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// $Id: MVATools.cc,v 1.19 2012/10/13 20:42:20 mingyang Exp $
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#include "MitPhysics/Utils/interface/PhotonTools.h"
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#include "MitPhysics/Utils/interface/MVATools.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/PFCandidateCol.h"
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#include "MitAna/DataTree/interface/StableData.h"
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#include <TMath.h>
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#include <TFile.h>
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#include <TRandom3.h>
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#include <TSystem.h>
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#include "TMVA/Tools.h"//MVA
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#include "TMVA/Reader.h"//MVA
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ClassImp(mithep::MVATools)
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using namespace mithep;
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//--------------------------------------------------------------------------------------------------
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MVATools::MVATools():
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fReaderEndcap(0),
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fReaderBarrel(0),
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fMVAType (MVATools::kNone)
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// ------------------------------------------------------------------------------
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// fab: These guys should all go away....
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//MVA Variables v4
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// HoE(0),
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// covIEtaIEta(0),
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// tIso1abs(0),
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// tIso3abs(0),
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// tIso2abs(0),
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// R9(0),
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// absIsoEcal(0),
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// absIsoHcal(0),
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// RelEMax(0),
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// RelETop(0),
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// RelEBottom(0),
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// RelELeft(0),
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// RelERight(0),
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// RelE2x5Max(0),
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// RelE2x5Top(0),
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// RelE2x5Bottom(0),
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// RelE2x5Left(0),
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// RelE2x5Right(0),
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// RelE5x5(0),
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// EtaWidth(0),
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// PhiWidth(0),
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// CoviEtaiPhi(0),
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// CoviPhiiPhi(0),
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// NVertexes(0),
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// RelPreshowerEnergy(0),
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// //MVA v2 and v1
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// RelIsoEcal(0),
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// RelIsoHcal(0),
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// tIso1(0),
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// tIso3(0),
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// tIso2(0),
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// ScEta(0.)
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{
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// Constructor.
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}
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//--------------------------------------------------------------------------------------------------
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void MVATools::InitializeMVA(MVATools::IdMVAType type) {
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fMVAType = type;
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if (fReaderEndcap) delete fReaderEndcap;
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if (fReaderBarrel) delete fReaderBarrel;
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// no MVA needed if none requested
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if( type == kNone ) {
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return;
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}
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fReaderEndcap = new TMVA::Reader( "!Color:!Silent:Error" );
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fReaderBarrel = new TMVA::Reader( "!Color:!Silent:Error" );
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TString BarrelWeights;
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TString EndcapWeights;
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varNames.resize(0);
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switch (type) {
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case k2011IdMVA_HZg:
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EndcapWeights = (gSystem->Getenv("CMSSW_BASE")+
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TString("/src/MitPhysics/data/")+
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TString("PhotonId_lowPt_EE_BDTG.")+
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TString("weights.xml"));
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BarrelWeights = (gSystem->Getenv("CMSSW_BASE")+
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TString("/src/MitPhysics/data/")+
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TString("PhotonId_lowPt_EB_BDTG.")+
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TString("weights.xml"));
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varNames.push_back("sigieie");
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varNames.push_back("covieip");
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varNames.push_back("s4r" );
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varNames.push_back("r9" );
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varNames.push_back("sigeta" );
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varNames.push_back("sigphi" );
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varNames.push_back("pfgios" );
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varNames.push_back("pfciso" );
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varNames.push_back("rho" );
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varNames.push_back("sceta" );
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varNames.push_back("rawe" );
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mvaVars.resize(varNames.size());
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std::cout<<" Adding stuff here.... "<<std::endl;
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for( unsigned int iV = 0; iV < mvaVars.size(); ++iV) {
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mvaVarMapEB.insert( std::pair<std::string,unsigned int>(varNames[iV], iV) );
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mvaVarMapEE.insert( std::pair<std::string,unsigned int>(varNames[iV], iV) );
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}
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std::cout<<" ... done "<<std::endl;
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break;
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case k2011IdMVA:
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EndcapWeights = (gSystem->Getenv("CMSSW_BASE")+
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TString("/src/MitPhysics/data/TMVAClassificationPhotonID_")+
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TString("Endcap_PassPreSel_Variable_10_BDTnCuts2000_BDT.")+
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TString("weights.xml"));
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BarrelWeights = (gSystem->Getenv("CMSSW_BASE")+
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TString("/src/MitPhysics/data/TMVAClassificationPhotonID_")+
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TString("Barrel_PassPreSel_Variable_10_BDTnCuts2000_BDT.")+
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TString("weights.xml"));
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// set up the variable names
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mvaVars.resize(12);
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varNames.push_back("HoE" );
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varNames.push_back("covIEtaIEta");
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varNames.push_back("tIso1abs" );
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varNames.push_back("tIso3abs" );
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varNames.push_back("tIso2abs" );
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varNames.push_back("R9" );
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varNames.push_back("absIsoEcal" );
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varNames.push_back("absIsoHcal" );
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varNames.push_back("NVertexes" );
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varNames.push_back("ScEta" );
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varNames.push_back("EtaWidth" );
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varNames.push_back("PhiWidth" );
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for( unsigned int iV = 0; iV < mvaVars.size(); ++iV) {
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mvaVarMapEB.insert( std::pair<std::string,unsigned int>(varNames[iV], iV) );
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mvaVarMapEE.insert( std::pair<std::string,unsigned int>(varNames[iV], iV) );
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}
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break;
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case k2012IdMVA:
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case k2012IdMVA_globe:
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EndcapWeights = (gSystem->Getenv("CMSSW_BASE")+
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TString("/src/MitPhysics/data/")+
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TString("2012ICHEP_PhotonID_Endcap_BDT.")+
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TString("weights_PSCorr.xml"));
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BarrelWeights = (gSystem->Getenv("CMSSW_BASE")+
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TString("/src/MitPhysics/data/")+
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TString("2012ICHEP_PhotonID_Barrel_BDT.")+
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TString("weights.xml"));
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mvaVars.resize(12);
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varNames.push_back("ph.r9" );
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varNames.push_back("ph.sigietaieta" );
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varNames.push_back("ph.scetawidth" );
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varNames.push_back("ph.scphiwidth" );
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varNames.push_back("ph.idmva_CoviEtaiPhi" );
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varNames.push_back("ph.idmva_s4ratio" );
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varNames.push_back("ph.idmva_GammaIso" );
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varNames.push_back("ph.idmva_ChargedIso_selvtx" );
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varNames.push_back("ph.idmva_ChargedIso_worstvtx" );
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varNames.push_back("ph.sceta" );
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varNames.push_back("rho" );
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varNames.push_back("ph.idmva_PsEffWidthSigmaRR" );
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for( unsigned int iV = 0; iV < mvaVars.size() - 1; ++iV) {
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mvaVarMapEB.insert( std::pair<std::string,unsigned int>(varNames[iV], iV) );
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mvaVarMapEE.insert( std::pair<std::string,unsigned int>(varNames[iV], iV) );
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}
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// pre-shower only used for Endcaps
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mvaVarMapEE.insert( std::pair<std::string,unsigned int> ( varNames[mvaVars.size() - 1], mvaVars.size() - 1) );
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break;
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default:
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// no variables... better never called..
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std::cerr<<" MVATools: Trying to initialize with unknown type."<<std::endl;
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break;
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}
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// looping over both maps and adding Vars to BDT readers
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for( unsigned int iV = 0; iV < varNames.size(); ++iV ){
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std::map<std::string,unsigned int>::const_iterator it = mvaVarMapEB.find(varNames[iV]);
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if ( it != mvaVarMapEB.end() )
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fReaderBarrel -> AddVariable( (it->first).c_str(), &(mvaVars[it->second]));
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it = mvaVarMapEE.find(varNames[iV]);
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if ( it != mvaVarMapEE.end() )
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fReaderEndcap -> AddVariable( (it->first).c_str(), &(mvaVars[it->second]));
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}
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fReaderEndcap->BookMVA("BDT method",EndcapWeights);
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fReaderBarrel->BookMVA("BDT method",BarrelWeights);
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assert(fReaderEndcap);
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assert(fReaderBarrel);
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}
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// //--------------------------------------------------------------------------------------------------
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// void MVATools::InitializeMVA(int VariableType, TString EndcapWeights,TString BarrelWeights) {
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// if (fReaderEndcap) delete fReaderEndcap;
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// if (fReaderBarrel) delete fReaderBarrel;
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// fReaderEndcap = new TMVA::Reader( "!Color:!Silent:Error" );
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// fReaderBarrel = new TMVA::Reader( "!Color:!Silent:Error" );
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// TMVA::Reader *readers[2];
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// readers[0] = fReaderEndcap;
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// readers[1] = fReaderBarrel;
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// for (UInt_t i=0; i<2; ++i) {
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// if(VariableType==0||VariableType==1||VariableType==2){
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// readers[i]->AddVariable( "HoE", &HoE );
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// readers[i]->AddVariable( "covIEtaIEta", &covIEtaIEta );
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// readers[i]->AddVariable( "tIso1", &tIso1 );
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// readers[i]->AddVariable( "tIso3", &tIso3 );
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// readers[i]->AddVariable( "tIso2", &tIso2 );
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// readers[i]->AddVariable( "R9", &R9 );
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// }
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// if(VariableType==3||VariableType==4){
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// readers[i]->AddVariable( "HoE", &HoE );
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// readers[i]->AddVariable( "covIEtaIEta", &covIEtaIEta );
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// readers[i]->AddVariable( "tIso1abs", &tIso1abs );
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// readers[i]->AddVariable( "tIso3abs", &tIso3abs );
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// readers[i]->AddVariable( "tIso2abs", &tIso2abs );
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// readers[i]->AddVariable( "R9", &R9 );
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// }
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// if(VariableType==1||VariableType==2){
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// readers[i]->AddVariable( "RelIsoEcal", &RelIsoEcal );
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// readers[i]->AddVariable( "RelIsoHcal", &RelIsoHcal );
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// readers[i]->AddVariable( "RelEMax", &RelEMax );
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// readers[i]->AddVariable( "RelETop", &RelETop );
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// readers[i]->AddVariable( "RelEBottom", &RelEBottom );
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// readers[i]->AddVariable( "RelELeft", &RelELeft );
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// readers[i]->AddVariable( "RelERight", &RelERight );
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// readers[i]->AddVariable( "RelE2x5Max", &RelE2x5Max );
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// readers[i]->AddVariable( "RelE2x5Top", &RelE2x5Top );
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// readers[i]->AddVariable( "RelE2x5Bottom", &RelE2x5Bottom );
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// readers[i]->AddVariable( "RelE2x5Left", &RelE2x5Left );
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// readers[i]->AddVariable( "RelE2x5Right", &RelE2x5Right );
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// readers[i]->AddVariable( "RelE5x5", &RelE5x5 );
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// }
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// if(VariableType==3||VariableType==4){
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// readers[i]->AddVariable( "absIsoEcal", &absIsoEcal );
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// readers[i]->AddVariable( "absIsoHcal", &absIsoHcal );
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// readers[i]->AddVariable( "RelEMax", &RelEMax );
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// readers[i]->AddVariable( "RelETop", &RelEBottom);
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// readers[i]->AddVariable( "RelEBottom", &RelEBottom );
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// readers[i]->AddVariable( "RelELeft", &RelELeft );
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// readers[i]->AddVariable( "RelERight", &RelERight );
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// readers[i]->AddVariable( "RelE2x5Max", &RelE2x5Max );
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// readers[i]->AddVariable( "RelE2x5Top", &RelE2x5Top );
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// readers[i]->AddVariable( "RelE2x5Bottom", &RelE2x5Bottom );
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// readers[i]->AddVariable( "RelE2x5Left", &RelE2x5Left );
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// readers[i]->AddVariable( "RelE2x5Right", &RelE2x5Right );
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// readers[i]->AddVariable( "RelE5x5", &RelE5x5 );
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// }
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// if(VariableType==2||VariableType==3||VariableType==4){
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// readers[i]->AddVariable( "EtaWidth", &EtaWidth );
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// readers[i]->AddVariable( "PhiWidth", &PhiWidth );
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// readers[i]->AddVariable( "CoviEtaiPhi", &CoviEtaiPhi );
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// readers[i]->AddVariable( "CoviPhiiPhi", &CoviPhiiPhi );
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// if(VariableType==4){
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// readers[i]->AddVariable( "NVertexes", &NVertexes );
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// }
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// if(i==0){
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// readers[i]->AddVariable( "RelPreshowerEnergy", &RelPreshowerEnergy );
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// }
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// }
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// if(VariableType==6){
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// readers[i]->AddVariable( "HoE", &HoE );
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// readers[i]->AddVariable( "covIEtaIEta", &covIEtaIEta );
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// readers[i]->AddVariable( "tIso1abs", &tIso1abs );
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// readers[i]->AddVariable( "tIso3abs", &tIso3abs );
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// readers[i]->AddVariable( "tIso2abs", &tIso2abs );
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// readers[i]->AddVariable( "R9", &R9 );
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// readers[i]->AddVariable( "absIsoEcal", &absIsoEcal );
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// readers[i]->AddVariable( "absIsoHcal", &absIsoHcal );
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// readers[i]->AddVariable( "RelE5x5", &RelE5x5 );
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// readers[i]->AddVariable( "EtaWidth", &EtaWidth );
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// readers[i]->AddVariable( "PhiWidth", &PhiWidth );
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// readers[i]->AddVariable( "CoviEtaiPhi", &CoviEtaiPhi );
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// readers[i]->AddVariable( "CoviPhiiPhi", &CoviPhiiPhi );
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// readers[i]->AddVariable( "NVertexes", &NVertexes );
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// if(i==0){
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// readers[i]->AddVariable( "RelPreshowerEnergy", &RelPreshowerEnergy );
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// }
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// }
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// if(VariableType==7){
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// readers[i]->AddVariable( "HoE", &HoE );
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// readers[i]->AddVariable( "covIEtaIEta", &covIEtaIEta );
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// readers[i]->AddVariable( "tIso1abs", &tIso1abs );
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// readers[i]->AddVariable( "tIso3abs", &tIso3abs );
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// readers[i]->AddVariable( "tIso2abs", &tIso2abs );
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// readers[i]->AddVariable( "R9", &R9 );
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// readers[i]->AddVariable( "absIsoEcal", &absIsoEcal );
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// readers[i]->AddVariable( "absIsoHcal", &absIsoHcal );
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// readers[i]->AddVariable( "NVertexes", &NVertexes );
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// readers[i]->AddVariable( "ScEta", &ScEta );
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// }
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// if(VariableType==10){
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// readers[i]->AddVariable( "HoE", &HoE );
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// readers[i]->AddVariable( "covIEtaIEta", &covIEtaIEta );
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// readers[i]->AddVariable( "tIso1abs", &tIso1abs );
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// readers[i]->AddVariable( "tIso3abs", &tIso3abs );
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// readers[i]->AddVariable( "tIso2abs", &tIso2abs );
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// readers[i]->AddVariable( "R9", &R9 );
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// readers[i]->AddVariable( "absIsoEcal", &absIsoEcal );
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// readers[i]->AddVariable( "absIsoHcal", &absIsoHcal );
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// readers[i]->AddVariable( "NVertexes", &NVertexes );
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// readers[i]->AddVariable( "ScEta", &ScEta );
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// readers[i]->AddVariable( "EtaWidth", &EtaWidth );
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// readers[i]->AddVariable( "PhiWidth", &PhiWidth );
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// }
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// if(VariableType==1201){
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// /*readers[i]->AddVariable( "myphoton_pfchargedisogood03", &myphoton_pfchargedisogood03);
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// readers[i]->AddVariable( "myphoton_pfchargedisobad03", &myphoton_pfchargedisobad03);
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// readers[i]->AddVariable( "myphoton_pfphotoniso03", &myphoton_pfphotoniso03 );
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// readers[i]->AddVariable( "myphoton_sieie", &myphoton_sieie );
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// readers[i]->AddVariable( "myphoton_sieip", &myphoton_sieip );
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// readers[i]->AddVariable( "myphoton_etawidth", &myphoton_etawidth );
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// readers[i]->AddVariable( "myphoton_phiwidth", &myphoton_phiwidth );
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// readers[i]->AddVariable( "myphoton_r9", &myphoton_r9 );
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// readers[i]->AddVariable( "myphoton_s4ratio", &myphoton_s4ratio );
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// readers[i]->AddVariable( "myphoton_SCeta", &myphoton_SCeta );
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// readers[i]->AddVariable( "event_rho", &event_rho );
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// if(i==0){
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// readers[i]->AddVariable( "myphoton_ESEffSigmaRR", &myphoton_ESEffSigmaRR);
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// }*/
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// readers[i]->AddVariable( "ph.r9", &myphoton_r9 );
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// readers[i]->AddVariable( "ph.sigietaieta", &myphoton_sieie );
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// readers[i]->AddVariable( "ph.scetawidth", &myphoton_etawidth );
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// readers[i]->AddVariable( "ph.scphiwidth", &myphoton_phiwidth );
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// readers[i]->AddVariable( "ph.idmva_CoviEtaiPhi", &myphoton_sieip );
|
| 373 |
// readers[i]->AddVariable( "ph.idmva_s4ratio", &myphoton_s4ratio );
|
| 374 |
// readers[i]->AddVariable( "ph.idmva_GammaIso", &myphoton_pfphotoniso03 );
|
| 375 |
// readers[i]->AddVariable( "ph.idmva_ChargedIso_selvtx", &myphoton_pfchargedisogood03);
|
| 376 |
// readers[i]->AddVariable( "ph.idmva_ChargedIso_worstvtx", &myphoton_pfchargedisobad03);
|
| 377 |
// readers[i]->AddVariable( "ph.sceta", &myphoton_SCeta );
|
| 378 |
// readers[i]->AddVariable( "rho", &event_rho );
|
| 379 |
// if(i==0){
|
| 380 |
// //readers[i]->AddVariable( "1.00023*ph.idmva_PsEffWidthSigmaRR + 0.0913", &myphoton_ESEffSigmaRR);
|
| 381 |
// readers[i]->AddVariable( "ph.idmva_PsEffWidthSigmaRR", &myphoton_ESEffSigmaRR);
|
| 382 |
// }
|
| 383 |
// }
|
| 384 |
|
| 385 |
// }
|
| 386 |
|
| 387 |
// fReaderEndcap->BookMVA("BDT method",EndcapWeights);
|
| 388 |
// fReaderBarrel->BookMVA("BDT method",BarrelWeights);
|
| 389 |
|
| 390 |
// assert(fReaderEndcap);
|
| 391 |
// assert(fReaderBarrel);
|
| 392 |
|
| 393 |
// }
|
| 394 |
|
| 395 |
// *** REMOVED THIS COMPLETELY. If a module wants to cut on BDT, it should 1,) compute the BDT value (using GetMVAbdtValue(...) ) and then make the cut itself...
|
| 396 |
|
| 397 |
// Bool_t MVATools::PassMVASelection(const Photon* p,const Vertex* vtx,const TrackCol* trackCol,const VertexCol* vtxCol,Double_t _tRho,Float_t bdtCutBarrel, Float_t bdtCutEndcap, const ElectronCol* els, Bool_t applyElectronVeto) {
|
| 398 |
|
| 399 |
// //initilize the bool value
|
| 400 |
// PassMVA=kFALSE;
|
| 401 |
|
| 402 |
// Float_t photon_bdt = MVATools::GetMVAbdtValue_2011(p,vtx,trackCol,vtxCol, _tRho, els, applyElectronVeto);
|
| 403 |
|
| 404 |
// if (isbarrel) {
|
| 405 |
// if(photon_bdt>bdtCutBarrel){
|
| 406 |
// PassMVA=kTRUE;
|
| 407 |
// }
|
| 408 |
// }
|
| 409 |
// else {
|
| 410 |
// if(photon_bdt>bdtCutEndcap){
|
| 411 |
// PassMVA=kTRUE;
|
| 412 |
// }
|
| 413 |
// }
|
| 414 |
// return PassMVA;
|
| 415 |
// }
|
| 416 |
|
| 417 |
// //---------------------------------------------------------------------------------
|
| 418 |
// Int_t MVATools::PassElectronVetoInt(const Photon* p, const ElectronCol* els) {
|
| 419 |
|
| 420 |
// // these values are taken from the H2GGlobe code... (actually from Marco/s mail)
|
| 421 |
// float cic4_allcuts_temp_sublead[] = {
|
| 422 |
// 3.8, 2.2, 1.77, 1.29,
|
| 423 |
// 11.7, 3.4, 3.9, 1.84,
|
| 424 |
// 3.5, 2.2, 2.3, 1.45,
|
| 425 |
// 0.0106, 0.0097, 0.028, 0.027,
|
| 426 |
// 0.082, 0.062, 0.065, 0.048,
|
| 427 |
// 0.94, 0.36, 0.94, 0.32,
|
| 428 |
// 1., 0.062, 0.97, 0.97,
|
| 429 |
// 1.5, 1.5, 1.5, 1.5 }; // the last line is PixelmatchVeto and un-used
|
| 430 |
|
| 431 |
// //initilize the bool value
|
| 432 |
// PassElecVetoInt=0;
|
| 433 |
|
| 434 |
// dRTrack = PhotonTools::ElectronVetoCiC(p, els);
|
| 435 |
|
| 436 |
// ScEta_MVA=p->SCluster()->Eta();
|
| 437 |
|
| 438 |
// isbarrel = (fabs(ScEta_MVA)<1.4442);
|
| 439 |
|
| 440 |
// R9 = p->R9();
|
| 441 |
// //R9 = p->E33()/p->SCluster()->RawEnergy();
|
| 442 |
|
| 443 |
// // check which category it is ...
|
| 444 |
// _tCat = 1;
|
| 445 |
// if ( !isbarrel ) _tCat = 3;
|
| 446 |
// if ( R9 < 0.94 ) _tCat++;
|
| 447 |
|
| 448 |
// //Electron Veto
|
| 449 |
// if(dRTrack > cic4_allcuts_temp_sublead[_tCat-1+6*4]){
|
| 450 |
// PassElecVetoInt=1;
|
| 451 |
// }
|
| 452 |
|
| 453 |
// return PassElecVetoInt;
|
| 454 |
|
| 455 |
// }
|
| 456 |
|
| 457 |
//--------------------------------------------------------------------------------------------------
|
| 458 |
|
| 459 |
|
| 460 |
Double_t MVATools::GetMVAbdtValue(const Photon* p, const Vertex* vtx, const TrackCol* trackCol, const VertexCol* vtxCol, Double_t _tRho, const PFCandidateCol *fPFCands, const ElectronCol* els, Bool_t applyElectronVeto) {
|
| 461 |
|
| 462 |
// if there's no reader, or the type is kNone, return the default values of -99.
|
| 463 |
if( ( !fReaderBarrel || !fReaderEndcap ) || fMVAType == kNone ) return -99.;
|
| 464 |
|
| 465 |
// we compute the variable names... make sure no confilcts when adding new variables...
|
| 466 |
|
| 467 |
// check if it's a Barrel or EE photon
|
| 468 |
bool isBarrel = ( p->SCluster()->AbsEta() < 1.5 );
|
| 469 |
|
| 470 |
std::map<std::string,unsigned int>* theVars = ( isBarrel ? &mvaVarMapEB : &mvaVarMapEE );
|
| 471 |
|
| 472 |
// loop over all the variables in the map... and keep count (to make sure we have filled all variables)
|
| 473 |
unsigned int varCounter = 0;
|
| 474 |
for( std::map<std::string,unsigned int>::const_iterator iV = theVars->begin(); iV != theVars->end(); ++iV ) {
|
| 475 |
|
| 476 |
TString theVarName = TString(iV->first);
|
| 477 |
float* theVarValue = &(mvaVars[iV->second]); // pointer to the variable...
|
| 478 |
|
| 479 |
if(
|
| 480 |
!theVarName.CompareTo("HoE")
|
| 481 |
) {
|
| 482 |
(*theVarValue) = p->HadOverEm();
|
| 483 |
varCounter++;
|
| 484 |
} else if (
|
| 485 |
!theVarName.CompareTo("covIEtaIEta") || !theVarName.CompareTo("ph.sigietaieta") || !theVarName.CompareTo("sigieie")
|
| 486 |
) {
|
| 487 |
(*theVarValue) = p->CoviEtaiEta();
|
| 488 |
varCounter++;
|
| 489 |
} else if (
|
| 490 |
!theVarName.CompareTo("R9") || !theVarName.CompareTo("ph.r9") || !theVarName.CompareTo("r9")
|
| 491 |
) {
|
| 492 |
(*theVarValue) = p->R9();
|
| 493 |
varCounter++;
|
| 494 |
} else if (
|
| 495 |
!theVarName.CompareTo("ScEta") || !theVarName.CompareTo("ph.sceta") || !theVarName.CompareTo("sceta")
|
| 496 |
) {
|
| 497 |
(*theVarValue) = p->SCluster()->Eta();
|
| 498 |
varCounter++;
|
| 499 |
} else if (
|
| 500 |
!theVarName.CompareTo("rho")
|
| 501 |
) {
|
| 502 |
(*theVarValue) = _tRho;
|
| 503 |
varCounter++;
|
| 504 |
} else if (
|
| 505 |
!theVarName.CompareTo("tIso1abs")
|
| 506 |
) {
|
| 507 |
double _ecalIso3 = p->EcalRecHitIsoDr03();
|
| 508 |
double _hcalIso4 = p->HcalTowerSumEtDr04();
|
| 509 |
double _trackIso1 = IsolationTools::CiCTrackIsolation(p,vtx, 0.3, 0.02, 0.0, 0.0, 0.1, 1.0, trackCol, NULL, NULL, (!applyElectronVeto ? els : NULL) );//Question Ming:whyfPV->At(0) instead of selected vertex using ranking method?
|
| 510 |
(*theVarValue) = _ecalIso3+_hcalIso4+_trackIso1 - 0.17*_tRho;
|
| 511 |
varCounter++;
|
| 512 |
} else if (
|
| 513 |
!theVarName.CompareTo("tIso2abs")
|
| 514 |
) {
|
| 515 |
double _ecalIso4 = p->EcalRecHitIsoDr04();
|
| 516 |
double _hcalIso4 = p->HcalTowerSumEtDr04();
|
| 517 |
unsigned int wVtxInd = 0;
|
| 518 |
double _trackIso2 = IsolationTools::CiCTrackIsolation(p,vtx, 0.4, 0.02, 0.0, 0.0, 0.1, 1.0, trackCol, &wVtxInd,vtxCol, (!applyElectronVeto ? els : NULL) );
|
| 519 |
(*theVarValue) = _ecalIso4+_hcalIso4+_trackIso2 - 0.52*_tRho;
|
| 520 |
varCounter++;
|
| 521 |
} else if (
|
| 522 |
!theVarName.CompareTo("tIso3abs")
|
| 523 |
) {
|
| 524 |
(*theVarValue) = IsolationTools::CiCTrackIsolation(p,vtx, 0.3, 0.02, 0.0, 0.0, 0.1, 1.0, trackCol, NULL, NULL, (!applyElectronVeto ? els : NULL) );
|
| 525 |
varCounter++;
|
| 526 |
} else if (
|
| 527 |
!theVarName.CompareTo("absIsoEcal")
|
| 528 |
) {
|
| 529 |
double _ecalIso3 = p->EcalRecHitIsoDr03();
|
| 530 |
(*theVarValue) = (_ecalIso3-0.17*_tRho);
|
| 531 |
varCounter++;
|
| 532 |
} else if (
|
| 533 |
!theVarName.CompareTo("absIsoHcal")
|
| 534 |
) {
|
| 535 |
double _hcalIso4 = p->HcalTowerSumEtDr04();
|
| 536 |
(*theVarValue) = (_hcalIso4-0.17*_tRho);
|
| 537 |
varCounter++;
|
| 538 |
} else if (
|
| 539 |
!theVarName.CompareTo("NVertexes")
|
| 540 |
) {
|
| 541 |
|
| 542 |
(*theVarValue) = vtxCol->GetEntries();
|
| 543 |
varCounter++;
|
| 544 |
} else if (
|
| 545 |
!theVarName.CompareTo("EtaWidth") || !theVarName.CompareTo("ph.scetawidth") || !theVarName.CompareTo("sigeta")
|
| 546 |
) {
|
| 547 |
(*theVarValue) = p->EtaWidth();
|
| 548 |
varCounter++;
|
| 549 |
} else if (
|
| 550 |
!theVarName.CompareTo("PhiWidth") || !theVarName.CompareTo("ph.scphiwidth") || !theVarName.CompareTo("sigphi")
|
| 551 |
) {
|
| 552 |
(*theVarValue) = p->PhiWidth();
|
| 553 |
varCounter++;
|
| 554 |
|
| 555 |
} else if (
|
| 556 |
!theVarName.CompareTo("ph.idmva_CoviEtaiPhi") || !theVarName.CompareTo("covieip")
|
| 557 |
) {
|
| 558 |
(*theVarValue) = p->SCluster()->Seed()->CoviEtaiPhi();
|
| 559 |
varCounter++;
|
| 560 |
} else if (
|
| 561 |
!theVarName.CompareTo("ph.idmva_s4ratio") || !theVarName.CompareTo("s4r")
|
| 562 |
) {
|
| 563 |
(*theVarValue) = p->S4Ratio();
|
| 564 |
//(*theVarValue) = p->SCluster()->Seed()->E2x2()/p->E55();
|
| 565 |
varCounter++;
|
| 566 |
} else if (
|
| 567 |
!theVarName.CompareTo("ph.idmva_GammaIso") || !theVarName.CompareTo("pfgiso")
|
| 568 |
) {
|
| 569 |
(*theVarValue) = IsolationTools::PFGammaIsolation(p,0.3,0,fPFCands);
|
| 570 |
varCounter++;
|
| 571 |
} else if (
|
| 572 |
!theVarName.CompareTo("ph.idmva_ChargedIso_selvtx") || !theVarName.CompareTo("pfciso")
|
| 573 |
) {
|
| 574 |
(*theVarValue) = IsolationTools::PFChargedIsolation(p,vtx,0.3,0,fPFCands);
|
| 575 |
varCounter++;
|
| 576 |
} else if (
|
| 577 |
!theVarName.CompareTo("ph.idmva_ChargedIso_worstvtx")
|
| 578 |
) {
|
| 579 |
unsigned int wVtxInd = 0;
|
| 580 |
(*theVarValue) = IsolationTools::PFChargedIsolation(p,vtx,0.3,0,fPFCands,&wVtxInd,vtxCol);
|
| 581 |
varCounter++;
|
| 582 |
} else if (
|
| 583 |
!theVarName.CompareTo("ph.idmva_PsEffWidthSigmaRR")
|
| 584 |
) {
|
| 585 |
(*theVarValue) = p->EffSigmaRR();
|
| 586 |
varCounter++;
|
| 587 |
} else if (
|
| 588 |
!theVarName.CompareTo("rawe")
|
| 589 |
) {
|
| 590 |
(*theVarValue) = p->SCluster()->RawEnergy();
|
| 591 |
varCounter++;
|
| 592 |
} else {
|
| 593 |
// a variable is not know... copmplain!
|
| 594 |
std::cerr<<" ERROR: MVA Evaluation called with unknown variable name >"<<theVarName<<">."<<std::endl;
|
| 595 |
}
|
| 596 |
}
|
| 597 |
|
| 598 |
// now all the variables should be filled... check!
|
| 599 |
if( varCounter != theVars->size() )
|
| 600 |
std::cerr<<" ERROR: MVA Evaludation called and not all variables are filled."<<std::endl;
|
| 601 |
|
| 602 |
// we're ready to compute the MVA value
|
| 603 |
TMVA::Reader* reader = NULL;
|
| 604 |
if (isBarrel)
|
| 605 |
reader = fReaderBarrel;
|
| 606 |
else
|
| 607 |
reader = fReaderEndcap;
|
| 608 |
|
| 609 |
assert(reader);
|
| 610 |
|
| 611 |
return (reader->EvaluateMVA("BDT method"));
|
| 612 |
}
|
| 613 |
|
| 614 |
// Float_t MVATools::GetMVAbdtValue_2012_globe(const Photon* p,const Vertex* vtx,const TrackCol* trackCol,const VertexCol* vtxCol,Double_t _tRho, const PFCandidateCol *fPFCands,const ElectronCol* els,Bool_t applyElectronVeto) {
|
| 615 |
|
| 616 |
// //get the variables used to compute MVA variables
|
| 617 |
// ecalIso3 = p->EcalRecHitIsoDr03();
|
| 618 |
// ecalIso4 = p->EcalRecHitIsoDr04();
|
| 619 |
// hcalIso4 = p->HcalTowerSumEtDr04();
|
| 620 |
|
| 621 |
// wVtxInd = 0;
|
| 622 |
|
| 623 |
// trackIso1 = IsolationTools::CiCTrackIsolation(p,vtx, 0.3, 0.02, 0.0, 0.0, 0.1, 1.0, trackCol, NULL, NULL, (!applyElectronVeto ? els : NULL) );//Question Ming:whyfPV->At(0) instead of selected vertex using ranking method?
|
| 624 |
|
| 625 |
// // track iso worst vtx
|
| 626 |
// trackIso2 = IsolationTools::CiCTrackIsolation(p,vtx, 0.4, 0.02, 0.0, 0.0, 0.1, 1.0, trackCol, &wVtxInd,vtxCol, (!applyElectronVeto ? els : NULL) );
|
| 627 |
|
| 628 |
// combIso1 = ecalIso3+hcalIso4+trackIso1 - 0.17*_tRho;
|
| 629 |
// combIso2 = ecalIso4+hcalIso4+trackIso2 - 0.52*_tRho;
|
| 630 |
|
| 631 |
// RawEnergy = p->SCluster()->RawEnergy();
|
| 632 |
|
| 633 |
// ScEta = p->SCluster()->Eta();
|
| 634 |
|
| 635 |
// //mva varialbes v1 and v2
|
| 636 |
// tIso1 = (combIso1) *50./p->Et();
|
| 637 |
// tIso3 = (trackIso1)*50./p->Et();
|
| 638 |
// tIso2 = (combIso2) *50./(p->MomVtx(vtxCol->At(wVtxInd)->Position()).Pt());
|
| 639 |
// RelIsoEcal=(ecalIso3-0.17*_tRho)/p->Et();
|
| 640 |
// RelIsoHcal=(hcalIso4-0.17*_tRho)/p->Et();
|
| 641 |
|
| 642 |
// //compute mva variables for v3
|
| 643 |
// HoE = p->HadOverEm();
|
| 644 |
// covIEtaIEta = p->CoviEtaiEta();
|
| 645 |
// tIso1abs = combIso1;
|
| 646 |
// tIso3abs = trackIso1;
|
| 647 |
// tIso2abs = combIso2;
|
| 648 |
// R9 = p->R9();
|
| 649 |
|
| 650 |
// absIsoEcal=(ecalIso3-0.17*_tRho);
|
| 651 |
// absIsoHcal=(hcalIso4-0.17*_tRho);
|
| 652 |
// RelEMax=p->SCluster()->Seed()->EMax()/RawEnergy;
|
| 653 |
// RelETop=p->SCluster()->Seed()->ETop()/RawEnergy;
|
| 654 |
// RelEBottom=p->SCluster()->Seed()->EBottom()/RawEnergy;
|
| 655 |
// RelELeft=p->SCluster()->Seed()->ELeft()/RawEnergy;
|
| 656 |
// RelERight=p->SCluster()->Seed()->ERight()/RawEnergy;
|
| 657 |
// RelE2x5Max=p->SCluster()->Seed()->E2x5Max()/RawEnergy;
|
| 658 |
// RelE2x5Top=p->SCluster()->Seed()->E2x5Top()/RawEnergy;
|
| 659 |
// RelE2x5Bottom=p->SCluster()->Seed()->E2x5Bottom()/RawEnergy;
|
| 660 |
// RelE2x5Left=p->SCluster()->Seed()->E2x5Left()/RawEnergy;
|
| 661 |
// RelE2x5Right=p->SCluster()->Seed()->E2x5Right()/RawEnergy;
|
| 662 |
// RelE5x5=p->SCluster()->Seed()->E5x5()/RawEnergy;
|
| 663 |
|
| 664 |
// EtaWidth=p->EtaWidth();
|
| 665 |
// PhiWidth=p->PhiWidth();
|
| 666 |
// CoviEtaiPhi=p->SCluster()->Seed()->CoviEtaiPhi();
|
| 667 |
// CoviPhiiPhi=p->SCluster()->Seed()->CoviPhiiPhi();
|
| 668 |
|
| 669 |
// RelPreshowerEnergy=p->SCluster()->PreshowerEnergy()/RawEnergy;
|
| 670 |
// NVertexes=vtxCol->GetEntries();
|
| 671 |
|
| 672 |
// //spectator variables
|
| 673 |
// Pt_MVA=p->Pt();
|
| 674 |
// ScEta_MVA=p->SCluster()->Eta();
|
| 675 |
|
| 676 |
// //
|
| 677 |
|
| 678 |
// isbarrel = (fabs(ScEta_MVA)<1.4442);
|
| 679 |
|
| 680 |
// //variable 1201
|
| 681 |
// myphoton_pfchargedisogood03=IsolationTools::PFChargedIsolation(p,vtx,0.3,0,fPFCands);
|
| 682 |
// myphoton_pfchargedisobad03=IsolationTools::PFChargedIsolation(p,vtx,0.3,0,fPFCands,&wVtxInd,vtxCol);
|
| 683 |
// myphoton_pfphotoniso03=IsolationTools::PFGammaIsolation(p,0.3,0,fPFCands);
|
| 684 |
// myphoton_sieie=covIEtaIEta;
|
| 685 |
// myphoton_sieip=CoviEtaiPhi;
|
| 686 |
// myphoton_etawidth=EtaWidth;
|
| 687 |
// myphoton_phiwidth=PhiWidth;
|
| 688 |
// myphoton_r9=R9;
|
| 689 |
// myphoton_s4ratio=p->S4Ratio();
|
| 690 |
// myphoton_SCeta=ScEta_MVA;
|
| 691 |
// event_rho= _tRho;
|
| 692 |
|
| 693 |
// myphoton_ESEffSigmaRR=-99;
|
| 694 |
|
| 695 |
// if(!isbarrel){
|
| 696 |
// myphoton_ESEffSigmaRR=p->EffSigmaRR();
|
| 697 |
// }
|
| 698 |
|
| 699 |
// if (isbarrel) {
|
| 700 |
// reader = fReaderBarrel;
|
| 701 |
// }
|
| 702 |
// else {
|
| 703 |
// reader = fReaderEndcap;
|
| 704 |
// }
|
| 705 |
|
| 706 |
// assert(reader);
|
| 707 |
|
| 708 |
// double bdt = reader->EvaluateMVA("BDT method");
|
| 709 |
|
| 710 |
// /* printf("HoE: %f\n",HoE);
|
| 711 |
// printf("covIEtaIEta: %f\n",covIEtaIEta);
|
| 712 |
// printf("tIso1abs: %f\n",tIso1abs);
|
| 713 |
// printf("tIso3abs: %f\n",tIso3abs);
|
| 714 |
// printf("tIso2abs: %f\n",tIso2abs);
|
| 715 |
|
| 716 |
// printf("absIsoEcal: %f\n",absIsoEcal);
|
| 717 |
// printf("absIsoHcal: %f\n",absIsoHcal);
|
| 718 |
// printf("RelEMax: %f\n",RelEMax);
|
| 719 |
// printf("RelETop: %f\n",RelETop);
|
| 720 |
// printf("RelEBottom: %f\n",RelEBottom);
|
| 721 |
// printf("RelELeft: %f\n",RelELeft);
|
| 722 |
// printf("RelERight: %f\n",RelERight);
|
| 723 |
// printf("RelE2x5Max: %f\n",RelE2x5Max);
|
| 724 |
// printf("RelE2x5Top: %f\n",RelE2x5Top);
|
| 725 |
// printf("RelE2x5Bottom: %f\n",RelE2x5Bottom);
|
| 726 |
// printf("RelE2x5Left: %f\n",RelE2x5Left);
|
| 727 |
// printf("RelE2x5Right;: %f\n",RelE2x5Right);
|
| 728 |
// printf("RelE5x5: %f\n",RelE5x5);
|
| 729 |
|
| 730 |
// printf("EtaWidth: %f\n",EtaWidth);
|
| 731 |
// printf("PhiWidth: %f\n",PhiWidth);
|
| 732 |
// printf("CoviEtaiPhi: %f\n",CoviEtaiPhi);
|
| 733 |
// printf("CoviPhiiPhi: %f\n",CoviPhiiPhi);
|
| 734 |
|
| 735 |
// if (!isbarrel) {
|
| 736 |
// printf("RelPreshowerEnergy: %f\n",RelPreshowerEnergy);
|
| 737 |
// }*/
|
| 738 |
|
| 739 |
// return bdt;
|
| 740 |
// }
|
| 741 |
|
| 742 |
// Float_t MVATools::GetMVAbdtValue_2011(const Photon* p,const Vertex* vtx,const TrackCol* trackCol,const VertexCol* vtxCol,Double_t _tRho,const ElectronCol* els,Bool_t applyElectronVeto) {
|
| 743 |
|
| 744 |
// //get the variables used to compute MVA variables
|
| 745 |
// ecalIso3 = p->EcalRecHitIsoDr03();
|
| 746 |
// ecalIso4 = p->EcalRecHitIsoDr04();
|
| 747 |
// hcalIso4 = p->HcalTowerSumEtDr04();
|
| 748 |
|
| 749 |
// wVtxInd = 0;
|
| 750 |
|
| 751 |
// trackIso1 = IsolationTools::CiCTrackIsolation(p,vtx, 0.3, 0.02, 0.0, 0.0, 0.1, 1.0, trackCol, NULL, NULL, (!applyElectronVeto ? els : NULL) );//Question Ming:whyfPV->At(0) instead of selected vertex using ranking method?
|
| 752 |
|
| 753 |
// // track iso worst vtx
|
| 754 |
// trackIso2 = IsolationTools::CiCTrackIsolation(p,vtx, 0.4, 0.02, 0.0, 0.0, 0.1, 1.0, trackCol, &wVtxInd,vtxCol, (!applyElectronVeto ? els : NULL) );
|
| 755 |
|
| 756 |
// combIso1 = ecalIso3+hcalIso4+trackIso1 - 0.17*_tRho;
|
| 757 |
// combIso2 = ecalIso4+hcalIso4+trackIso2 - 0.52*_tRho;
|
| 758 |
|
| 759 |
// RawEnergy = p->SCluster()->RawEnergy();
|
| 760 |
|
| 761 |
// ScEta = p->SCluster()->Eta();
|
| 762 |
|
| 763 |
// //mva varialbes v1 and v2
|
| 764 |
// tIso1 = (combIso1) *50./p->Et();
|
| 765 |
// tIso3 = (trackIso1)*50./p->Et();
|
| 766 |
// tIso2 = (combIso2) *50./(p->MomVtx(vtxCol->At(wVtxInd)->Position()).Pt());
|
| 767 |
// RelIsoEcal=(ecalIso3-0.17*_tRho)/p->Et();
|
| 768 |
// RelIsoHcal=(hcalIso4-0.17*_tRho)/p->Et();
|
| 769 |
|
| 770 |
// //compute mva variables for v3
|
| 771 |
// HoE = p->HadOverEm();
|
| 772 |
// covIEtaIEta = p->CoviEtaiEta();
|
| 773 |
// tIso1abs = combIso1;
|
| 774 |
// tIso3abs = trackIso1;
|
| 775 |
// tIso2abs = combIso2;
|
| 776 |
// R9 = p->R9();
|
| 777 |
|
| 778 |
// absIsoEcal=(ecalIso3-0.17*_tRho);
|
| 779 |
// absIsoHcal=(hcalIso4-0.17*_tRho);
|
| 780 |
// RelEMax=p->SCluster()->Seed()->EMax()/RawEnergy;
|
| 781 |
// RelETop=p->SCluster()->Seed()->ETop()/RawEnergy;
|
| 782 |
// RelEBottom=p->SCluster()->Seed()->EBottom()/RawEnergy;
|
| 783 |
// RelELeft=p->SCluster()->Seed()->ELeft()/RawEnergy;
|
| 784 |
// RelERight=p->SCluster()->Seed()->ERight()/RawEnergy;
|
| 785 |
// RelE2x5Max=p->SCluster()->Seed()->E2x5Max()/RawEnergy;
|
| 786 |
// RelE2x5Top=p->SCluster()->Seed()->E2x5Top()/RawEnergy;
|
| 787 |
// RelE2x5Bottom=p->SCluster()->Seed()->E2x5Bottom()/RawEnergy;
|
| 788 |
// RelE2x5Left=p->SCluster()->Seed()->E2x5Left()/RawEnergy;
|
| 789 |
// RelE2x5Right=p->SCluster()->Seed()->E2x5Right()/RawEnergy;
|
| 790 |
// RelE5x5=p->SCluster()->Seed()->E5x5()/RawEnergy;
|
| 791 |
|
| 792 |
// EtaWidth=p->EtaWidth();
|
| 793 |
// PhiWidth=p->PhiWidth();
|
| 794 |
// CoviEtaiPhi=p->SCluster()->Seed()->CoviEtaiPhi();
|
| 795 |
// CoviPhiiPhi=p->SCluster()->Seed()->CoviPhiiPhi();
|
| 796 |
|
| 797 |
// RelPreshowerEnergy=p->SCluster()->PreshowerEnergy()/RawEnergy;
|
| 798 |
// NVertexes=vtxCol->GetEntries();
|
| 799 |
|
| 800 |
// //spectator variables
|
| 801 |
// Pt_MVA=p->Pt();
|
| 802 |
// ScEta_MVA=p->SCluster()->Eta();
|
| 803 |
|
| 804 |
// //
|
| 805 |
|
| 806 |
// isbarrel = (fabs(ScEta_MVA)<1.4442);
|
| 807 |
|
| 808 |
// if (isbarrel) {
|
| 809 |
// reader = fReaderBarrel;
|
| 810 |
// }
|
| 811 |
// else {
|
| 812 |
// reader = fReaderEndcap;
|
| 813 |
// }
|
| 814 |
|
| 815 |
// assert(reader);
|
| 816 |
|
| 817 |
// double bdt = reader->EvaluateMVA("BDT method");
|
| 818 |
|
| 819 |
// /* printf("HoE: %f\n",HoE);
|
| 820 |
// printf("covIEtaIEta: %f\n",covIEtaIEta);
|
| 821 |
// printf("tIso1abs: %f\n",tIso1abs);
|
| 822 |
// printf("tIso3abs: %f\n",tIso3abs);
|
| 823 |
// printf("tIso2abs: %f\n",tIso2abs);
|
| 824 |
|
| 825 |
// printf("absIsoEcal: %f\n",absIsoEcal);
|
| 826 |
// printf("absIsoHcal: %f\n",absIsoHcal);
|
| 827 |
// printf("RelEMax: %f\n",RelEMax);
|
| 828 |
// printf("RelETop: %f\n",RelETop);
|
| 829 |
// printf("RelEBottom: %f\n",RelEBottom);
|
| 830 |
// printf("RelELeft: %f\n",RelELeft);
|
| 831 |
// printf("RelERight: %f\n",RelERight);
|
| 832 |
// printf("RelE2x5Max: %f\n",RelE2x5Max);
|
| 833 |
// printf("RelE2x5Top: %f\n",RelE2x5Top);
|
| 834 |
// printf("RelE2x5Bottom: %f\n",RelE2x5Bottom);
|
| 835 |
// printf("RelE2x5Left: %f\n",RelE2x5Left);
|
| 836 |
// printf("RelE2x5Right;: %f\n",RelE2x5Right);
|
| 837 |
// printf("RelE5x5: %f\n",RelE5x5);
|
| 838 |
|
| 839 |
// printf("EtaWidth: %f\n",EtaWidth);
|
| 840 |
// printf("PhiWidth: %f\n",PhiWidth);
|
| 841 |
// printf("CoviEtaiPhi: %f\n",CoviEtaiPhi);
|
| 842 |
// printf("CoviPhiiPhi: %f\n",CoviPhiiPhi);
|
| 843 |
|
| 844 |
// if (!isbarrel) {
|
| 845 |
// printf("RelPreshowerEnergy: %f\n",RelPreshowerEnergy);
|
| 846 |
// }*/
|
| 847 |
|
| 848 |
// return bdt;
|
| 849 |
// }
|
