ElectronMVAEstimatorRun2Phys14NonTrig Class Reference

#include <ElectronMVAEstimatorRun2Phys14NonTrig.h>

Inheritance diagram for ElectronMVAEstimatorRun2Phys14NonTrig:

Classes
struct	AllVariables

Public Types
enum	mvaCategories {   UNDEFINED = -1, CAT_EB1_PT5to10 = 0, CAT_EB2_PT5to10 = 1, CAT_EE_PT5to10 = 2,   CAT_EB1_PT10plus = 3, CAT_EB2_PT10plus = 4, CAT_EE_PT10plus = 5 }

Public Member Functions
void	constrainMVAVariables (AllVariables &vars) const
	ElectronMVAEstimatorRun2Phys14NonTrig (const edm::ParameterSet &conf)
std::vector< float >	fillMVAVariables (const edm::Ptr< reco::Candidate > &particle, const edm::Event &) const override
int	findCategory (const edm::Ptr< reco::Candidate > &particle) const override
const std::string &	getName () const final
int	getNCategories () const final
const std::string &	getTag () const final
bool	isEndcapCategory (int category) const
float	mvaValue (const edm::Ptr< reco::Candidate > &particle, const edm::Event &evt) const override
	~ElectronMVAEstimatorRun2Phys14NonTrig () override
Public Member Functions inherited from AnyMVAEstimatorRun2Base
	AnyMVAEstimatorRun2Base (const edm::ParameterSet &conf)
virtual void	getEventContent (const edm::Event &iEvent) const final
template<typename... Args>
std::vector< float >	packMVAVariables (const Args...args) const
virtual void	setConsumes (edm::ConsumesCollector &&cc) const
virtual	~AnyMVAEstimatorRun2Base ()

Static Public Attributes
static int	nCategories = 6

Private Attributes
AllVariables	_allMVAVars
std::vector< std::unique_ptr< const GBRForest > >	_gbrForests
std::string	_MethodName
const std::string	_name = "ElectronMVAEstimatorRun2Phys14NonTrig"
std::string	_tag

Additional Inherited Members
Public Attributes inherited from AnyMVAEstimatorRun2Base
const edm::ParameterSet	_conf

Detailed Description

Definition at line 13 of file ElectronMVAEstimatorRun2Phys14NonTrig.h.

Member Enumeration Documentation

enum ElectronMVAEstimatorRun2Phys14NonTrig::mvaCategories

Enumerator
UNDEFINED
CAT_EB1_PT5to10
CAT_EB2_PT5to10
CAT_EE_PT5to10
CAT_EB1_PT10plus
CAT_EB2_PT10plus
CAT_EE_PT10plus

Definition at line 20 of file ElectronMVAEstimatorRun2Phys14NonTrig.h.

                     {
    UNDEFINED = -1,
    CAT_EB1_PT5to10  = 0,
    CAT_EB2_PT5to10  = 1,
    CAT_EE_PT5to10   = 2,
    CAT_EB1_PT10plus = 3,
    CAT_EB2_PT10plus = 4,
    CAT_EE_PT10plus  = 5
  };

Constructor & Destructor Documentation

ElectronMVAEstimatorRun2Phys14NonTrig::ElectronMVAEstimatorRun2Phys14NonTrig

(

const edm::ParameterSet &

conf

)

Definition at line 10 of file ElectronMVAEstimatorRun2Phys14NonTrig.cc.

References _gbrForests, _MethodName, _tag, GBRForestTools::createGBRForest(), Exception, edm::ParameterSet::getParameter(), mps_fire::i, nCategories, AlCaHLTBitMon_QueryRunRegistry::string, electrons_cff::weightFile, mvaElectronID_Fall17_iso_V1_cff::weightFileNames, and ~ElectronMVAEstimatorRun2Phys14NonTrig().

                                                                                                       :
  AnyMVAEstimatorRun2Base(conf) {

  _tag = conf.getParameter<std::string>("mvaTag");
  
  const std::vector <std::string> weightFileNames
    = conf.getParameter<std::vector<std::string> >("weightFileNames");

  if( (int)(weightFileNames.size()) != nCategories )
    throw cms::Exception("MVA config failure: ")
      << "wrong number of weightfiles" << std::endl;

  _gbrForests.clear();
  _MethodName = "BDTG method";
  // Create a TMVA reader object for each category
  for(int i=0; i<nCategories; i++){

    // Use unique_ptr so that all readers are properly cleaned up
    // when the vector clear() is called in the destructor

    edm::FileInPath weightFile( weightFileNames[i] );
    _gbrForests.push_back( GBRForestTools::createGBRForest(weightFile ) );

  }

}

ElectronMVAEstimatorRun2Phys14NonTrig::~ElectronMVAEstimatorRun2Phys14NonTrig ( )

override

Definition at line 38 of file ElectronMVAEstimatorRun2Phys14NonTrig.cc.

References mvaValue().

Referenced by ElectronMVAEstimatorRun2Phys14NonTrig().

                                        {
}

Member Function Documentation

void ElectronMVAEstimatorRun2Phys14NonTrig::constrainMVAVariables

(

AllVariables &

vars

)

const

Definition at line 251 of file ElectronMVAEstimatorRun2Phys14NonTrig.cc.

References funct::abs(), DEFINE_EDM_PLUGIN, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::deta, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::detacalo, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::dphi, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::eleEoPout, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::EoP, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::fbrem, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::gsfchi2, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::kfchi2, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::OneMinusE1x5E5x5, and ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::R9.

Referenced by fillMVAVariables(), and getTag().

                                                                                          {

  // Check that variables do not have crazy values

  if(vars.fbrem < -1.)
    vars.fbrem = -1.;
  
  vars.deta = std::abs(vars.deta);
  if(vars.deta > 0.06)
    vars.deta = 0.06;
  
  vars.dphi = std::abs(vars.dphi);
  if(vars.dphi > 0.6)
    vars.dphi = 0.6;
  
  if(vars.EoP > 20.)
    vars.EoP = 20.;
  
  if(vars.eleEoPout > 20.)
    vars.eleEoPout = 20.;
    
  vars.detacalo = std::abs(vars.detacalo);
  if(vars.detacalo > 0.2)
    vars.detacalo = 0.2;
  
  if(vars.OneMinusE1x5E5x5 < -1.)
    vars.OneMinusE1x5E5x5 = -1;
  
  if(vars.OneMinusE1x5E5x5 > 2.)
    vars.OneMinusE1x5E5x5 = 2.; 
    
  if(vars.R9 > 5)
    vars.R9 = 5;
  
  if(vars.gsfchi2 > 200.)
    vars.gsfchi2 = 200;
    
  if(vars.kfchi2 > 10.)
    vars.kfchi2 = 10.;
}

std::vector< float > ElectronMVAEstimatorRun2Phys14NonTrig::fillMVAVariables ( const edm::Ptr< reco::Candidate > &  particle, const edm::Event &    ) const

overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 136 of file ElectronMVAEstimatorRun2Phys14NonTrig.cc.

References funct::abs(), pat::Electron::closestCtfTrackRef(), reco::GsfElectron::closestCtfTrackRef(), constexpr, constrainMVAVariables(), reco::GsfElectron::deltaEtaSeedClusterTrackAtCalo(), reco::GsfElectron::deltaEtaSuperClusterTrackAtVtx(), reco::GsfElectron::deltaPhiSuperClusterTrackAtVtx(), ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::deta, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::detacalo, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::dphi, mvaElectronID_Fall17_iso_V1_cff::ebeeSplit, reco::GsfElectron::ecalEnergy(), reco::GsfElectron::eEleClusterOverPout(), ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::eleEoPout, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::EoP, reco::GsfElectron::eSuperClusterOverP(), ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::etawidth, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::fbrem, reco::GsfElectron::fbrem(), findCategory(), reco::GsfElectron::full5x5_e1x5(), reco::GsfElectron::full5x5_e5x5(), reco::GsfElectron::full5x5_r9(), reco::GsfElectron::full5x5_sigmaIetaIeta(), reco::GsfElectron::full5x5_sigmaIphiIphi(), edm::Ptr< T >::get(), ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::gsfchi2, reco::GsfElectron::gsfTrack(), reco::GsfElectron::hadronicOverEm(), ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::HoE, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::IoEmIoP, edm::Ref< C, T, F >::isAvailable(), ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::isBarrel, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::isEndcap, isEndcapCategory(), edm::Ref< C, T, F >::isNonnull(), ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::kfchi2, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::kfhits, nullptr, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::OneMinusE1x5E5x5, reco::LeafCandidate::p(), AnyMVAEstimatorRun2Base::packMVAVariables(), ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::phiwidth, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::PreShowerOverRaw, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::pt, reco::LeafCandidate::pt(), ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::R9, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::SCeta, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::see, ElectronMVAEstimatorRun2Phys14NonTrig::AllVariables::spp, and reco::GsfElectron::superCluster().

Referenced by getTag(), and mvaValue().

                                                                                {

  // Try to cast the particle into a reco particle.
  // This should work for both reco and pat.
  const edm::Ptr<reco::GsfElectron> eleRecoPtr = ( edm::Ptr<reco::GsfElectron> )particle;
  if( eleRecoPtr.get() == nullptr )
    throw cms::Exception("MVA failure: ")
      << " given particle is expected to be reco::GsfElectron or pat::Electron," << std::endl
      << " but appears to be neither" << std::endl;

  // the instance of the variables that we will manipulate
  AllVariables allMVAVars;

  // Both pat and reco particles have exactly the same accessors, so we use a reco ptr 
  // throughout the code, with a single exception as of this writing, handled separately below.
  auto superCluster = eleRecoPtr->superCluster();

  // To get to CTF track information in pat::Electron, we have to have the pointer
  // to pat::Electron, it is not accessible from the pointer to reco::GsfElectron.
  // This behavior is reported and is expected to change in the future (post-7.4.5 some time).
  bool validKF= false; 
  reco::TrackRef myTrackRef = eleRecoPtr->closestCtfTrackRef();
  const edm::Ptr<pat::Electron> elePatPtr(eleRecoPtr);
  // Check if this is really a pat::Electron, and if yes, get the track ref from this new
  // pointer instead
  if( elePatPtr.get() != nullptr )
    myTrackRef = elePatPtr->closestCtfTrackRef();
  validKF = (myTrackRef.isAvailable() && (myTrackRef.isNonnull()) );  

  allMVAVars.kfhits         = (validKF) ? myTrackRef->hitPattern().trackerLayersWithMeasurement() : -1. ;
  // Pure ECAL -> shower shapes
  allMVAVars.see            = eleRecoPtr->full5x5_sigmaIetaIeta();
  allMVAVars.spp            = eleRecoPtr->full5x5_sigmaIphiIphi();
  allMVAVars.OneMinusE1x5E5x5 = 1. - eleRecoPtr->full5x5_e1x5() / eleRecoPtr->full5x5_e5x5();
  allMVAVars.R9             = eleRecoPtr->full5x5_r9();
  allMVAVars.etawidth       = superCluster->etaWidth();
  allMVAVars.phiwidth       = superCluster->phiWidth();
  allMVAVars.HoE            = eleRecoPtr->hadronicOverEm();
  // Endcap only variables
  allMVAVars.PreShowerOverRaw  = superCluster->preshowerEnergy() / superCluster->rawEnergy();
  //Pure tracking variables
  allMVAVars.kfchi2          = (validKF) ? myTrackRef->normalizedChi2() : 0;
  allMVAVars.gsfchi2         = eleRecoPtr->gsfTrack()->normalizedChi2();
  // Energy matching
  allMVAVars.fbrem           = eleRecoPtr->fbrem();
  allMVAVars.EoP             = eleRecoPtr->eSuperClusterOverP();
  allMVAVars.eleEoPout       = eleRecoPtr->eEleClusterOverPout();
  allMVAVars.IoEmIoP         = (1.0/eleRecoPtr->ecalEnergy()) - (1.0 / eleRecoPtr->p());
  // Geometrical matchings
  allMVAVars.deta            = eleRecoPtr->deltaEtaSuperClusterTrackAtVtx();
  allMVAVars.dphi            = eleRecoPtr->deltaPhiSuperClusterTrackAtVtx();
  allMVAVars.detacalo        = eleRecoPtr->deltaEtaSeedClusterTrackAtCalo();
  // Spectator variables  
  allMVAVars.pt              = eleRecoPtr->pt();
  const float scEta = superCluster->eta();
  constexpr float ebeeSplit = 1.479;
  allMVAVars.isBarrel        = ( std::abs(scEta) < ebeeSplit );
  allMVAVars.isEndcap        = ( std::abs(scEta) >= ebeeSplit );
  allMVAVars.SCeta           = scEta;

  constrainMVAVariables(allMVAVars);

  std::vector<float> vars;

  if( isEndcapCategory( findCategory(particle) ) ) {
    vars = packMVAVariables( allMVAVars.kfhits,
                                        allMVAVars.see,
                                        allMVAVars.spp,
                                        allMVAVars.OneMinusE1x5E5x5,
                                        allMVAVars.R9,
                                        allMVAVars.etawidth,
                                        allMVAVars.phiwidth,
                                        allMVAVars.HoE,
                                        allMVAVars.PreShowerOverRaw,
                                        allMVAVars.kfchi2,
                                        allMVAVars.gsfchi2,
                                        allMVAVars.fbrem,
                                        allMVAVars.EoP,
                                        allMVAVars.eleEoPout,
                                        allMVAVars.IoEmIoP,
                                        allMVAVars.deta,
                                        allMVAVars.dphi,
                                        allMVAVars.detacalo,
                                        allMVAVars.pt,
                                        allMVAVars.isBarrel,
                                        allMVAVars.isEndcap,
                                        allMVAVars.SCeta );
  } else {
    vars = packMVAVariables( allMVAVars.kfhits,
                                        allMVAVars.see,
                                        allMVAVars.spp,
                                        allMVAVars.OneMinusE1x5E5x5,
                                        allMVAVars.R9,
                                        allMVAVars.etawidth,
                                        allMVAVars.phiwidth,
                                        allMVAVars.HoE,
                                        allMVAVars.kfchi2,
                                        allMVAVars.gsfchi2,
                                        allMVAVars.fbrem,
                                        allMVAVars.EoP,
                                        allMVAVars.eleEoPout,
                                        allMVAVars.IoEmIoP,
                                        allMVAVars.deta,
                                        allMVAVars.dphi,
                                        allMVAVars.detacalo,
                                        allMVAVars.pt,
                                        allMVAVars.isBarrel,
                                        allMVAVars.isEndcap,
                                        allMVAVars.SCeta );
  }

  return vars;
}

int ElectronMVAEstimatorRun2Phys14NonTrig::findCategory ( const edm::Ptr< reco::Candidate > &  particle ) const

overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 82 of file ElectronMVAEstimatorRun2Phys14NonTrig.cc.

References funct::abs(), CAT_EB1_PT10plus, CAT_EB1_PT5to10, CAT_EB2_PT10plus, CAT_EB2_PT5to10, CAT_EE_PT10plus, CAT_EE_PT5to10, constexpr, mvaElectronID_Fall17_iso_V1_cff::ebeeSplit, mvaElectronID_Fall17_iso_V1_cff::ebSplit, PVValHelper::eta, edm::Ptr< T >::get(), isEndcapCategory(), nullptr, EnergyCorrector::pt, reco::LeafCandidate::pt(), mvaElectronID_Fall17_iso_V1_cff::ptSplit, reco::GsfElectron::superCluster(), and UNDEFINED.

Referenced by fillMVAVariables(), getTag(), and mvaValue().

                                                                                                   {
  
  // Try to cast the particle into a reco particle.
  // This should work for both reco and pat.
  const edm::Ptr<reco::GsfElectron> eleRecoPtr = ( edm::Ptr<reco::GsfElectron> )particle;
  if( eleRecoPtr.get() == nullptr )
    throw cms::Exception("MVA failure: ")
      << " given particle is expected to be reco::GsfElectron or pat::Electron," << std::endl
      << " but appears to be neither" << std::endl;

  const float pt = eleRecoPtr->pt();
  const float eta = eleRecoPtr->superCluster()->eta();

  //
  // Determine the category
  //
  int  iCategory = UNDEFINED;
  constexpr float ptSplit = 10;   // we have above and below 10 GeV categories
  constexpr float ebSplit = 0.800;// barrel is split into two regions
  constexpr float ebeeSplit = 1.479; // division between barrel and endcap

  if (pt < ptSplit && std::abs(eta) < ebSplit)  
    iCategory = CAT_EB1_PT5to10;

  if (pt < ptSplit && std::abs(eta) >= ebSplit && std::abs(eta) < ebeeSplit)
    iCategory = CAT_EB2_PT5to10;

  if (pt < ptSplit && std::abs(eta) >= ebeeSplit) 
    iCategory = CAT_EE_PT5to10;

  if (pt >= ptSplit && std::abs(eta) < ebSplit) 
    iCategory = CAT_EB1_PT10plus;

  if (pt >= ptSplit && std::abs(eta) >= ebSplit && std::abs(eta) < ebeeSplit)
    iCategory = CAT_EB2_PT10plus;

  if (pt >= ptSplit && std::abs(eta) >= ebeeSplit) 
    iCategory = CAT_EE_PT10plus;
  
  return iCategory;
}

const std::string& ElectronMVAEstimatorRun2Phys14NonTrig::getName ( void  ) const

inlinefinalvirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 72 of file ElectronMVAEstimatorRun2Phys14NonTrig.h.

References _name.

Referenced by plotting.Plot::draw().

{ return _name; } 

int ElectronMVAEstimatorRun2Phys14NonTrig::getNCategories ( ) const

inlinefinalvirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 70 of file ElectronMVAEstimatorRun2Phys14NonTrig.h.

References python.rootplot.argparse::category, isEndcapCategory(), and nCategories.

{ return nCategories; }

const std::string& ElectronMVAEstimatorRun2Phys14NonTrig::getTag ( ) const

inlinefinalvirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 73 of file ElectronMVAEstimatorRun2Phys14NonTrig.h.

References _tag, constrainMVAVariables(), fillMVAVariables(), and findCategory().

{ return _tag; }

bool ElectronMVAEstimatorRun2Phys14NonTrig::isEndcapCategory

(

int

category

)

const

Definition at line 125 of file ElectronMVAEstimatorRun2Phys14NonTrig.cc.

References CAT_EE_PT10plus, CAT_EE_PT5to10, and GeomDetEnumerators::isEndcap().

Referenced by fillMVAVariables(), findCategory(), and getNCategories().

                                      {

  bool isEndcap = false;
  if( category == CAT_EE_PT5to10 || category == CAT_EE_PT10plus )
    isEndcap = true;

  return isEndcap;
}

float ElectronMVAEstimatorRun2Phys14NonTrig::mvaValue ( const edm::Ptr< reco::Candidate > &  particle, const edm::Event &  evt  ) const

overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 42 of file ElectronMVAEstimatorRun2Phys14NonTrig.cc.

References _gbrForests, _MethodName, constexpr, gather_cfg::cout, debug, fillMVAVariables(), findCategory(), and mps_fire::result.

Referenced by ~ElectronMVAEstimatorRun2Phys14NonTrig().

                                                                            {
  
  const int iCategory = findCategory( particle );
  const std::vector<float> vars = fillMVAVariables( particle, evt );
  const float result = _gbrForests.at(iCategory)->GetClassifier(vars.data());

  constexpr bool debug = false;
  if(debug) {
    std::cout << " *** Inside the class _MethodName " << _MethodName << std::endl;
    std::cout << " bin " << iCategory
          << " fbrem "    << vars[11]  //_allMVAVars.fbrem
              << " kfchi2 "   << vars[9]  //_allMVAVars.kfchi2
              << " mykfhits " << vars[0]  //_allMVAVars.kfhits
              << " gsfchi2 "  << vars[10]  //_allMVAVars.gsfchi2
              << " deta "     << vars[15]  //_allMVAVars.deta
              << " dphi "     << vars[16]  //_allMVAVars.dphi
              << " detacalo " << vars[17]  //_allMVAVars.detacalo
              << " see "      << vars[1]  //_allMVAVars.see
              << " spp "      << vars[2]  //_allMVAVars.spp
              << " etawidth " << vars[5]  //_allMVAVars.etawidth
              << " phiwidth " << vars[6] // _allMVAVars.phiwidth
              << " OneMinusE1x5E5x5 " << vars[3] //_allMVAVars.OneMinusE1x5E5x5
              << " R9 "        << vars[4] //_allMVAVars.R9
              << " HoE "       << vars[7] //_allMVAVars.HoE
              << " EoP "       << vars[12] //_allMVAVars.EoP
              << " IoEmIoP "   << vars[14] //_allMVAVars.IoEmIoP
              << " eleEoPout " << vars[13] // _allMVAVars.eleEoPout
      //<< " d0 " << _allMVAVars.d0
      //   << " ip3d " << _allMVAVars.ip3d
              << " eta "       << vars[21] //_allMVAVars.SCeta
              << " isBarrel "  << vars[19] //_allMVAVars.isBarrel
              << " isEndcap "  << vars[20] //_allMVAVars.isEndcap
          << " pt "        << vars[18] //_allMVAVars.pt
              << std::endl;
    std::cout << " ### MVA " << result << std::endl;
  }

  return result;
}

Member Data Documentation

AllVariables ElectronMVAEstimatorRun2Phys14NonTrig::_allMVAVars

private

Definition at line 99 of file ElectronMVAEstimatorRun2Phys14NonTrig.h.

std::vector< std::unique_ptr<const GBRForest> > ElectronMVAEstimatorRun2Phys14NonTrig::_gbrForests

private

Definition at line 95 of file ElectronMVAEstimatorRun2Phys14NonTrig.h.

Referenced by ElectronMVAEstimatorRun2Phys14NonTrig(), and mvaValue().

std::string ElectronMVAEstimatorRun2Phys14NonTrig::_MethodName

private

Definition at line 98 of file ElectronMVAEstimatorRun2Phys14NonTrig.h.

Referenced by ElectronMVAEstimatorRun2Phys14NonTrig(), and mvaValue().

const std::string ElectronMVAEstimatorRun2Phys14NonTrig::_name = "ElectronMVAEstimatorRun2Phys14NonTrig"

private

Definition at line 88 of file ElectronMVAEstimatorRun2Phys14NonTrig.h.

Referenced by plotting.Subtract::__str__(), plotting.Transform::__str__(), plotting.FakeDuplicate::__str__(), plotting.CutEfficiency::__str__(), plotting.AggregateBins::__str__(), plotting.AggregateHistos::__str__(), plotting.ROC::__str__(), trackingPlots.TimePerEventPlot::__str__(), trackingPlots.TimePerTrackPlot::__str__(), trackingPlots.TimePerEventPlot::_create(), plotting.PlotGroup::_drawSeparate(), plotting.PlotGroup::_save(), plotting.Subtract::create(), plotting.Transform::create(), plotting.FakeDuplicate::create(), plotting.CutEfficiency::create(), plotting.AggregateBins::create(), plotting.AggregateHistos::create(), trackingPlots.TimePerTrackPlot::create(), plotting.Plot::create(), plotting.PlotGroup::draw(), getName(), plotting.Plot::getName(), plotting.PlotGroup::getName(), plotting.PlotterFolder::getName(), plotting.PlotterItem::getName(), plotting.PlotterFolder::getSelectionNameIterator(), validation.SimpleSample::name(), trackingPlots.Iteration::name(), plotting.PlotterItem::readDirs(), and plotting.PlotGroup::remove().

std::string ElectronMVAEstimatorRun2Phys14NonTrig::_tag

private

Definition at line 92 of file ElectronMVAEstimatorRun2Phys14NonTrig.h.

Referenced by ElectronMVAEstimatorRun2Phys14NonTrig(), and getTag().

int ElectronMVAEstimatorRun2Phys14NonTrig::nCategories = 6

static

Definition at line 19 of file ElectronMVAEstimatorRun2Phys14NonTrig.h.

Referenced by ElectronMVAEstimatorRun2Phys14NonTrig(), and getNCategories().