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//--------------------------------------------------------------------------------------------------
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// $Id $
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//
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// ElectronIDMVA
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//
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// Helper Class for Electron Identification MVA
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//
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// Authors: S.Xie
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//--------------------------------------------------------------------------------------------------
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#ifndef MITPHYSICS_UTILS_ElectronIDMVA_H
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#define MITPHYSICS_UTILS_ElectronIDMVA_H
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#include "MitAna/DataTree/interface/ElectronFwd.h"
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#include "MitAna/DataTree/interface/VertexFwd.h"
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#include "MitAna/DataTree/interface/TrackFwd.h"
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#include "MitAna/DataTree/interface/Electron.h"
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#include "MitAna/DataTree/interface/ElectronCol.h"
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#include "MitAna/DataTree/interface/MuonCol.h"
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#include "MitAna/DataTree/interface/PFCandidateCol.h"
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#include "MitAna/DataTree/interface/PileupEnergyDensityCol.h"
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#include "MitCommon/MathTools/interface/MathUtils.h"
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#include "MitPhysics/Utils/interface/ElectronTools.h"
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// for Rho definitons
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#include "MitPhysics/Utils/interface/RhoUtilities.h"
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class TRandom3;
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namespace TMVA {
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class Reader;
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}
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namespace mithep {
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class ElectronIDMVA {
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public:
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ElectronIDMVA();
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~ElectronIDMVA();
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enum MVAType {
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kUninitialized = 0,
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kBaseline, // SigmaIEtaIEta, DEtaIn, DPhiIn, FBrem, SigmaIPhiIPhi, NBrem, OneOverEMinusOneOverP
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kNoIPInfo, // kBaseline + EOverP, ESeedClusterOverPout, ESeedClusterOverPIn
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kWithIPInfo, // kBaseline + d0 , IP3d, IP3dSig
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kIDIsoCombined, // ID variables , PFIso03 , PFIso04
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kIDEGamma2012TrigV0, // EGamma certified (Spring 2012) ID-only MVA
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kIDEGamma2012NonTrigV0, // EGamma certified (Spring 2012) ID-only MVA
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kIDEGamma2012NonTrigV1, // EGamma certified (Spring 2012) ID-only MVA, "official" version
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kIsoRingsV0, // Isolation MVA with IsoRings as input
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kIDHWW2012TrigV0, // HWW certified (Spring 2012) ID-only MVA
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kIDIsoCombinedHWW2012TrigV4 // HWW ID+Iso Combined for trig ele
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};
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void 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 = RhoUtilities::DEFAULT);
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void 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 = RhoUtilities::DEFAULT);
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void 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 = RhoUtilities::DEFAULT);
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Bool_t IsInitialized() const { return fIsInitialized; }
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void bindVariables();
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UInt_t GetMVABin(double eta,double pt ) const;
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Double_t MVAValue(const Electron *ele, const Vertex *vertex, Bool_t printDebug = kFALSE);
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Double_t MVAValue(const Electron *ele, const Vertex *vertex,
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const PFCandidateCol *PFCands,
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const PileupEnergyDensityCol *PileupEnergyDensity,
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Double_t intRadius,
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Bool_t printDebug = kFALSE);
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Double_t MVAValue(const Electron *ele, const Vertex *vertex,
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const PFCandidateCol *PFCands,
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const PileupEnergyDensityCol *PileupEnergyDensity,
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ElectronTools::EElectronEffectiveAreaTarget EffectiveAreaTarget,
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const ElectronCol *goodElectrons,
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const MuonCol *goodMuons,
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Bool_t printDebug = kFALSE);
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Double_t MVAValue(const Electron *ele, const Vertex *vertex,
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const VertexCol *primaryVertices,
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const PFCandidateCol *PFCands,
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const PileupEnergyDensityCol *PileupEnergyDensity,
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ElectronTools::EElectronEffectiveAreaTarget EffectiveAreaTarget,
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Bool_t printDebug = kFALSE);
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Double_t MVAValue(Double_t ElePt , Double_t EleEta,
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Double_t EleSigmaIEtaIEta,
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Double_t EleDEtaIn,
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Double_t EleDPhiIn,
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Double_t EleHoverE,
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Double_t EleD0,
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Double_t EleDZ,
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Double_t EleFBrem,
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Double_t EleEOverP,
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Double_t EleESeedClusterOverPout,
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Double_t EleSigmaIPhiIPhi,
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Double_t EleNBrem,
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Double_t EleOneOverEMinusOneOverP,
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Double_t EleESeedClusterOverPIn,
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Double_t EleIP3d,
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Double_t EleIP3dSig);
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Double_t MVAValue(Double_t ElePt , Double_t EleEta,
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Double_t PileupEnergyDensity,
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Double_t EleSigmaIEtaIEta,
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Double_t EleDEtaIn,
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Double_t EleDPhiIn,
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Double_t EleHoverE,
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Double_t EleD0,
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Double_t EleDZ,
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Double_t EleFBrem,
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Double_t EleEOverP,
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Double_t EleESeedClusterOverPout,
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Double_t EleSigmaIPhiIPhi,
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Double_t EleNBrem,
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Double_t EleOneOverEMinusOneOverP,
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Double_t EleESeedClusterOverPIn,
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Double_t EleIP3d,
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Double_t EleIP3dSig,
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Double_t EleGsfTrackChi2OverNdof,
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Double_t EledEtaCalo,
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Double_t EledPhiCalo,
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Double_t EleR9,
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Double_t EleSCEtaWidth,
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Double_t EleSCPhiWidth,
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Double_t EleCovIEtaIPhi,
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Double_t ElePreShowerOverRaw,
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Double_t EleChargedIso03,
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Double_t EleNeutralHadronIso03,
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Double_t EleGammaIso03,
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Double_t EleChargedIso04,
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Double_t EleNeutralHadronIso04,
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Double_t EleGammaIso04,
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Bool_t printDebug = kFALSE );
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Double_t MVAValue_IsoRings( Double_t ElePt,
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Double_t EleSCEta,
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Double_t ChargedIso_DR0p0To0p1,
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Double_t ChargedIso_DR0p1To0p2,
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Double_t ChargedIso_DR0p2To0p3,
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Double_t ChargedIso_DR0p3To0p4,
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Double_t ChargedIso_DR0p4To0p5,
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Double_t GammaIso_DR0p0To0p1,
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Double_t GammaIso_DR0p1To0p2,
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Double_t GammaIso_DR0p2To0p3,
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Double_t GammaIso_DR0p3To0p4,
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Double_t GammaIso_DR0p4To0p5,
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Double_t NeutralHadronIso_DR0p0To0p1,
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Double_t NeutralHadronIso_DR0p1To0p2,
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Double_t NeutralHadronIso_DR0p2To0p3,
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Double_t NeutralHadronIso_DR0p3To0p4,
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Double_t NeutralHadronIso_DR0p4To0p5,
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Bool_t printDebug = kFALSE);
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Double_t MVAValue_IDNonTrig( Double_t ElePt,
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Double_t EleSCEta,
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Double_t EleFBrem,
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Double_t EleKFTrkChiSqr,
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Double_t EleKFTrkNHits,
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Double_t EleGsfTrackChi2OverNdof,
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Double_t EleDEtaIn,
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Double_t EleDPhiIn,
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Double_t EledEtaCalo,
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Double_t EleSigmaIEtaIEta,
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Double_t EleSigmaIPhiIPhi,
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Double_t EleSCEtaWidth,
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Double_t EleSCPhiWidth,
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Double_t EleE1x5OverE5x5,
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Double_t EleR9,
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Double_t EleHoverE,
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Double_t EleEOverP,
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Double_t EleOneOverEMinusOneOverP,
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Double_t EleESeedClusterOverPout,
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Double_t ElePreShowerOverRaw,
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Bool_t printDebug = kFALSE);
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protected:
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std::vector<TMVA::Reader*> fTMVAReader;
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TString fMethodname;
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Bool_t fIsInitialized;
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MVAType fMVAType;
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Bool_t fUseBinnedVersion;
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UInt_t fNMVABins;
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RhoUtilities::RhoType fTheRhoType;
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Float_t fMVAVar_ElePt;
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Float_t fMVAVar_EleEta;
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Float_t fMVAVar_EleSigmaIEtaIEta;
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Float_t fMVAVar_EleDEtaIn;
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Float_t fMVAVar_EleDPhiIn;
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Float_t fMVAVar_EleHoverE;
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Float_t fMVAVar_EleD0;
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Float_t fMVAVar_EleDZ;
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Float_t fMVAVar_EleFBrem;
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Float_t fMVAVar_EleEOverP;
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Float_t fMVAVar_EleESeedClusterOverPout;
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Float_t fMVAVar_EleSigmaIPhiIPhi;
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Float_t fMVAVar_EleNBrem;
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Float_t fMVAVar_EleOneOverEMinusOneOverP;
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Float_t fMVAVar_EleESeedClusterOverPIn;
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Float_t fMVAVar_EleIP3d;
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Float_t fMVAVar_EleIP3dSig;
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Float_t fMVAVar_EleGsfTrackChi2OverNdof;
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Float_t fMVAVar_EledEtaCalo;
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Float_t fMVAVar_EledPhiCalo;
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Float_t fMVAVar_EleR9;
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Float_t fMVAVar_EleSCEtaWidth;
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Float_t fMVAVar_EleSCPhiWidth;
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Float_t fMVAVar_EleCovIEtaIPhi;
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Float_t fMVAVar_ElePreShowerOverRaw;
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Float_t fMVAVar_EleChargedIso03OverPt;
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Float_t fMVAVar_EleNeutralHadronIso03OverPt;
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Float_t fMVAVar_EleGammaIso03OverPt;
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Float_t fMVAVar_EleChargedIso04OverPt;
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Float_t fMVAVar_EleNeutralHadronIso04OverPt;
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Float_t fMVAVar_EleGammaIso04OverPt;
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Float_t fMVAVar_EleEEleClusterOverPout;
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Float_t fMVAVar_EleKFTrkChiSqr;
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Float_t fMVAVar_EleKFTrkNHits;
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Float_t fMVAVar_EleKFTrkNLayers;
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Float_t fMVAVar_EleE1x5OverE5x5;
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Float_t fMVAVar_EleOneMinusE1x5OverE5x5;
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Float_t fMVAVar_ChargedIso_DR0p0To0p1;
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Float_t fMVAVar_ChargedIso_DR0p1To0p2;
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Float_t fMVAVar_ChargedIso_DR0p2To0p3;
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Float_t fMVAVar_ChargedIso_DR0p3To0p4;
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Float_t fMVAVar_ChargedIso_DR0p4To0p5;
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Float_t fMVAVar_GammaIso_DR0p0To0p1;
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Float_t fMVAVar_GammaIso_DR0p1To0p2;
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Float_t fMVAVar_GammaIso_DR0p2To0p3;
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Float_t fMVAVar_GammaIso_DR0p3To0p4;
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Float_t fMVAVar_GammaIso_DR0p4To0p5;
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Float_t fMVAVar_NeutralHadronIso_DR0p0To0p1;
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Float_t fMVAVar_NeutralHadronIso_DR0p1To0p2;
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Float_t fMVAVar_NeutralHadronIso_DR0p2To0p3;
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Float_t fMVAVar_NeutralHadronIso_DR0p3To0p4;
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Float_t fMVAVar_NeutralHadronIso_DR0p4To0p5;
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Float_t fMVAVar_Rho;
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ClassDef(ElectronIDMVA, 0) // Muon tools
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};
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}
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#endif
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