 && dr < 0.2) tmpGammaIso_DR0p1To0p2 += pf->Pt();
|
| 1717 |
if (dr >= 0.2 && dr < 0.3) tmpGammaIso_DR0p2To0p3 += pf->Pt();
|
| 1718 |
if (dr >= 0.3 && dr < 0.4) tmpGammaIso_DR0p3To0p4 += pf->Pt();
|
| 1719 |
if (dr >= 0.4 && dr < 0.5) tmpGammaIso_DR0p4To0p5 += pf->Pt();
|
| 1720 |
}
|
| 1721 |
}
|
| 1722 |
//NeutralHadron
|
| 1723 |
else {
|
| 1724 |
if (dr < 0.1) tmpNeutralHadronIso_DR0p0To0p1 += pf->Pt();
|
| 1725 |
if (dr >= 0.1 && dr < 0.2) tmpNeutralHadronIso_DR0p1To0p2 += pf->Pt();
|
| 1726 |
if (dr >= 0.2 && dr < 0.3) tmpNeutralHadronIso_DR0p2To0p3 += pf->Pt();
|
| 1727 |
if (dr >= 0.3 && dr < 0.4) tmpNeutralHadronIso_DR0p3To0p4 += pf->Pt();
|
| 1728 |
if (dr >= 0.4 && dr < 0.5) tmpNeutralHadronIso_DR0p4To0p5 += pf->Pt();
|
| 1729 |
}
|
| 1730 |
} //in 1.0 dr cone
|
| 1731 |
} //loop over PF candidates
|
| 1732 |
|
| 1733 |
fMVAVar_ChargedIso_DR0p0To0p1 = tmpChargedIso_DR0p0To0p1/ele->Pt();
|
| 1734 |
fMVAVar_ChargedIso_DR0p1To0p2 = tmpChargedIso_DR0p1To0p2/ele->Pt();
|
| 1735 |
fMVAVar_ChargedIso_DR0p2To0p3 = tmpChargedIso_DR0p2To0p3/ele->Pt();
|
| 1736 |
fMVAVar_ChargedIso_DR0p3To0p4 = tmpChargedIso_DR0p3To0p4/ele->Pt();
|
| 1737 |
fMVAVar_ChargedIso_DR0p4To0p5 = tmpChargedIso_DR0p4To0p5/ele->Pt();
|
| 1738 |
fMVAVar_GammaIso_DR0p0To0p1 = tmpGammaIso_DR0p0To0p1/ele->Pt();
|
| 1739 |
fMVAVar_GammaIso_DR0p1To0p2 = tmpGammaIso_DR0p1To0p2/ele->Pt();
|
| 1740 |
fMVAVar_GammaIso_DR0p2To0p3 = tmpGammaIso_DR0p2To0p3/ele->Pt();
|
| 1741 |
fMVAVar_GammaIso_DR0p3To0p4 = tmpGammaIso_DR0p3To0p4/ele->Pt();
|
| 1742 |
fMVAVar_GammaIso_DR0p4To0p5 = tmpGammaIso_DR0p4To0p5/ele->Pt();
|
| 1743 |
fMVAVar_NeutralHadronIso_DR0p0To0p1 = tmpNeutralHadronIso_DR0p0To0p1/ele->Pt();
|
| 1744 |
fMVAVar_NeutralHadronIso_DR0p1To0p2 = tmpNeutralHadronIso_DR0p1To0p2/ele->Pt();
|
| 1745 |
fMVAVar_NeutralHadronIso_DR0p2To0p3 = tmpNeutralHadronIso_DR0p2To0p3/ele->Pt();
|
| 1746 |
fMVAVar_NeutralHadronIso_DR0p3To0p4 = tmpNeutralHadronIso_DR0p3To0p4/ele->Pt();
|
| 1747 |
fMVAVar_NeutralHadronIso_DR0p4To0p5 = tmpNeutralHadronIso_DR0p4To0p5/ele->Pt();
|
| 1748 |
fMVAVar_Rho = Rho;
|
| 1749 |
|
| 1750 |
//Do Binding of MVA input variables
|
| 1751 |
if ( fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0
|
| 1752 |
|| fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0
|
| 1753 |
|| fMVAType == ElectronIDMVA::kIsoRingsV0
|
| 1754 |
|| fMVAType == ElectronIDMVA::kIDHWW2012TrigV0
|
| 1755 |
) {
|
| 1756 |
bindVariables();
|
| 1757 |
}
|
| 1758 |
|
| 1759 |
Double_t mva = -9999;
|
| 1760 |
TMVA::Reader *reader = 0;
|
| 1761 |
|
| 1762 |
reader = fTMVAReader[GetMVABin( fMVAVar_EleEta , fMVAVar_ElePt)];
|
| 1763 |
mva = reader->EvaluateMVA( fMethodname );
|
| 1764 |
|
| 1765 |
if (printDebug == kTRUE) {
|
| 1766 |
|
| 1767 |
std::cout << "Debug Electron MVA-ID: "
|
| 1768 |
<< fMVAVar_ElePt<< " " << fMVAVar_EleEta << " "
|
| 1769 |
<< " --> MVABin " << GetMVABin( fMVAVar_EleEta , fMVAVar_ElePt) << " : "
|
| 1770 |
<< " fbrem " << fMVAVar_EleFBrem
|
| 1771 |
<< " kfchi2 " << fMVAVar_EleKFTrkChiSqr
|
| 1772 |
<< " kfhits " << fMVAVar_EleKFTrkNLayers
|
| 1773 |
<< " kfhitsall " << fMVAVar_EleKFTrkNHits
|
| 1774 |
<< " gsfchi2 " << fMVAVar_EleGsfTrackChi2OverNdof
|
| 1775 |
<< " deta " << fMVAVar_EleDEtaIn
|
| 1776 |
<< " dphi " << fMVAVar_EleDPhiIn
|
| 1777 |
<< " detacalo " << fMVAVar_EledEtaCalo
|
| 1778 |
<< " see " << fMVAVar_EleSigmaIEtaIEta
|
| 1779 |
<< " spp " << fMVAVar_EleSigmaIPhiIPhi
|
| 1780 |
<< " etawidth " << fMVAVar_EleSCEtaWidth
|
| 1781 |
<< " phiwidth " << fMVAVar_EleSCPhiWidth
|
| 1782 |
<< " e1x5e5x5 " << fMVAVar_EleOneMinusE1x5OverE5x5
|
| 1783 |
<< " R9 " << fMVAVar_EleR9
|
| 1784 |
<< " HoE " << fMVAVar_EleHoverE
|
| 1785 |
<< " EoP " << fMVAVar_EleEOverP
|
| 1786 |
<< " IoEmIoP " << fMVAVar_EleOneOverEMinusOneOverP
|
| 1787 |
<< " eleEoPout " << fMVAVar_EleEEleClusterOverPout
|
| 1788 |
<< " EoPout " << fMVAVar_EleESeedClusterOverPout
|
| 1789 |
<< " PreShowerOverRaw" << fMVAVar_ElePreShowerOverRaw
|
| 1790 |
<< " d0 " << fMVAVar_EleD0
|
| 1791 |
<< " ip3d " << fMVAVar_EleIP3d
|
| 1792 |
<< " eta " << fMVAVar_EleEta
|
| 1793 |
<< " pt " << fMVAVar_ElePt
|
| 1794 |
<< " === : === "
|
| 1795 |
<< mva << " "
|
| 1796 |
<< std::endl;
|
| 1797 |
std::cout << "Debug Electron MVA-ISO: "
|
| 1798 |
<< fMVAVar_ChargedIso_DR0p0To0p1 << " "
|
| 1799 |
<< fMVAVar_ChargedIso_DR0p1To0p2 << " "
|
| 1800 |
<< fMVAVar_ChargedIso_DR0p2To0p3 << " "
|
| 1801 |
<< fMVAVar_ChargedIso_DR0p3To0p4 << " "
|
| 1802 |
<< fMVAVar_ChargedIso_DR0p4To0p5 << " "
|
| 1803 |
<< fMVAVar_GammaIso_DR0p0To0p1 << " "
|
| 1804 |
<< fMVAVar_GammaIso_DR0p1To0p2 << " "
|
| 1805 |
<< fMVAVar_GammaIso_DR0p2To0p3 << " "
|
| 1806 |
<< fMVAVar_GammaIso_DR0p3To0p4 << " "
|
| 1807 |
<< fMVAVar_GammaIso_DR0p4To0p5 << " "
|
| 1808 |
<< fMVAVar_NeutralHadronIso_DR0p0To0p1 << " "
|
| 1809 |
<< fMVAVar_NeutralHadronIso_DR0p1To0p2 << " "
|
| 1810 |
<< fMVAVar_NeutralHadronIso_DR0p2To0p3 << " "
|
| 1811 |
<< fMVAVar_NeutralHadronIso_DR0p3To0p4 << " "
|
| 1812 |
<< fMVAVar_NeutralHadronIso_DR0p4To0p5 << " "
|
| 1813 |
<< fMVAVar_Rho << " "
|
| 1814 |
<< std::endl;
|
| 1815 |
}
|
| 1816 |
|
| 1817 |
return mva;
|
| 1818 |
}
|
| 1819 |
|
| 1820 |
|
| 1821 |
void ElectronIDMVA::bindVariables() {
|
| 1822 |
|
| 1823 |
// this binding is needed for variables that sometime diverge.
|
| 1824 |
|
| 1825 |
if(fMVAVar_EleFBrem < -1.)
|
| 1826 |
fMVAVar_EleFBrem = -1.;
|
| 1827 |
|
| 1828 |
fMVAVar_EleDEtaIn = fabs(fMVAVar_EleDEtaIn);
|
| 1829 |
if(fMVAVar_EleDEtaIn > 0.06)
|
| 1830 |
fMVAVar_EleDEtaIn = 0.06;
|
| 1831 |
|
| 1832 |
|
| 1833 |
fMVAVar_EleDPhiIn = fabs(fMVAVar_EleDPhiIn);
|
| 1834 |
if(fMVAVar_EleDPhiIn > 0.6)
|
| 1835 |
fMVAVar_EleDPhiIn = 0.6;
|
| 1836 |
|
| 1837 |
|
| 1838 |
if(fMVAVar_EleESeedClusterOverPout > 20.)
|
| 1839 |
fMVAVar_EleESeedClusterOverPout = 20.;
|
| 1840 |
|
| 1841 |
if(fMVAVar_EleEOverP > 20.)
|
| 1842 |
fMVAVar_EleEOverP = 20.;
|
| 1843 |
|
| 1844 |
if(fMVAVar_EleEEleClusterOverPout > 20.)
|
| 1845 |
fMVAVar_EleEEleClusterOverPout = 20.;
|
| 1846 |
|
| 1847 |
|
| 1848 |
fMVAVar_EledEtaCalo = fabs(fMVAVar_EledEtaCalo);
|
| 1849 |
if(fMVAVar_EledEtaCalo > 0.2)
|
| 1850 |
fMVAVar_EledEtaCalo = 0.2;
|
| 1851 |
|
| 1852 |
|
| 1853 |
if(fMVAVar_EleE1x5OverE5x5 < -1.)
|
| 1854 |
fMVAVar_EleE1x5OverE5x5 = -1;
|
| 1855 |
|
| 1856 |
if(fMVAVar_EleE1x5OverE5x5 > 2.)
|
| 1857 |
fMVAVar_EleE1x5OverE5x5 = 2.;
|
| 1858 |
|
| 1859 |
|
| 1860 |
|
| 1861 |
if(fMVAVar_EleR9 > 5)
|
| 1862 |
fMVAVar_EleR9 = 5;
|
| 1863 |
|
| 1864 |
if(fMVAVar_EleGsfTrackChi2OverNdof > 200.)
|
| 1865 |
fMVAVar_EleGsfTrackChi2OverNdof = 200;
|
| 1866 |
|
| 1867 |
|
| 1868 |
if(fMVAVar_EleKFTrkChiSqr > 10.)
|
| 1869 |
fMVAVar_EleKFTrkChiSqr = 10.;
|
| 1870 |
|
| 1871 |
// Needed for a bug in CMSSW_420, fixed in more recent CMSSW versions
|
| 1872 |
if(std::isnan(fMVAVar_EleSigmaIPhiIPhi))
|
| 1873 |
fMVAVar_EleSigmaIPhiIPhi = 0.;
|
| 1874 |
|
| 1875 |
|
| 1876 |
return;
|
| 1877 |
}
|
