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//--------------------------------------------------------------------------------------------------
// $Id $
//
// EGammaMvaEleEstimator
//
// Helper Class for applying MVA electron ID selection
//
// Authors: D.Benedetti, E.DiMaro, S.Xie
//--------------------------------------------------------------------------------------------------
/// --> NOTE if you want to use this class as standalone without the CMSSW part
/// you need to uncomment the below line and compile normally with scramv1 b
/// Then you need just to load it in your root macro the lib with the correct path, eg:
/// gSystem->Load("/data/benedet/CMSSW_5_2_2/lib/slc5_amd64_gcc462/pluginEGammaEGammaAnalysisTools.so");
//#define STANDALONE // <---- this line
#ifndef EGammaMvaEleEstimator_H
#define EGammaMvaEleEstimator_H
#ifndef STANDALONE
#include "DataFormats/PatCandidates/interface/Electron.h"
#include "DataFormats/EgammaCandidates/interface/GsfElectronFwd.h"
#include "DataFormats/MuonReco/interface/MuonFwd.h"
#include "DataFormats/VertexReco/interface/VertexFwd.h"
#include "DataFormats/ParticleFlowCandidate/interface/PFCandidateFwd.h"
#include "RecoEcal/EgammaCoreTools/interface/EcalClusterLazyTools.h"
#include "TrackingTools/TransientTrack/interface/TransientTrackBuilder.h"
#include "EgammaAnalysis/ElectronTools/interface/ElectronEffectiveArea.h"
#endif
#include <vector>
#include <TROOT.h>
#include "TMVA/Factory.h"
#include "TMVA/Tools.h"
#include "TMVA/Reader.h"
#include "TMVA/MethodBase.h"
class EGammaMvaEleEstimator {
public:
EGammaMvaEleEstimator();
~EGammaMvaEleEstimator();
enum MVAType {
kTrig = 0, // MVA for triggering electrons
kTrigNoIP = 1, // MVA for triggering electrons without IP info
kNonTrig = 2, // MVA for non-triggering electrons
kIsoRings, // Isolation MVA for non-trigger electrons
kTrigIDIsoCombined, // ID+Iso Combined MVA for triggering electrons
kTrigIDIsoCombinedPUCorrected // ID+Iso Combined MVA for triggering electrons
};
void initialize(std::string methodName, std::string weightsfile, EGammaMvaEleEstimator::MVAType type);
void initialize(std::string methodName,
EGammaMvaEleEstimator::MVAType type,
Bool_t useBinnedVersion,
std::vector<std::string> weightsfiles);
Bool_t isInitialized() const { return fisInitialized; }
UInt_t GetMVABin(double eta, double pt) const;
void bindVariables();
#ifndef STANDALONE
// for kTrig and kNonTrig algorithm
Double_t mvaValue(const reco::GsfElectron& ele,
const reco::Vertex& vertex,
const TransientTrackBuilder& transientTrackBuilder,
EcalClusterLazyTools const& myEcalCluster,
bool printDebug = kFALSE);
// for kTrigNoIP algorithm
Double_t mvaValue(const reco::GsfElectron& ele,
const reco::Vertex& vertex,
double rho,
//const TransientTrackBuilder& transientTrackBuilder,
EcalClusterLazyTools const& myEcalCluster,
bool printDebug = kFALSE);
Double_t mvaValue(const pat::Electron& ele, double rho, bool printDebug = kFALSE);
// for kTrig, kNonTrig and kTrigNoIP algorithm
Double_t mvaValue(const pat::Electron& ele,
const reco::Vertex& vertex,
double rho,
bool useFull5x5 = kFALSE,
bool printDebug = kFALSE);
Double_t isoMvaValue(const reco::GsfElectron& ele,
const reco::Vertex& vertex,
const reco::PFCandidateCollection& PFCandidates,
double Rho,
ElectronEffectiveArea::ElectronEffectiveAreaTarget EATarget,
const reco::GsfElectronCollection& IdentifiedElectrons,
const reco::MuonCollection& IdentifiedMuons,
bool printDebug = kFALSE);
Double_t IDIsoCombinedMvaValue(const reco::GsfElectron& ele,
const reco::Vertex& vertex,
const TransientTrackBuilder& transientTrackBuilder,
EcalClusterLazyTools const& myEcalCluster,
const reco::PFCandidateCollection& PFCandidates,
double Rho,
ElectronEffectiveArea::ElectronEffectiveAreaTarget EATarget,
bool printDebug = kFALSE);
Double_t isoMvaValue(Double_t Pt,
Double_t Eta,
Double_t Rho,
ElectronEffectiveArea::ElectronEffectiveAreaTarget EATarget,
Double_t ChargedIso_DR0p0To0p1,
Double_t ChargedIso_DR0p1To0p2,
Double_t ChargedIso_DR0p2To0p3,
Double_t ChargedIso_DR0p3To0p4,
Double_t ChargedIso_DR0p4To0p5,
Double_t GammaIso_DR0p0To0p1,
Double_t GammaIso_DR0p1To0p2,
Double_t GammaIso_DR0p2To0p3,
Double_t GammaIso_DR0p3To0p4,
Double_t GammaIso_DR0p4To0p5,
Double_t NeutralHadronIso_DR0p0To0p1,
Double_t NeutralHadronIso_DR0p1To0p2,
Double_t NeutralHadronIso_DR0p2To0p3,
Double_t NeutralHadronIso_DR0p3To0p4,
Double_t NeutralHadronIso_DR0p4To0p5,
Bool_t printDebug = kFALSE);
#endif
// for kTrig algo
Double_t mvaValue(Double_t fbrem,
Double_t kfchi2,
Int_t kfhits,
Double_t gsfchi2,
Double_t deta,
Double_t dphi,
Double_t detacalo,
Double_t see,
Double_t spp,
Double_t etawidth,
Double_t phiwidth,
Double_t e1x5e5x5,
Double_t R9,
Double_t HoE,
Double_t EoP,
Double_t IoEmIoP,
Double_t eleEoPout,
Double_t PreShowerOverRaw,
Double_t d0,
Double_t ip3d,
Double_t eta,
Double_t pt,
Bool_t printDebug = kFALSE);
// for kTrigNoIP algo
Double_t mvaValue(Double_t fbrem,
Double_t kfchi2,
Int_t kfhits,
Double_t gsfchi2,
Double_t deta,
Double_t dphi,
Double_t detacalo,
Double_t see,
Double_t spp,
Double_t etawidth,
Double_t phiwidth,
Double_t e1x5e5x5,
Double_t R9,
Double_t HoE,
Double_t EoP,
Double_t IoEmIoP,
Double_t eleEoPout,
Double_t rho,
Double_t PreShowerOverRaw,
Double_t eta,
Double_t pt,
Bool_t printDebug = kFALSE);
// for kNonTrig algo
Double_t mvaValue(Double_t fbrem,
Double_t kfchi2,
Int_t kfhits,
Double_t gsfchi2,
Double_t deta,
Double_t dphi,
Double_t detacalo,
Double_t see,
Double_t spp,
Double_t etawidth,
Double_t phiwidth,
Double_t e1x5e5x5,
Double_t R9,
Double_t HoE,
Double_t EoP,
Double_t IoEmIoP,
Double_t eleEoPout,
Double_t PreShowerOverRaw,
Double_t eta,
Double_t pt,
Bool_t printDebug = kFALSE);
Double_t IDIsoCombinedMvaValue(Double_t fbrem,
Double_t kfchi2,
Int_t kfhits,
Double_t gsfchi2,
Double_t deta,
Double_t dphi,
Double_t detacalo,
Double_t see,
Double_t spp,
Double_t etawidth,
Double_t phiwidth,
Double_t OneMinusE1x5E5x5,
Double_t R9,
Double_t HoE,
Double_t EoP,
Double_t IoEmIoP,
Double_t eleEoPout,
Double_t PreShowerOverRaw,
Double_t d0,
Double_t ip3d,
Double_t ChargedIso_DR0p0To0p1,
Double_t ChargedIso_DR0p1To0p2,
Double_t ChargedIso_DR0p2To0p3,
Double_t ChargedIso_DR0p3To0p4,
Double_t ChargedIso_DR0p4To0p5,
Double_t GammaIso_DR0p0To0p1,
Double_t GammaIso_DR0p1To0p2,
Double_t GammaIso_DR0p2To0p3,
Double_t GammaIso_DR0p3To0p4,
Double_t GammaIso_DR0p4To0p5,
Double_t NeutralHadronIso_DR0p0To0p1,
Double_t NeutralHadronIso_DR0p1To0p2,
Double_t NeutralHadronIso_DR0p2To0p3,
Double_t NeutralHadronIso_DR0p3To0p4,
Double_t NeutralHadronIso_DR0p4To0p5,
Double_t Rho,
Double_t eta,
Double_t pt,
Bool_t printDebug = kFALSE);
private:
std::vector<TMVA::Reader*> fTMVAReader;
std::vector<TMVA::MethodBase*> fTMVAMethod;
std::string fMethodname;
Bool_t fisInitialized;
MVAType fMVAType;
Bool_t fUseBinnedVersion;
UInt_t fNMVABins;
Float_t fMVAVar_fbrem;
Float_t fMVAVar_kfchi2;
Float_t fMVAVar_kfhits; //number of layers
Float_t fMVAVar_kfhitsall; //number of hits
Float_t fMVAVar_gsfchi2;
Float_t fMVAVar_deta;
Float_t fMVAVar_dphi;
Float_t fMVAVar_detacalo;
Float_t fMVAVar_see;
Float_t fMVAVar_spp;
Float_t fMVAVar_etawidth;
Float_t fMVAVar_phiwidth;
Float_t fMVAVar_OneMinusE1x5E5x5;
Float_t fMVAVar_R9;
Float_t fMVAVar_HoE;
Float_t fMVAVar_EoP;
Float_t fMVAVar_IoEmIoP;
Float_t fMVAVar_eleEoPout;
Float_t fMVAVar_EoPout;
Float_t fMVAVar_PreShowerOverRaw;
Float_t fMVAVar_d0;
Float_t fMVAVar_ip3d;
Float_t fMVAVar_ip3dSig;
Float_t fMVAVar_eta;
Float_t fMVAVar_pt;
Float_t fMVAVar_rho;
Float_t fMVAVar_ChargedIso_DR0p0To0p1;
Float_t fMVAVar_ChargedIso_DR0p1To0p2;
Float_t fMVAVar_ChargedIso_DR0p2To0p3;
Float_t fMVAVar_ChargedIso_DR0p3To0p4;
Float_t fMVAVar_ChargedIso_DR0p4To0p5;
Float_t fMVAVar_GammaIso_DR0p0To0p1;
Float_t fMVAVar_GammaIso_DR0p1To0p2;
Float_t fMVAVar_GammaIso_DR0p2To0p3;
Float_t fMVAVar_GammaIso_DR0p3To0p4;
Float_t fMVAVar_GammaIso_DR0p4To0p5;
Float_t fMVAVar_NeutralHadronIso_DR0p0To0p1;
Float_t fMVAVar_NeutralHadronIso_DR0p1To0p2;
Float_t fMVAVar_NeutralHadronIso_DR0p2To0p3;
Float_t fMVAVar_NeutralHadronIso_DR0p3To0p4;
Float_t fMVAVar_NeutralHadronIso_DR0p4To0p5;
};
#endif
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