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#include "MitPhysics/Utils/interface/MuonIDMVA.h"
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#include "MitPhysics/Utils/interface/MuonTools.h"
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#include "MitPhysics/Utils/interface/IsolationTools.h"
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#include "MitAna/DataTree/interface/StableData.h"
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#include <TFile.h>
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#include <TRandom3.h>
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#include "TMVA/Tools.h"
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#include "TMVA/Reader.h"
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ClassImp(mithep::MuonIDMVA)
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using namespace mithep;
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//--------------------------------------------------------------------------------------------------
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MuonIDMVA::MuonIDMVA() :
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fMethodname("BDTG method"),
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fIsInitialized(kFALSE),
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fMVAType(MuonIDMVA::kUninitialized),
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fUseBinnedVersion(kTRUE),
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fNMVABins(0),
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fTheRhoType(RhoUtilities::DEFAULT)
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{
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}
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//--------------------------------------------------------------------------------------------------
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MuonIDMVA::~MuonIDMVA()
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{
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for(UInt_t i=0; i<fTMVAReader.size(); ++i) {
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if (fTMVAReader[i]) delete fTMVAReader[i];
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}
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}
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//--------------------------------------------------------------------------------------------------
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void MuonIDMVA::Initialize( std::string methodName,
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std::string weightsfile,
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MuonIDMVA::MVAType type,
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RhoUtilities::RhoType theRhoType)
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{
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std::vector<std::string> tempWeightFileVector;
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tempWeightFileVector.push_back(weightsfile);
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Initialize(methodName,type,kFALSE,tempWeightFileVector,theRhoType);
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}
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//--------------------------------------------------------------------------------------------------
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void MuonIDMVA::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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MuonIDMVA::MVAType type,
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RhoUtilities::RhoType theRhoType) {
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std::vector<std::string> tempWeightFileVector;
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tempWeightFileVector.push_back(std::string(Subdet0Pt10To20Weights.Data()));
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tempWeightFileVector.push_back(std::string(Subdet1Pt10To20Weights.Data()));
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tempWeightFileVector.push_back(std::string(Subdet2Pt10To20Weights.Data()));
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tempWeightFileVector.push_back(std::string(Subdet0Pt20ToInfWeights.Data()));
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tempWeightFileVector.push_back(std::string(Subdet1Pt20ToInfWeights.Data()));
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tempWeightFileVector.push_back(std::string(Subdet2Pt20ToInfWeights.Data()));
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Initialize(std::string(methodName.Data()),type,kTRUE,tempWeightFileVector,theRhoType);
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}
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//--------------------------------------------------------------------------------------------------
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void MuonIDMVA::Initialize( std::string methodName,
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MuonIDMVA::MVAType type,
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Bool_t useBinnedVersion,
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std::vector<std::string> weightsfiles,
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RhoUtilities::RhoType theRhoType) {
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//clean up first
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for (uint i=0;i<fTMVAReader.size(); ++i) {
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if (fTMVAReader[i]) delete fTMVAReader[i];
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}
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fTMVAReader.clear();
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//initialize
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fIsInitialized = kTRUE;
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fMethodname = methodName;
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fMVAType = type;
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fUseBinnedVersion = useBinnedVersion;
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fTheRhoType = theRhoType;
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//Define expected number of bins
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UInt_t ExpectedNBins = 0;
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if (!fUseBinnedVersion) {
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ExpectedNBins = 1;
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} else if (type == kV2
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|| type == kV3
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|| type == kV8
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|| type == kIDIsoCombinedDetIso
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|| type == kIsoRingsV0
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|| type == kIDV0
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|| type == kIDIsoCombinedIsoRingsV0
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) {
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ExpectedNBins = 6;
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} else if (type == kIsoDeltaR){
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ExpectedNBins = 4;
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}
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fNMVABins = ExpectedNBins;
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//Check number of weight files given
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if (fNMVABins != weightsfiles.size() ) {
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std::cout << "Error: Expected Number of bins = " << fNMVABins << " does not equal to weightsfiles.size() = "
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<< weightsfiles.size() << std::endl;
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assert(fNMVABins == weightsfiles.size());
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}
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for(UInt_t i=0; i<fNMVABins; ++i) {
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TMVA::Reader *tmpTMVAReader = new TMVA::Reader( "!Color:!Silent:Error" );
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tmpTMVAReader->SetVerbose(kTRUE);
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if (type == kV2) {
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tmpTMVAReader->AddVariable( "TkNchi2", &fMVAVar_MuTkNchi2 );
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tmpTMVAReader->AddVariable( "GlobalNchi2", &fMVAVar_MuGlobalNchi2 );
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tmpTMVAReader->AddVariable( "NValidHits", &fMVAVar_MuNValidHits );
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tmpTMVAReader->AddVariable( "NTrackerHits", &fMVAVar_MuNTrackerHits );
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tmpTMVAReader->AddVariable( "NPixelHits", &fMVAVar_MuNPixelHits );
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tmpTMVAReader->AddVariable( "NMatches", &fMVAVar_MuNMatches );
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tmpTMVAReader->AddVariable( "D0", &fMVAVar_MuD0 );
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tmpTMVAReader->AddVariable( "IP3d", &fMVAVar_MuIP3d );
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tmpTMVAReader->AddVariable( "IP3dSig", &fMVAVar_MuIP3dSig );
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tmpTMVAReader->AddVariable( "TrkKink", &fMVAVar_MuTrkKink );
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tmpTMVAReader->AddVariable( "SegmentCompatibility", &fMVAVar_MuSegmentCompatibility );
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}
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if (type == kV3) {
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tmpTMVAReader->AddVariable( "TkNchi2", &fMVAVar_MuTkNchi2 );
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tmpTMVAReader->AddVariable( "GlobalNchi2", &fMVAVar_MuGlobalNchi2 );
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tmpTMVAReader->AddVariable( "NValidHits", &fMVAVar_MuNValidHits );
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tmpTMVAReader->AddVariable( "NTrackerHits", &fMVAVar_MuNTrackerHits );
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tmpTMVAReader->AddVariable( "NPixelHits", &fMVAVar_MuNPixelHits );
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tmpTMVAReader->AddVariable( "NMatches", &fMVAVar_MuNMatches );
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tmpTMVAReader->AddVariable( "D0", &fMVAVar_MuD0 );
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tmpTMVAReader->AddVariable( "IP3d", &fMVAVar_MuIP3d );
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tmpTMVAReader->AddVariable( "IP3dSig", &fMVAVar_MuIP3dSig );
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tmpTMVAReader->AddVariable( "TrkKink", &fMVAVar_MuTrkKink );
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tmpTMVAReader->AddVariable( "SegmentCompatibility", &fMVAVar_MuSegmentCompatibility );
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tmpTMVAReader->AddVariable( "CaloCompatibility", &fMVAVar_MuCaloCompatibility );
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tmpTMVAReader->AddVariable( "HadEnergyOverPt", &fMVAVar_MuHadEnergyOverPt );
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if (i==0 || i==2 || i==4) {
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tmpTMVAReader->AddVariable( "HoEnergyOverPt", &fMVAVar_MuHoEnergyOverPt );
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}
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tmpTMVAReader->AddVariable( "EmEnergyOverPt", &fMVAVar_MuEmEnergyOverPt );
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tmpTMVAReader->AddVariable( "HadS9EnergyOverPt", &fMVAVar_MuHadS9EnergyOverPt );
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if (i==0 || i==2 || i==4) {
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tmpTMVAReader->AddVariable( "HoS9EnergyOverPt", &fMVAVar_MuHoS9EnergyOverPt );
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}
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tmpTMVAReader->AddVariable( "EmS9EnergyOverPt", &fMVAVar_MuEmS9EnergyOverPt );
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}
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if (type == kV8) {
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tmpTMVAReader->AddVariable( "TkNchi2", &fMVAVar_MuTkNchi2 );
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tmpTMVAReader->AddVariable( "GlobalNchi2", &fMVAVar_MuGlobalNchi2 );
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tmpTMVAReader->AddVariable( "NValidHits", &fMVAVar_MuNValidHits );
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tmpTMVAReader->AddVariable( "NTrackerHits", &fMVAVar_MuNTrackerHits );
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tmpTMVAReader->AddVariable( "NPixelHits", &fMVAVar_MuNPixelHits );
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tmpTMVAReader->AddVariable( "NMatches", &fMVAVar_MuNMatches );
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tmpTMVAReader->AddVariable( "D0", &fMVAVar_MuD0 );
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tmpTMVAReader->AddVariable( "IP3d", &fMVAVar_MuIP3d );
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tmpTMVAReader->AddVariable( "IP3dSig", &fMVAVar_MuIP3dSig );
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tmpTMVAReader->AddVariable( "TrkKink", &fMVAVar_MuTrkKink );
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tmpTMVAReader->AddVariable( "SegmentCompatibility", &fMVAVar_MuSegmentCompatibility );
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tmpTMVAReader->AddVariable( "CaloCompatibility", &fMVAVar_MuCaloCompatibility );
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tmpTMVAReader->AddVariable( "HadEnergyOverPt", &fMVAVar_MuHadEnergyOverPt );
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tmpTMVAReader->AddVariable( "EmEnergyOverPt", &fMVAVar_MuEmEnergyOverPt );
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tmpTMVAReader->AddVariable( "HadS9EnergyOverPt", &fMVAVar_MuHadS9EnergyOverPt );
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tmpTMVAReader->AddVariable( "EmS9EnergyOverPt", &fMVAVar_MuEmS9EnergyOverPt );
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tmpTMVAReader->AddVariable( "ChargedIso03OverPt", &fMVAVar_MuChargedIso03OverPt );
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tmpTMVAReader->AddVariable( "NeutralIso03OverPt", &fMVAVar_MuNeutralIso03OverPt );
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tmpTMVAReader->AddVariable( "ChargedIso04OverPt", &fMVAVar_MuChargedIso04OverPt );
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tmpTMVAReader->AddVariable( "NeutralIso04OverPt", &fMVAVar_MuNeutralIso04OverPt );
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}
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if (type == kIDIsoCombinedDetIso) {
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tmpTMVAReader->AddVariable( "TkNchi2", &fMVAVar_MuTkNchi2 );
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tmpTMVAReader->AddVariable( "GlobalNchi2", &fMVAVar_MuGlobalNchi2 );
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tmpTMVAReader->AddVariable( "NValidHits", &fMVAVar_MuNValidHits );
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tmpTMVAReader->AddVariable( "NTrackerHits", &fMVAVar_MuNTrackerHits );
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tmpTMVAReader->AddVariable( "NPixelHits", &fMVAVar_MuNPixelHits );
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tmpTMVAReader->AddVariable( "NMatches", &fMVAVar_MuNMatches );
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tmpTMVAReader->AddVariable( "D0", &fMVAVar_MuD0 );
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tmpTMVAReader->AddVariable( "IP3d", &fMVAVar_MuIP3d );
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tmpTMVAReader->AddVariable( "IP3dSig", &fMVAVar_MuIP3dSig );
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tmpTMVAReader->AddVariable( "TrkKink", &fMVAVar_MuTrkKink );
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tmpTMVAReader->AddVariable( "SegmentCompatibility", &fMVAVar_MuSegmentCompatibility );
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tmpTMVAReader->AddVariable( "CaloCompatibility", &fMVAVar_MuCaloCompatibility );
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tmpTMVAReader->AddVariable( "HadEnergyOverPt", &fMVAVar_MuHadEnergyOverPt );
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tmpTMVAReader->AddVariable( "EmEnergyOverPt", &fMVAVar_MuEmEnergyOverPt );
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tmpTMVAReader->AddVariable( "HadS9EnergyOverPt", &fMVAVar_MuHadS9EnergyOverPt );
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tmpTMVAReader->AddVariable( "EmS9EnergyOverPt", &fMVAVar_MuEmS9EnergyOverPt );
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tmpTMVAReader->AddVariable( "TrkIso03OverPt", &fMVAVar_MuTrkIso03OverPt );
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tmpTMVAReader->AddVariable( "EMIso03OverPt", &fMVAVar_MuEMIso03OverPt );
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tmpTMVAReader->AddVariable( "HadIso03OverPt", &fMVAVar_MuHadIso03OverPt );
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tmpTMVAReader->AddVariable( "TrkIso05OverPt", &fMVAVar_MuTrkIso05OverPt );
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tmpTMVAReader->AddVariable( "EMIso05OverPt", &fMVAVar_MuEMIso05OverPt );
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tmpTMVAReader->AddVariable( "HadIso05OverPt", &fMVAVar_MuHadIso05OverPt );
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}
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if (type == kIDV0) {
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tmpTMVAReader->AddVariable( "TkNchi2", &fMVAVar_MuTkNchi2 );
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if (i!=4) tmpTMVAReader->AddVariable( "GlobalNchi2",&fMVAVar_MuGlobalNchi2 );
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if (i!=4) tmpTMVAReader->AddVariable( "NValidHits", &fMVAVar_MuNValidHits );
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tmpTMVAReader->AddVariable( "NTrackerHits", &fMVAVar_MuNTrackerHits );
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tmpTMVAReader->AddVariable( "NPixelHits", &fMVAVar_MuNPixelHits );
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if (i!=5) tmpTMVAReader->AddVariable( "NMatches", &fMVAVar_MuNMatches );
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tmpTMVAReader->AddVariable( "TrkKink", &fMVAVar_MuTrkKink );
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tmpTMVAReader->AddVariable( "SegmentCompatibility", &fMVAVar_MuSegmentCompatibility );
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tmpTMVAReader->AddVariable( "CaloCompatibility", &fMVAVar_MuCaloCompatibility );
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tmpTMVAReader->AddVariable( "HadEnergy", &fMVAVar_MuHadEnergy );
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tmpTMVAReader->AddVariable( "EmEnergy", &fMVAVar_MuEmEnergy );
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tmpTMVAReader->AddVariable( "HadS9Energy", &fMVAVar_MuHadS9Energy );
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tmpTMVAReader->AddVariable( "EmS9Energy", &fMVAVar_MuEmS9Energy );
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}
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if (type == kIsoRingsV0) {
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tmpTMVAReader->AddVariable( "ChargedIso_DR0p0To0p1", &fMVAVar_ChargedIso_DR0p0To0p1 );
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tmpTMVAReader->AddVariable( "ChargedIso_DR0p1To0p2", &fMVAVar_ChargedIso_DR0p1To0p2 );
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tmpTMVAReader->AddVariable( "ChargedIso_DR0p2To0p3", &fMVAVar_ChargedIso_DR0p2To0p3 );
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tmpTMVAReader->AddVariable( "ChargedIso_DR0p3To0p4", &fMVAVar_ChargedIso_DR0p3To0p4 );
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tmpTMVAReader->AddVariable( "ChargedIso_DR0p4To0p5", &fMVAVar_ChargedIso_DR0p4To0p5 );
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tmpTMVAReader->AddVariable( "GammaIso_DR0p0To0p1", &fMVAVar_GammaIso_DR0p0To0p1 );
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tmpTMVAReader->AddVariable( "GammaIso_DR0p1To0p2", &fMVAVar_GammaIso_DR0p1To0p2 );
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tmpTMVAReader->AddVariable( "GammaIso_DR0p2To0p3", &fMVAVar_GammaIso_DR0p2To0p3 );
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tmpTMVAReader->AddVariable( "GammaIso_DR0p3To0p4", &fMVAVar_GammaIso_DR0p3To0p4 );
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tmpTMVAReader->AddVariable( "GammaIso_DR0p4To0p5", &fMVAVar_GammaIso_DR0p4To0p5 );
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tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p0To0p1", &fMVAVar_NeutralHadronIso_DR0p0To0p1 );
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tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p1To0p2", &fMVAVar_NeutralHadronIso_DR0p1To0p2 );
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tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p2To0p3", &fMVAVar_NeutralHadronIso_DR0p2To0p3 );
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tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p3To0p4", &fMVAVar_NeutralHadronIso_DR0p3To0p4 );
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tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p4To0p5", &fMVAVar_NeutralHadronIso_DR0p4To0p5 );
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}
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if (type == kIsoDeltaR) {
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tmpTMVAReader->AddVariable("PFCharged", &fMVAVar_MuRelIsoPFCharged );
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tmpTMVAReader->AddVariable("PFNeutral", &fMVAVar_MuRelIsoPFNeutral );
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tmpTMVAReader->AddVariable("PFPhotons", &fMVAVar_MuRelIsoPFPhotons );
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tmpTMVAReader->AddVariable("SumDeltaR", &fMVAVar_MuDeltaRSum );
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tmpTMVAReader->AddVariable("DeltaRMean", &fMVAVar_MuDeltaRMean );
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tmpTMVAReader->AddVariable("Density", &fMVAVar_MuDensity );
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}
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| 250 |
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tmpTMVAReader->BookMVA(fMethodname , weightsfiles[i] );
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std::cout << "MVABin " << i << " : MethodName = " << fMethodname
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<< " , type == " << type << " , "
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<< "Load weights file : " << weightsfiles[i]
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<< std::endl;
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fTMVAReader.push_back(tmpTMVAReader);
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}
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std::cout << "Muon ID MVA Completed\n";
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}
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| 262 |
//--------------------------------------------------------------------------------------------------
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| 263 |
UInt_t MuonIDMVA::GetMVABin( double eta, double pt,
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| 264 |
Bool_t isGlobal, Bool_t isTrackerMuon) const {
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| 265 |
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| 266 |
//Default is to return the first bin
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| 267 |
uint bin = 0;
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| 268 |
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| 269 |
//return the first bin if not using binned version
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| 270 |
if (!fUseBinnedVersion) return 0;
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| 271 |
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| 272 |
if (fMVAType == MuonIDMVA::kV2
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| 273 |
|| fMVAType == MuonIDMVA::kV3
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|| fMVAType == MuonIDMVA::kV8
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| 275 |
|| fMVAType == MuonIDMVA::kIDIsoCombinedDetIso) {
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| 276 |
if (pt < 14.5 && fabs(eta) < 1.5) bin = 0;
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| 277 |
if (pt < 14.5 && fabs(eta) >= 1.5) bin = 1;
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| 278 |
if (pt >= 14.5 && pt < 20 && fabs(eta) < 1.5) bin = 2;
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| 279 |
if (pt >= 14.5 && pt < 20 && fabs(eta) >= 1.5) bin = 3;
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| 280 |
if (pt >= 20 && fabs(eta) < 1.5) bin = 4;
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| 281 |
if (pt >= 20 && fabs(eta) >= 1.5) bin = 5;
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| 282 |
}
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| 283 |
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| 284 |
if (fMVAType == MuonIDMVA::kIsoRingsV0 || fMVAType == MuonIDMVA::kIDV0
|
| 285 |
|| fMVAType == MuonIDMVA::kIDIsoCombinedIsoRingsV0) {
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| 286 |
if (isGlobal && isTrackerMuon) {
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| 287 |
if (pt < 10 && fabs(eta) < 1.479) bin = 0;
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| 288 |
if (pt >= 10 && fabs(eta) < 1.479) bin = 1;
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| 289 |
if (pt < 10 && fabs(eta) >= 1.479) bin = 2;
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| 290 |
if (pt >= 10 && fabs(eta) >= 1.479) bin = 3;
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| 291 |
} else if (!isGlobal && isTrackerMuon) {
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| 292 |
bin = 4;
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| 293 |
} else if (isGlobal && !isTrackerMuon) {
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| 294 |
bin = 5;
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| 295 |
} else {
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| 296 |
std::cout << "Warning: Muon is not a tracker muon. Such muons are not supported. \n";
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| 297 |
bin = 0;
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| 298 |
}
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| 299 |
}
|
| 300 |
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| 301 |
if (fMVAType == MuonIDMVA::kIsoDeltaR){
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| 302 |
if (pt < 20 && fabs(eta) < 1.479) bin = 0;
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| 303 |
if (pt < 20 && fabs(eta) >= 1.479) bin = 1;
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| 304 |
if (pt >= 20 && fabs(eta) < 1.479) bin = 2;
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| 305 |
if (pt >= 20 && fabs(eta) >= 1.479) bin = 3;
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| 306 |
}
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| 307 |
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| 308 |
return bin;
|
| 309 |
}
|
| 310 |
|
| 311 |
//--------------------------------------------------------------------------------------------------
|
| 312 |
Double_t MuonIDMVA::MVAValue(Double_t MuPt , Double_t MuEta,
|
| 313 |
Double_t MuTkNchi2,
|
| 314 |
Double_t MuGlobalNchi2,
|
| 315 |
Double_t MuNValidHits,
|
| 316 |
Double_t MuNTrackerHits,
|
| 317 |
Double_t MuNPixelHits,
|
| 318 |
Double_t MuNMatches,
|
| 319 |
Double_t MuD0,
|
| 320 |
Double_t MuIP3d,
|
| 321 |
Double_t MuIP3dSig,
|
| 322 |
Double_t MuTrkKink,
|
| 323 |
Double_t MuSegmentCompatibility,
|
| 324 |
Double_t MuCaloCompatibility,
|
| 325 |
Double_t MuHadEnergyOverPt,
|
| 326 |
Double_t MuHoEnergyOverPt,
|
| 327 |
Double_t MuEmEnergyOverPt,
|
| 328 |
Double_t MuHadS9EnergyOverPt,
|
| 329 |
Double_t MuHoS9EnergyOverPt,
|
| 330 |
Double_t MuEmS9EnergyOverPt,
|
| 331 |
Double_t MuChargedIso03OverPt,
|
| 332 |
Double_t MuNeutralIso03OverPt,
|
| 333 |
Double_t MuChargedIso04OverPt,
|
| 334 |
Double_t MuNeutralIso04OverPt,
|
| 335 |
Bool_t printDebug
|
| 336 |
) {
|
| 337 |
|
| 338 |
if (!fIsInitialized) {
|
| 339 |
std::cout << "Error: MuonIDMVA not properly initialized.\n";
|
| 340 |
return -9999;
|
| 341 |
}
|
| 342 |
|
| 343 |
|
| 344 |
//set all input variables
|
| 345 |
fMVAVar_MuTkNchi2 = MuTkNchi2;
|
| 346 |
fMVAVar_MuGlobalNchi2 = MuGlobalNchi2;
|
| 347 |
fMVAVar_MuNValidHits = MuNValidHits;
|
| 348 |
fMVAVar_MuNTrackerHits = MuNTrackerHits;
|
| 349 |
fMVAVar_MuNPixelHits = MuNPixelHits;
|
| 350 |
fMVAVar_MuNMatches = MuNMatches;
|
| 351 |
fMVAVar_MuD0 = MuD0;
|
| 352 |
fMVAVar_MuIP3d = MuIP3d;
|
| 353 |
fMVAVar_MuIP3dSig = MuIP3dSig;
|
| 354 |
fMVAVar_MuTrkKink = MuTrkKink;
|
| 355 |
fMVAVar_MuSegmentCompatibility = MuSegmentCompatibility;
|
| 356 |
fMVAVar_MuCaloCompatibility = MuCaloCompatibility;
|
| 357 |
fMVAVar_MuHadEnergyOverPt = MuHadEnergyOverPt;
|
| 358 |
fMVAVar_MuHoEnergyOverPt = MuHoEnergyOverPt;
|
| 359 |
fMVAVar_MuEmEnergyOverPt = MuEmEnergyOverPt;
|
| 360 |
fMVAVar_MuHadS9EnergyOverPt = MuHadS9EnergyOverPt;
|
| 361 |
fMVAVar_MuHoS9EnergyOverPt = MuHoS9EnergyOverPt;
|
| 362 |
fMVAVar_MuEmS9EnergyOverPt = MuEmS9EnergyOverPt;
|
| 363 |
fMVAVar_MuChargedIso03OverPt = MuChargedIso03OverPt;
|
| 364 |
fMVAVar_MuNeutralIso03OverPt = MuNeutralIso03OverPt;
|
| 365 |
fMVAVar_MuChargedIso04OverPt = MuChargedIso04OverPt;
|
| 366 |
fMVAVar_MuNeutralIso04OverPt = MuNeutralIso04OverPt;
|
| 367 |
|
| 368 |
Double_t mva = -9999;
|
| 369 |
TMVA::Reader *reader = 0;
|
| 370 |
reader = fTMVAReader[GetMVABin(MuEta, MuPt, kTRUE, kTRUE )];
|
| 371 |
|
| 372 |
mva = reader->EvaluateMVA( fMethodname );
|
| 373 |
|
| 374 |
if (printDebug) {
|
| 375 |
std::cout << "Debug Muon MVA: "
|
| 376 |
<< MuPt << " " << MuEta << " --> MVABin " << GetMVABin(MuEta, MuPt, kTRUE, kTRUE ) << " : "
|
| 377 |
<< fMVAVar_MuTkNchi2 << " "
|
| 378 |
<< fMVAVar_MuGlobalNchi2 << " "
|
| 379 |
<< fMVAVar_MuNValidHits << " "
|
| 380 |
<< fMVAVar_MuNTrackerHits << " "
|
| 381 |
<< fMVAVar_MuNPixelHits << " "
|
| 382 |
<< fMVAVar_MuNMatches << " "
|
| 383 |
<< fMVAVar_MuD0 << " "
|
| 384 |
<< fMVAVar_MuIP3d << " "
|
| 385 |
<< fMVAVar_MuIP3dSig << " "
|
| 386 |
<< fMVAVar_MuTrkKink << " "
|
| 387 |
<< fMVAVar_MuSegmentCompatibility << " "
|
| 388 |
<< fMVAVar_MuCaloCompatibility << " "
|
| 389 |
<< fMVAVar_MuHadEnergyOverPt << " "
|
| 390 |
<< fMVAVar_MuHoEnergyOverPt << " "
|
| 391 |
<< fMVAVar_MuEmEnergyOverPt << " "
|
| 392 |
<< fMVAVar_MuHadS9EnergyOverPt << " "
|
| 393 |
<< fMVAVar_MuHoS9EnergyOverPt << " "
|
| 394 |
<< fMVAVar_MuEmS9EnergyOverPt << " "
|
| 395 |
<< fMVAVar_MuChargedIso03OverPt << " "
|
| 396 |
<< fMVAVar_MuNeutralIso03OverPt << " "
|
| 397 |
<< fMVAVar_MuChargedIso04OverPt << " "
|
| 398 |
<< fMVAVar_MuNeutralIso04OverPt << " "
|
| 399 |
<< " === : === "
|
| 400 |
<< mva
|
| 401 |
<< std::endl;
|
| 402 |
}
|
| 403 |
|
| 404 |
return mva;
|
| 405 |
}
|
| 406 |
|
| 407 |
|
| 408 |
//--------------------------------------------------------------------------------------------------
|
| 409 |
Double_t MuonIDMVA::MVAValue(Double_t MuPt , Double_t MuEta,
|
| 410 |
Double_t MuTkNchi2,
|
| 411 |
Double_t MuGlobalNchi2,
|
| 412 |
Double_t MuNValidHits,
|
| 413 |
Double_t MuNTrackerHits,
|
| 414 |
Double_t MuNPixelHits,
|
| 415 |
Double_t MuNMatches,
|
| 416 |
Double_t MuD0,
|
| 417 |
Double_t MuIP3d,
|
| 418 |
Double_t MuIP3dSig,
|
| 419 |
Double_t MuTrkKink,
|
| 420 |
Double_t MuSegmentCompatibility,
|
| 421 |
Double_t MuCaloCompatibility,
|
| 422 |
Double_t MuHadEnergyOverPt,
|
| 423 |
Double_t MuHoEnergyOverPt,
|
| 424 |
Double_t MuEmEnergyOverPt,
|
| 425 |
Double_t MuHadS9EnergyOverPt,
|
| 426 |
Double_t MuHoS9EnergyOverPt,
|
| 427 |
Double_t MuEmS9EnergyOverPt,
|
| 428 |
Double_t MuTrkIso03OverPt,
|
| 429 |
Double_t MuEMIso03OverPt,
|
| 430 |
Double_t MuHadIso03OverPt,
|
| 431 |
Double_t MuTrkIso05OverPt,
|
| 432 |
Double_t MuEMIso05OverPt,
|
| 433 |
Double_t MuHadIso05OverPt,
|
| 434 |
Bool_t printDebug
|
| 435 |
) {
|
| 436 |
|
| 437 |
if (!fIsInitialized) {
|
| 438 |
std::cout << "Error: MuonIDMVA not properly initialized.\n";
|
| 439 |
return -9999;
|
| 440 |
}
|
| 441 |
|
| 442 |
//set all input variables
|
| 443 |
fMVAVar_MuTkNchi2 = MuTkNchi2;
|
| 444 |
fMVAVar_MuGlobalNchi2 = MuGlobalNchi2;
|
| 445 |
fMVAVar_MuNValidHits = MuNValidHits;
|
| 446 |
fMVAVar_MuNTrackerHits = MuNTrackerHits;
|
| 447 |
fMVAVar_MuNPixelHits = MuNPixelHits;
|
| 448 |
fMVAVar_MuNMatches = MuNMatches;
|
| 449 |
fMVAVar_MuD0 = MuD0;
|
| 450 |
fMVAVar_MuIP3d = MuIP3d;
|
| 451 |
fMVAVar_MuIP3dSig = MuIP3dSig;
|
| 452 |
fMVAVar_MuTrkKink = MuTrkKink;
|
| 453 |
fMVAVar_MuSegmentCompatibility = MuSegmentCompatibility;
|
| 454 |
fMVAVar_MuCaloCompatibility = MuCaloCompatibility;
|
| 455 |
fMVAVar_MuHadEnergyOverPt = MuHadEnergyOverPt;
|
| 456 |
fMVAVar_MuHoEnergyOverPt = MuHoEnergyOverPt;
|
| 457 |
fMVAVar_MuEmEnergyOverPt = MuEmEnergyOverPt;
|
| 458 |
fMVAVar_MuHadS9EnergyOverPt = MuHadS9EnergyOverPt;
|
| 459 |
fMVAVar_MuHoS9EnergyOverPt = MuHoS9EnergyOverPt;
|
| 460 |
fMVAVar_MuEmS9EnergyOverPt = MuEmS9EnergyOverPt;
|
| 461 |
fMVAVar_MuTrkIso03OverPt = MuTrkIso03OverPt;
|
| 462 |
fMVAVar_MuEMIso03OverPt = MuEMIso03OverPt;
|
| 463 |
fMVAVar_MuHadIso03OverPt = MuHadIso03OverPt;
|
| 464 |
fMVAVar_MuTrkIso05OverPt = MuTrkIso05OverPt;
|
| 465 |
fMVAVar_MuEMIso05OverPt = MuEMIso05OverPt;
|
| 466 |
fMVAVar_MuHadIso05OverPt = MuHadIso05OverPt;
|
| 467 |
|
| 468 |
Double_t mva = -9999;
|
| 469 |
TMVA::Reader *reader = 0;
|
| 470 |
reader = fTMVAReader[GetMVABin(MuEta, MuPt, kTRUE, kTRUE )];
|
| 471 |
|
| 472 |
mva = reader->EvaluateMVA( fMethodname );
|
| 473 |
|
| 474 |
if (printDebug) {
|
| 475 |
std::cout << "Debug Muon MVA: "
|
| 476 |
<< MuPt << " " << MuEta << " --> MVABin " << GetMVABin(MuEta, MuPt, kTRUE, kTRUE ) << " : "
|
| 477 |
<< fMVAVar_MuTkNchi2 << " "
|
| 478 |
<< fMVAVar_MuGlobalNchi2 << " "
|
| 479 |
<< fMVAVar_MuNValidHits << " "
|
| 480 |
<< fMVAVar_MuNTrackerHits << " "
|
| 481 |
<< fMVAVar_MuNPixelHits << " "
|
| 482 |
<< fMVAVar_MuNMatches << " "
|
| 483 |
<< fMVAVar_MuD0 << " "
|
| 484 |
<< fMVAVar_MuIP3d << " "
|
| 485 |
<< fMVAVar_MuIP3dSig << " "
|
| 486 |
<< fMVAVar_MuTrkKink << " "
|
| 487 |
<< fMVAVar_MuSegmentCompatibility << " "
|
| 488 |
<< fMVAVar_MuCaloCompatibility << " "
|
| 489 |
<< fMVAVar_MuHadEnergyOverPt << " "
|
| 490 |
<< fMVAVar_MuHoEnergyOverPt << " "
|
| 491 |
<< fMVAVar_MuEmEnergyOverPt << " "
|
| 492 |
<< fMVAVar_MuHadS9EnergyOverPt << " "
|
| 493 |
<< fMVAVar_MuHoS9EnergyOverPt << " "
|
| 494 |
<< fMVAVar_MuEmS9EnergyOverPt << " "
|
| 495 |
<< fMVAVar_MuTrkIso03OverPt << " "
|
| 496 |
<< fMVAVar_MuEMIso03OverPt << " "
|
| 497 |
<< fMVAVar_MuHadIso03OverPt << " "
|
| 498 |
<< fMVAVar_MuTrkIso05OverPt << " "
|
| 499 |
<< fMVAVar_MuEMIso05OverPt << " "
|
| 500 |
<< fMVAVar_MuHadIso05OverPt << " "
|
| 501 |
<< " === : === "
|
| 502 |
<< mva
|
| 503 |
<< std::endl;
|
| 504 |
}
|
| 505 |
|
| 506 |
return mva;
|
| 507 |
}
|
| 508 |
|
| 509 |
|
| 510 |
Double_t MuonIDMVA::MVAValue_IsoRings( Double_t MuPt,
|
| 511 |
Double_t MuEta,
|
| 512 |
Bool_t MuIsGlobal,
|
| 513 |
Bool_t MuIsTracker,
|
| 514 |
Double_t ChargedIso_DR0p0To0p1,
|
| 515 |
Double_t ChargedIso_DR0p1To0p2,
|
| 516 |
Double_t ChargedIso_DR0p2To0p3,
|
| 517 |
Double_t ChargedIso_DR0p3To0p4,
|
| 518 |
Double_t ChargedIso_DR0p4To0p5,
|
| 519 |
Double_t GammaIso_DR0p0To0p1,
|
| 520 |
Double_t GammaIso_DR0p1To0p2,
|
| 521 |
Double_t GammaIso_DR0p2To0p3,
|
| 522 |
Double_t GammaIso_DR0p3To0p4,
|
| 523 |
Double_t GammaIso_DR0p4To0p5,
|
| 524 |
Double_t NeutralHadronIso_DR0p0To0p1,
|
| 525 |
Double_t NeutralHadronIso_DR0p1To0p2,
|
| 526 |
Double_t NeutralHadronIso_DR0p2To0p3,
|
| 527 |
Double_t NeutralHadronIso_DR0p3To0p4,
|
| 528 |
Double_t NeutralHadronIso_DR0p4To0p5,
|
| 529 |
Bool_t printDebug) {
|
| 530 |
|
| 531 |
if (fMVAType != MuonIDMVA::kIsoRingsV0) {
|
| 532 |
std::cout << "Error: This function is only supported for MVAType == kIsoRingsV0.\n" << std::endl;
|
| 533 |
assert(kFALSE);
|
| 534 |
}
|
| 535 |
|
| 536 |
fMVAVar_MuPt = MuPt;
|
| 537 |
fMVAVar_MuEta = MuEta;
|
| 538 |
fMVAVar_ChargedIso_DR0p0To0p1 = ChargedIso_DR0p0To0p1;
|
| 539 |
fMVAVar_ChargedIso_DR0p1To0p2 = ChargedIso_DR0p1To0p2;
|
| 540 |
fMVAVar_ChargedIso_DR0p2To0p3 = ChargedIso_DR0p2To0p3;
|
| 541 |
fMVAVar_ChargedIso_DR0p3To0p4 = ChargedIso_DR0p3To0p4;
|
| 542 |
fMVAVar_ChargedIso_DR0p4To0p5 = ChargedIso_DR0p4To0p5;
|
| 543 |
fMVAVar_GammaIso_DR0p0To0p1 = GammaIso_DR0p0To0p1;
|
| 544 |
fMVAVar_GammaIso_DR0p1To0p2 = GammaIso_DR0p1To0p2;
|
| 545 |
fMVAVar_GammaIso_DR0p2To0p3 = GammaIso_DR0p2To0p3;
|
| 546 |
fMVAVar_GammaIso_DR0p3To0p4 = GammaIso_DR0p3To0p4;
|
| 547 |
fMVAVar_GammaIso_DR0p4To0p5 = GammaIso_DR0p4To0p5;
|
| 548 |
fMVAVar_NeutralHadronIso_DR0p0To0p1 = NeutralHadronIso_DR0p0To0p1;
|
| 549 |
fMVAVar_NeutralHadronIso_DR0p1To0p2 = NeutralHadronIso_DR0p1To0p2;
|
| 550 |
fMVAVar_NeutralHadronIso_DR0p2To0p3 = NeutralHadronIso_DR0p2To0p3;
|
| 551 |
fMVAVar_NeutralHadronIso_DR0p3To0p4 = NeutralHadronIso_DR0p3To0p4;
|
| 552 |
fMVAVar_NeutralHadronIso_DR0p4To0p5 = NeutralHadronIso_DR0p4To0p5;
|
| 553 |
|
| 554 |
Double_t mva = -9999;
|
| 555 |
TMVA::Reader *reader = 0;
|
| 556 |
|
| 557 |
if (printDebug == kTRUE) {
|
| 558 |
std::cout <<" -> BIN: " << fMVAVar_MuEta << " " << fMVAVar_MuPt << " : "
|
| 559 |
<< GetMVABin( fMVAVar_MuEta , fMVAVar_MuPt, MuIsGlobal, MuIsTracker) << std::endl;
|
| 560 |
}
|
| 561 |
reader = fTMVAReader[GetMVABin( fMVAVar_MuEta , fMVAVar_MuPt, MuIsGlobal, MuIsTracker)];
|
| 562 |
mva = reader->EvaluateMVA( fMethodname );
|
| 563 |
|
| 564 |
if (printDebug == kTRUE) {
|
| 565 |
|
| 566 |
std::cout << "Debug Muon MVA: \n";
|
| 567 |
std::cout << fMVAVar_ChargedIso_DR0p0To0p1 << " "
|
| 568 |
<< fMVAVar_ChargedIso_DR0p1To0p2 << " "
|
| 569 |
<< fMVAVar_ChargedIso_DR0p2To0p3 << " "
|
| 570 |
<< fMVAVar_ChargedIso_DR0p3To0p4 << " "
|
| 571 |
<< fMVAVar_ChargedIso_DR0p4To0p5 << " "
|
| 572 |
<< fMVAVar_GammaIso_DR0p0To0p1 << " "
|
| 573 |
<< fMVAVar_GammaIso_DR0p1To0p2 << " "
|
| 574 |
<< fMVAVar_GammaIso_DR0p2To0p3 << " "
|
| 575 |
<< fMVAVar_GammaIso_DR0p3To0p4 << " "
|
| 576 |
<< fMVAVar_GammaIso_DR0p4To0p5 << " "
|
| 577 |
<< fMVAVar_NeutralHadronIso_DR0p0To0p1 << " "
|
| 578 |
<< fMVAVar_NeutralHadronIso_DR0p1To0p2 << " "
|
| 579 |
<< fMVAVar_NeutralHadronIso_DR0p2To0p3 << " "
|
| 580 |
<< fMVAVar_NeutralHadronIso_DR0p3To0p4 << " "
|
| 581 |
<< fMVAVar_NeutralHadronIso_DR0p4To0p5 << " "
|
| 582 |
<< std::endl;
|
| 583 |
std::cout << "MVA: " << mva << " "
|
| 584 |
<< std::endl;
|
| 585 |
}
|
| 586 |
return mva;
|
| 587 |
}
|
| 588 |
|
| 589 |
|
| 590 |
|
| 591 |
Double_t MuonIDMVA::MVAValue_ID( Double_t MuPt,
|
| 592 |
Double_t MuEta,
|
| 593 |
Bool_t MuIsGlobal,
|
| 594 |
Bool_t MuIsTracker,
|
| 595 |
Double_t MuTkNchi2,
|
| 596 |
Double_t MuGlobalNchi2,
|
| 597 |
Double_t MuNValidHits,
|
| 598 |
Double_t MuNTrackerHits,
|
| 599 |
Double_t MuNPixelHits,
|
| 600 |
Double_t MuNMatches,
|
| 601 |
Double_t MuTrkKink,
|
| 602 |
Double_t MuSegmentCompatibility,
|
| 603 |
Double_t MuCaloCompatibility,
|
| 604 |
Double_t MuHadEnergy,
|
| 605 |
Double_t MuEmEnergy,
|
| 606 |
Double_t MuHadS9Energy,
|
| 607 |
Double_t MuEmS9Energy,
|
| 608 |
Bool_t printDebug) {
|
| 609 |
|
| 610 |
if (fMVAType != MuonIDMVA::kIDV0) {
|
| 611 |
std::cout << "Error: This function is only supported for MVAType == kIDV0.\n" << std::endl;
|
| 612 |
assert(kFALSE);
|
| 613 |
}
|
| 614 |
|
| 615 |
fMVAVar_MuPt = MuPt;
|
| 616 |
fMVAVar_MuEta = MuEta;
|
| 617 |
|
| 618 |
fMVAVar_MuTkNchi2 = MuTkNchi2;
|
| 619 |
fMVAVar_MuGlobalNchi2 = MuGlobalNchi2;
|
| 620 |
fMVAVar_MuNValidHits = MuNValidHits;
|
| 621 |
fMVAVar_MuNTrackerHits = MuNTrackerHits;
|
| 622 |
fMVAVar_MuNPixelHits = MuNPixelHits;
|
| 623 |
fMVAVar_MuNMatches = MuNMatches;
|
| 624 |
fMVAVar_MuTrkKink = MuTrkKink;
|
| 625 |
fMVAVar_MuSegmentCompatibility = MuSegmentCompatibility;
|
| 626 |
fMVAVar_MuCaloCompatibility = MuCaloCompatibility;
|
| 627 |
fMVAVar_MuHadEnergy = MuHadEnergy;
|
| 628 |
fMVAVar_MuEmEnergy = MuEmEnergy;
|
| 629 |
fMVAVar_MuHadS9Energy = MuHadS9Energy;
|
| 630 |
fMVAVar_MuEmS9Energy = MuEmS9Energy;
|
| 631 |
|
| 632 |
Double_t mva = -9999;
|
| 633 |
TMVA::Reader *reader = 0;
|
| 634 |
|
| 635 |
if (printDebug == kTRUE) {
|
| 636 |
std::cout <<" -> BIN: " << fMVAVar_MuEta << " " << fMVAVar_MuPt << " : "
|
| 637 |
<< GetMVABin( fMVAVar_MuEta , fMVAVar_MuPt, MuIsGlobal, MuIsTracker) << std::endl;
|
| 638 |
}
|
| 639 |
reader = fTMVAReader[GetMVABin( fMVAVar_MuEta , fMVAVar_MuPt, MuIsGlobal, MuIsTracker)];
|
| 640 |
mva = reader->EvaluateMVA( fMethodname );
|
| 641 |
|
| 642 |
if (printDebug == kTRUE) {
|
| 643 |
|
| 644 |
std::cout << "Debug Muon MVA: \n";
|
| 645 |
std::cout << fMVAVar_MuTkNchi2 << " "
|
| 646 |
<< fMVAVar_MuGlobalNchi2 << " "
|
| 647 |
<< fMVAVar_MuNValidHits << " "
|
| 648 |
<< fMVAVar_MuNTrackerHits << " "
|
| 649 |
<< fMVAVar_MuNPixelHits << " "
|
| 650 |
<< fMVAVar_MuNMatches << " "
|
| 651 |
<< fMVAVar_MuTrkKink << " "
|
| 652 |
<< fMVAVar_MuSegmentCompatibility << " "
|
| 653 |
<< fMVAVar_MuCaloCompatibility << " "
|
| 654 |
<< fMVAVar_MuHadEnergy << " "
|
| 655 |
<< fMVAVar_MuEmEnergy << " "
|
| 656 |
<< fMVAVar_MuHadS9Energy << " "
|
| 657 |
<< fMVAVar_MuEmS9Energy << " "
|
| 658 |
<< std::endl;
|
| 659 |
std::cout << "MVA: " << mva << " "
|
| 660 |
<< std::endl;
|
| 661 |
}
|
| 662 |
return mva;
|
| 663 |
}
|
| 664 |
|
| 665 |
|
| 666 |
|
| 667 |
//--------------------------------------------------------------------------------------------------
|
| 668 |
Double_t MuonIDMVA::MVAValue(const Muon *mu, const Vertex *vertex, MuonTools *fMuonTools,
|
| 669 |
const PFCandidateCol *PFCands,
|
| 670 |
const PileupEnergyDensityCol *PileupEnergyDensity,
|
| 671 |
Bool_t printDebug) {
|
| 672 |
|
| 673 |
if (!fIsInitialized) {
|
| 674 |
std::cout << "Error: MuonIDMVA not properly initialized.\n";
|
| 675 |
return -9999;
|
| 676 |
}
|
| 677 |
|
| 678 |
const Track *muTrk=0;
|
| 679 |
if(mu->HasTrackerTrk()) { muTrk = mu->TrackerTrk(); }
|
| 680 |
else if(mu->HasStandaloneTrk()) { muTrk = mu->StandaloneTrk(); }
|
| 681 |
|
| 682 |
Double_t muNchi2 = 0.0;
|
| 683 |
if(mu->HasGlobalTrk()) { muNchi2 = mu->GlobalTrk()->RChi2(); }
|
| 684 |
else if(mu->HasStandaloneTrk()) { muNchi2 = mu->StandaloneTrk()->RChi2(); }
|
| 685 |
else if(mu->HasTrackerTrk()) { muNchi2 = mu->TrackerTrk()->RChi2(); }
|
| 686 |
|
| 687 |
Double_t ChargedIso03 = 0;
|
| 688 |
Double_t NeutralIso03_05Threshold = 0;
|
| 689 |
Double_t ChargedIso04 = 0;
|
| 690 |
Double_t NeutralIso04_05Threshold = 0;
|
| 691 |
ChargedIso03 = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.1, 99999, 0.3, 0.0, 0.0);
|
| 692 |
NeutralIso03_05Threshold = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.0, 0.5, 0.3, 0.0, 0.0);
|
| 693 |
ChargedIso04 = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.1, 99999, 0.4, 0.0, 0.0);
|
| 694 |
NeutralIso04_05Threshold = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.0, 0.5, 0.4, 0.0, 0.0);
|
| 695 |
|
| 696 |
Double_t Rho = 0;
|
| 697 |
switch(fTheRhoType) {
|
| 698 |
case RhoUtilities::MIT_RHO_VORONOI_HIGH_ETA:
|
| 699 |
Rho = PileupEnergyDensity->At(0)->Rho();
|
| 700 |
break;
|
| 701 |
case RhoUtilities::MIT_RHO_VORONOI_LOW_ETA:
|
| 702 |
Rho = PileupEnergyDensity->At(0)->RhoLowEta();
|
| 703 |
break;
|
| 704 |
case RhoUtilities::MIT_RHO_RANDOM_HIGH_ETA:
|
| 705 |
Rho = PileupEnergyDensity->At(0)->RhoRandom();
|
| 706 |
break;
|
| 707 |
case RhoUtilities::MIT_RHO_RANDOM_LOW_ETA:
|
| 708 |
Rho = PileupEnergyDensity->At(0)->RhoRandomLowEta();
|
| 709 |
break;
|
| 710 |
case RhoUtilities::CMS_RHO_RHOKT6PFJETS:
|
| 711 |
Rho = PileupEnergyDensity->At(0)->RhoKt6PFJets();
|
| 712 |
break;
|
| 713 |
default:
|
| 714 |
// use the old default
|
| 715 |
Rho = PileupEnergyDensity->At(0)->Rho();
|
| 716 |
break;
|
| 717 |
}
|
| 718 |
|
| 719 |
//set all input variables
|
| 720 |
fMVAVar_MuTkNchi2 = muTrk->RChi2();
|
| 721 |
fMVAVar_MuGlobalNchi2 = muNchi2;
|
| 722 |
fMVAVar_MuNValidHits = mu->NValidHits();
|
| 723 |
fMVAVar_MuNTrackerHits = muTrk->NHits();
|
| 724 |
fMVAVar_MuNPixelHits = muTrk->NPixelHits();
|
| 725 |
fMVAVar_MuNMatches = mu->NMatches();
|
| 726 |
fMVAVar_MuD0 = muTrk->D0Corrected(*vertex);
|
| 727 |
fMVAVar_MuIP3d = mu->Ip3dPV();
|
| 728 |
fMVAVar_MuIP3dSig = mu->Ip3dPVSignificance();
|
| 729 |
fMVAVar_MuTrkKink = mu->TrkKink();
|
| 730 |
fMVAVar_MuSegmentCompatibility = fMuonTools->GetSegmentCompatability(mu);
|
| 731 |
fMVAVar_MuCaloCompatibility = fMuonTools->GetCaloCompatability(mu, kTRUE, kTRUE);
|
| 732 |
fMVAVar_MuHadEnergyOverPt = (mu->HadEnergy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadEnergy,muTrk->Eta()))/muTrk->Pt();
|
| 733 |
fMVAVar_MuHoEnergyOverPt = (mu->HoEnergy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHoEnergy,muTrk->Eta()))/muTrk->Pt();
|
| 734 |
fMVAVar_MuEmEnergyOverPt = (mu->EmEnergy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEmEnergy,muTrk->Eta()))/muTrk->Pt();
|
| 735 |
fMVAVar_MuHadS9EnergyOverPt = (mu->HadS9Energy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadS9Energy,muTrk->Eta()))/muTrk->Pt();
|
| 736 |
fMVAVar_MuHoS9EnergyOverPt = (mu->HoS9Energy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHoS9Energy,muTrk->Eta()))/muTrk->Pt();
|
| 737 |
fMVAVar_MuEmS9EnergyOverPt = (mu->EmS9Energy() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEmS9Energy,muTrk->Eta()))/muTrk->Pt();
|
| 738 |
fMVAVar_MuChargedIso03OverPt = (ChargedIso03 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuChargedIso03,muTrk->Eta()))/muTrk->Pt();
|
| 739 |
fMVAVar_MuNeutralIso03OverPt = (NeutralIso03_05Threshold - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralIso03,muTrk->Eta()))/muTrk->Pt();
|
| 740 |
fMVAVar_MuChargedIso04OverPt = (ChargedIso04 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuChargedIso04,muTrk->Eta()))/muTrk->Pt();
|
| 741 |
fMVAVar_MuNeutralIso04OverPt = (NeutralIso04_05Threshold - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralIso04,muTrk->Eta()))/muTrk->Pt();
|
| 742 |
fMVAVar_MuTrkIso03OverPt = (mu->IsoR03SumPt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuTrkIso03,muTrk->Eta()))/muTrk->Pt();
|
| 743 |
fMVAVar_MuEMIso03OverPt = (mu->IsoR03EmEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEMIso03,muTrk->Eta()))/muTrk->Pt();
|
| 744 |
fMVAVar_MuHadIso03OverPt = (mu->IsoR03HadEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadIso03,muTrk->Eta()))/muTrk->Pt();
|
| 745 |
fMVAVar_MuTrkIso05OverPt = (mu->IsoR05SumPt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuTrkIso05,muTrk->Eta()))/muTrk->Pt();
|
| 746 |
fMVAVar_MuEMIso05OverPt = (mu->IsoR05EmEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEMIso05,muTrk->Eta()))/muTrk->Pt();
|
| 747 |
fMVAVar_MuHadIso05OverPt = (mu->IsoR05HadEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadIso05,muTrk->Eta()))/muTrk->Pt();
|
| 748 |
|
| 749 |
Double_t mva = -9999;
|
| 750 |
TMVA::Reader *reader = 0;
|
| 751 |
reader = fTMVAReader[GetMVABin(muTrk->Eta(), muTrk->Pt(), mu->IsGlobalMuon(), mu->IsTrackerMuon())];
|
| 752 |
|
| 753 |
mva = reader->EvaluateMVA( fMethodname );
|
| 754 |
|
| 755 |
if (printDebug) {
|
| 756 |
std::cout << "Debug Muon MVA: "
|
| 757 |
<< mu->Pt() << " " << mu->Eta() << " " << mu->Phi() << " : "
|
| 758 |
<< muTrk->Pt() << " " << muTrk->Eta() << " --> MVABin " << GetMVABin(muTrk->Eta(), muTrk->Pt(), mu->IsGlobalMuon(), mu->IsTrackerMuon()) << " : "
|
| 759 |
<< fMVAVar_MuTkNchi2 << " "
|
| 760 |
<< fMVAVar_MuGlobalNchi2 << " "
|
| 761 |
<< fMVAVar_MuNValidHits << " "
|
| 762 |
<< fMVAVar_MuNTrackerHits << " "
|
| 763 |
<< fMVAVar_MuNPixelHits << " "
|
| 764 |
<< fMVAVar_MuNMatches << " "
|
| 765 |
<< fMVAVar_MuD0 << " "
|
| 766 |
<< fMVAVar_MuIP3d << " "
|
| 767 |
<< fMVAVar_MuIP3dSig << " "
|
| 768 |
<< fMVAVar_MuTrkKink << " "
|
| 769 |
<< fMVAVar_MuSegmentCompatibility << " "
|
| 770 |
<< fMVAVar_MuCaloCompatibility << " "
|
| 771 |
<< fMVAVar_MuHadEnergyOverPt << " "
|
| 772 |
<< fMVAVar_MuHoEnergyOverPt << " "
|
| 773 |
<< fMVAVar_MuEmEnergyOverPt << " "
|
| 774 |
<< fMVAVar_MuHadS9EnergyOverPt << " "
|
| 775 |
<< fMVAVar_MuHoS9EnergyOverPt << " "
|
| 776 |
<< fMVAVar_MuEmS9EnergyOverPt << " "
|
| 777 |
<< fMVAVar_MuChargedIso03OverPt << " "
|
| 778 |
<< fMVAVar_MuNeutralIso03OverPt << " "
|
| 779 |
<< fMVAVar_MuChargedIso04OverPt << " "
|
| 780 |
<< fMVAVar_MuNeutralIso04OverPt << " "
|
| 781 |
<< fMVAVar_MuTrkIso03OverPt << " "
|
| 782 |
<< fMVAVar_MuEMIso03OverPt << " "
|
| 783 |
<< fMVAVar_MuHadIso03OverPt << " "
|
| 784 |
<< fMVAVar_MuTrkIso05OverPt << " "
|
| 785 |
<< fMVAVar_MuEMIso05OverPt << " "
|
| 786 |
<< fMVAVar_MuHadIso05OverPt << " "
|
| 787 |
<< " === : === "
|
| 788 |
<< mva
|
| 789 |
<< std::endl;
|
| 790 |
}
|
| 791 |
|
| 792 |
return mva;
|
| 793 |
}
|
| 794 |
|
| 795 |
|
| 796 |
//--------------------------------------------------------------------------------------------------
|
| 797 |
Double_t MuonIDMVA::MVAValue(const Muon *mu, const Vertex *vertex, MuonTools *fMuonTools,
|
| 798 |
const PFCandidateCol *PFCands,
|
| 799 |
const PileupEnergyDensityCol *PileupEnergyDensity,
|
| 800 |
MuonTools::EMuonEffectiveAreaTarget EffectiveAreaTarget,
|
| 801 |
const ElectronCol *goodElectrons,
|
| 802 |
const MuonCol *goodMuons,
|
| 803 |
Bool_t printDebug) {
|
| 804 |
|
| 805 |
if (!fIsInitialized) {
|
| 806 |
std::cout << "Error: MuonIDMVA not properly initialized.\n";
|
| 807 |
return -9999;
|
| 808 |
}
|
| 809 |
|
| 810 |
const Track *muTrk=0;
|
| 811 |
if(mu->HasTrackerTrk()) { muTrk = mu->TrackerTrk(); }
|
| 812 |
else if(mu->HasStandaloneTrk()) { muTrk = mu->StandaloneTrk(); }
|
| 813 |
|
| 814 |
Double_t muNchi2 = 0.0;
|
| 815 |
if(mu->HasGlobalTrk()) { muNchi2 = mu->GlobalTrk()->RChi2(); }
|
| 816 |
else if(mu->HasStandaloneTrk()) { muNchi2 = mu->StandaloneTrk()->RChi2(); }
|
| 817 |
else if(mu->HasTrackerTrk()) { muNchi2 = mu->TrackerTrk()->RChi2(); }
|
| 818 |
|
| 819 |
Double_t ChargedIso03 = 0;
|
| 820 |
Double_t NeutralIso03_05Threshold = 0;
|
| 821 |
Double_t ChargedIso04 = 0;
|
| 822 |
Double_t NeutralIso04_05Threshold = 0;
|
| 823 |
ChargedIso03 = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.1, 99999, 0.3, 0.0, 0.0);
|
| 824 |
NeutralIso03_05Threshold = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.0, 0.5, 0.3, 0.0, 0.0);
|
| 825 |
ChargedIso04 = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.1, 99999, 0.4, 0.0, 0.0);
|
| 826 |
NeutralIso04_05Threshold = IsolationTools::PFMuonIsolation(mu, PFCands, vertex, 0.0, 0.5, 0.4, 0.0, 0.0);
|
| 827 |
|
| 828 |
Double_t Rho = 0;
|
| 829 |
switch(fTheRhoType) {
|
| 830 |
case RhoUtilities::MIT_RHO_VORONOI_HIGH_ETA:
|
| 831 |
Rho = PileupEnergyDensity->At(0)->Rho();
|
| 832 |
break;
|
| 833 |
case RhoUtilities::MIT_RHO_VORONOI_LOW_ETA:
|
| 834 |
Rho = PileupEnergyDensity->At(0)->RhoLowEta();
|
| 835 |
break;
|
| 836 |
case RhoUtilities::MIT_RHO_RANDOM_HIGH_ETA:
|
| 837 |
Rho = PileupEnergyDensity->At(0)->RhoRandom();
|
| 838 |
break;
|
| 839 |
case RhoUtilities::MIT_RHO_RANDOM_LOW_ETA:
|
| 840 |
Rho = PileupEnergyDensity->At(0)->RhoRandomLowEta();
|
| 841 |
break;
|
| 842 |
case RhoUtilities::CMS_RHO_RHOKT6PFJETS:
|
| 843 |
Rho = PileupEnergyDensity->At(0)->RhoKt6PFJets();
|
| 844 |
break;
|
| 845 |
default:
|
| 846 |
// use the old default
|
| 847 |
Rho = PileupEnergyDensity->At(0)->Rho();
|
| 848 |
break;
|
| 849 |
}
|
| 850 |
|
| 851 |
//set all input variables
|
| 852 |
fMVAVar_MuPt = muTrk->Pt();
|
| 853 |
fMVAVar_MuEta = muTrk->Eta();
|
| 854 |
fMVAVar_MuTkNchi2 = muTrk->RChi2();
|
| 855 |
fMVAVar_MuGlobalNchi2 = muNchi2;
|
| 856 |
fMVAVar_MuNValidHits = mu->NValidHits();
|
| 857 |
fMVAVar_MuNTrackerHits = muTrk->NHits();
|
| 858 |
fMVAVar_MuNPixelHits = muTrk->NPixelHits();
|
| 859 |
fMVAVar_MuNMatches = mu->NMatches();
|
| 860 |
fMVAVar_MuD0 = muTrk->D0Corrected(*vertex);
|
| 861 |
fMVAVar_MuIP3d = mu->Ip3dPV();
|
| 862 |
fMVAVar_MuIP3dSig = mu->Ip3dPVSignificance();
|
| 863 |
fMVAVar_MuTrkKink = mu->TrkKink();
|
| 864 |
fMVAVar_MuSegmentCompatibility = fMuonTools->GetSegmentCompatability(mu);
|
| 865 |
fMVAVar_MuCaloCompatibility = fMuonTools->GetCaloCompatability(mu, kTRUE, kTRUE);
|
| 866 |
fMVAVar_MuHadEnergy = mu->HadEnergy() ;
|
| 867 |
fMVAVar_MuEmEnergy = mu->EmEnergy();
|
| 868 |
fMVAVar_MuHadS9Energy = mu->HadS9Energy();
|
| 869 |
fMVAVar_MuEmS9Energy = mu->EmS9Energy();
|
| 870 |
fMVAVar_MuChargedIso03OverPt = (ChargedIso03 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuChargedIso03,muTrk->Eta()))/muTrk->Pt();
|
| 871 |
fMVAVar_MuNeutralIso03OverPt = (NeutralIso03_05Threshold - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralIso03,muTrk->Eta()))/muTrk->Pt();
|
| 872 |
fMVAVar_MuChargedIso04OverPt = (ChargedIso04 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuChargedIso04,muTrk->Eta()))/muTrk->Pt();
|
| 873 |
fMVAVar_MuNeutralIso04OverPt = (NeutralIso04_05Threshold - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralIso04,muTrk->Eta()))/muTrk->Pt();
|
| 874 |
fMVAVar_MuTrkIso03OverPt = (mu->IsoR03SumPt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuTrkIso03,muTrk->Eta()))/muTrk->Pt();
|
| 875 |
fMVAVar_MuEMIso03OverPt = (mu->IsoR03EmEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEMIso03,muTrk->Eta()))/muTrk->Pt();
|
| 876 |
fMVAVar_MuHadIso03OverPt = (mu->IsoR03HadEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadIso03,muTrk->Eta()))/muTrk->Pt();
|
| 877 |
fMVAVar_MuTrkIso05OverPt = (mu->IsoR05SumPt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuTrkIso05,muTrk->Eta()))/muTrk->Pt();
|
| 878 |
fMVAVar_MuEMIso05OverPt = (mu->IsoR05EmEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuEMIso05,muTrk->Eta()))/muTrk->Pt();
|
| 879 |
fMVAVar_MuHadIso05OverPt = (mu->IsoR05HadEt() - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuHadIso05,muTrk->Eta()))/muTrk->Pt();
|
| 880 |
|
| 881 |
|
| 882 |
Double_t tmpChargedIso_DR0p0To0p1 = 0;
|
| 883 |
Double_t tmpChargedIso_DR0p1To0p2 = 0;
|
| 884 |
Double_t tmpChargedIso_DR0p2To0p3 = 0;
|
| 885 |
Double_t tmpChargedIso_DR0p3To0p4 = 0;
|
| 886 |
Double_t tmpChargedIso_DR0p4To0p5 = 0;
|
| 887 |
Double_t tmpGammaIso_DR0p0To0p1 = 0;
|
| 888 |
Double_t tmpGammaIso_DR0p1To0p2 = 0;
|
| 889 |
Double_t tmpGammaIso_DR0p2To0p3 = 0;
|
| 890 |
Double_t tmpGammaIso_DR0p3To0p4 = 0;
|
| 891 |
Double_t tmpGammaIso_DR0p4To0p5 = 0;
|
| 892 |
Double_t tmpNeutralHadronIso_DR0p0To0p1 = 0;
|
| 893 |
Double_t tmpNeutralHadronIso_DR0p1To0p2 = 0;
|
| 894 |
Double_t tmpNeutralHadronIso_DR0p2To0p3 = 0;
|
| 895 |
Double_t tmpNeutralHadronIso_DR0p3To0p4 = 0;
|
| 896 |
Double_t tmpNeutralHadronIso_DR0p4To0p5 = 0;
|
| 897 |
|
| 898 |
Double_t tmpMuDeltaRMean = 0;
|
| 899 |
Double_t tmpMuDeltaRSum = 0;
|
| 900 |
Double_t tmpMuDensity = 0;
|
| 901 |
Double_t tmpMuNPFCand = 0;
|
| 902 |
|
| 903 |
for (UInt_t p=0; p<PFCands->GetEntries();p++) {
|
| 904 |
const PFCandidate *pf = PFCands->At(p);
|
| 905 |
|
| 906 |
//exclude the muon itself
|
| 907 |
if(pf->TrackerTrk() && mu->TrackerTrk() &&
|
| 908 |
pf->TrackerTrk() == mu->TrackerTrk()) continue;
|
| 909 |
|
| 910 |
//************************************************************
|
| 911 |
// New Isolation Calculations
|
| 912 |
//************************************************************
|
| 913 |
Double_t dr = MathUtils::DeltaR(mu->Mom(), pf->Mom());
|
| 914 |
|
| 915 |
if (dr < 0.5) {
|
| 916 |
Bool_t IsLeptonFootprint = kFALSE;
|
| 917 |
//************************************************************
|
| 918 |
// Lepton Footprint Removal
|
| 919 |
//************************************************************
|
| 920 |
if(goodElectrons) {
|
| 921 |
for (UInt_t q=0; q < goodElectrons->GetEntries() ; ++q) {
|
| 922 |
//if pf candidate matches an electron passing ID cuts, then veto it
|
| 923 |
if(pf->GsfTrk() && goodElectrons->At(q)->GsfTrk() &&
|
| 924 |
pf->GsfTrk() == goodElectrons->At(q)->GsfTrk()) IsLeptonFootprint = kTRUE;
|
| 925 |
if(pf->TrackerTrk() && goodElectrons->At(q)->TrackerTrk() &&
|
| 926 |
pf->TrackerTrk() == goodElectrons->At(q)->TrackerTrk()) IsLeptonFootprint = kTRUE;
|
| 927 |
//if pf candidate lies in veto regions of electron passing ID cuts, then veto it
|
| 928 |
if(pf->BestTrk() && fabs(goodElectrons->At(q)->SCluster()->Eta()) >= 1.479
|
| 929 |
&& MathUtils::DeltaR(goodElectrons->At(q)->Mom(), pf->Mom()) < 0.015) IsLeptonFootprint = kTRUE;
|
| 930 |
if(pf->PFType() == PFCandidate::eGamma && fabs(goodElectrons->At(q)->SCluster()->Eta()) >= 1.479 &&
|
| 931 |
MathUtils::DeltaR(goodElectrons->At(q)->Mom(), pf->Mom()) < 0.08) IsLeptonFootprint = kTRUE;
|
| 932 |
}
|
| 933 |
}
|
| 934 |
if(goodMuons) {
|
| 935 |
for (UInt_t q=0; q < goodMuons->GetEntries() ; ++q) {
|
| 936 |
//if pf candidate matches an muon passing ID cuts, then veto it
|
| 937 |
if(pf->TrackerTrk() && goodMuons->At(q)->TrackerTrk() &&
|
| 938 |
pf->TrackerTrk() == goodMuons->At(q)->TrackerTrk()) IsLeptonFootprint = kTRUE;
|
| 939 |
//if pf candidate lies in veto regions of muon passing ID cuts, then veto it
|
| 940 |
if(pf->BestTrk() && MathUtils::DeltaR(goodMuons->At(q)->Mom(), pf->Mom()) < 0.01) IsLeptonFootprint = kTRUE;
|
| 941 |
}
|
| 942 |
}
|
| 943 |
|
| 944 |
if (!IsLeptonFootprint) {
|
| 945 |
Bool_t passVeto = kTRUE;
|
| 946 |
//Charged
|
| 947 |
if(pf->BestTrk()) {
|
| 948 |
if (!(fabs(pf->BestTrk()->DzCorrected(*vertex) - mu->BestTrk()->DzCorrected(*vertex)) < 0.2)) passVeto = kFALSE;
|
| 949 |
//************************************************************
|
| 950 |
// Veto any PFmuon, or PFEle
|
| 951 |
if (pf->PFType() == PFCandidate::eElectron || pf->PFType() == PFCandidate::eMuon) passVeto = kFALSE;
|
| 952 |
//************************************************************
|
| 953 |
//************************************************************
|
| 954 |
// Footprint Veto
|
| 955 |
if (dr < 0.01) passVeto = kFALSE;
|
| 956 |
//************************************************************
|
| 957 |
if (passVeto) {
|
| 958 |
if (dr < 0.1) tmpChargedIso_DR0p0To0p1 += pf->Pt();
|
| 959 |
if (dr >= 0.1 && dr < 0.2) tmpChargedIso_DR0p1To0p2 += pf->Pt();
|
| 960 |
if (dr >= 0.2 && dr < 0.3) tmpChargedIso_DR0p2To0p3 += pf->Pt();
|
| 961 |
if (dr >= 0.3 && dr < 0.4) tmpChargedIso_DR0p3To0p4 += pf->Pt();
|
| 962 |
if (dr >= 0.4 && dr < 0.5) tmpChargedIso_DR0p4To0p5 += pf->Pt();
|
| 963 |
} //pass veto
|
| 964 |
}
|
| 965 |
//Gamma
|
| 966 |
else if (pf->PFType() == PFCandidate::eGamma) {
|
| 967 |
if (dr < 0.1) tmpGammaIso_DR0p0To0p1 += pf->Pt();
|
| 968 |
if (dr >= 0.1 && dr < 0.2) tmpGammaIso_DR0p1To0p2 += pf->Pt();
|
| 969 |
if (dr >= 0.2 && dr < 0.3) tmpGammaIso_DR0p2To0p3 += pf->Pt();
|
| 970 |
if (dr >= 0.3 && dr < 0.4) tmpGammaIso_DR0p3To0p4 += pf->Pt();
|
| 971 |
if (dr >= 0.4 && dr < 0.5) tmpGammaIso_DR0p4To0p5 += pf->Pt();
|
| 972 |
}
|
| 973 |
//NeutralHadron
|
| 974 |
else {
|
| 975 |
if (dr < 0.1) tmpNeutralHadronIso_DR0p0To0p1 += pf->Pt();
|
| 976 |
if (dr >= 0.1 && dr < 0.2) tmpNeutralHadronIso_DR0p1To0p2 += pf->Pt();
|
| 977 |
if (dr >= 0.2 && dr < 0.3) tmpNeutralHadronIso_DR0p2To0p3 += pf->Pt();
|
| 978 |
if (dr >= 0.3 && dr < 0.4) tmpNeutralHadronIso_DR0p3To0p4 += pf->Pt();
|
| 979 |
if (dr >= 0.4 && dr < 0.5) tmpNeutralHadronIso_DR0p4To0p5 += pf->Pt();
|
| 980 |
}
|
| 981 |
|
| 982 |
if (dr < 0.5) {
|
| 983 |
tmpMuNPFCand++;
|
| 984 |
tmpMuDeltaRMean += dr;
|
| 985 |
tmpMuDeltaRSum += dr;
|
| 986 |
tmpMuDensity += pf->Pt() / dr;
|
| 987 |
}
|
| 988 |
} //not lepton footprint
|
| 989 |
} //in 1.0 dr cone
|
| 990 |
} //loop over PF candidates
|
| 991 |
|
| 992 |
// Double_t fMVAVar_ChargedIso_DR0p0To0p1 = 0;
|
| 993 |
// Double_t fMVAVar_ChargedIso_DR0p1To0p2 = 0;
|
| 994 |
// Double_t fMVAVar_ChargedIso_DR0p2To0p3 = 0;
|
| 995 |
// Double_t fMVAVar_ChargedIso_DR0p3To0p4 = 0;
|
| 996 |
// Double_t fMVAVar_ChargedIso_DR0p4To0p5 = 0;
|
| 997 |
// Double_t fMVAVar_GammaIso_DR0p0To0p1 = 0;
|
| 998 |
// Double_t fMVAVar_GammaIso_DR0p1To0p2 = 0;
|
| 999 |
// Double_t fMVAVar_GammaIso_DR0p2To0p3 = 0;
|
| 1000 |
// Double_t fMVAVar_GammaIso_DR0p3To0p4 = 0;
|
| 1001 |
// Double_t fMVAVar_GammaIso_DR0p4To0p5 = 0;
|
| 1002 |
// Double_t fMVAVar_NeutralHadronIso_DR0p0To0p1 = 0;
|
| 1003 |
// Double_t fMVAVar_NeutralHadronIso_DR0p1To0p2 = 0;
|
| 1004 |
// Double_t fMVAVar_NeutralHadronIso_DR0p2To0p3 = 0;
|
| 1005 |
// Double_t fMVAVar_NeutralHadronIso_DR0p3To0p4 = 0;
|
| 1006 |
// Double_t fMVAVar_NeutralHadronIso_DR0p4To0p5 = 0;
|
| 1007 |
|
| 1008 |
fMVAVar_ChargedIso_DR0p0To0p1 = TMath::Min((tmpChargedIso_DR0p0To0p1)/mu->Pt(), 2.5);
|
| 1009 |
fMVAVar_ChargedIso_DR0p1To0p2 = TMath::Min((tmpChargedIso_DR0p1To0p2)/mu->Pt(), 2.5);
|
| 1010 |
fMVAVar_ChargedIso_DR0p2To0p3 = TMath::Min((tmpChargedIso_DR0p2To0p3)/mu->Pt(), 2.5);
|
| 1011 |
fMVAVar_ChargedIso_DR0p3To0p4 = TMath::Min((tmpChargedIso_DR0p3To0p4)/mu->Pt(), 2.5);
|
| 1012 |
fMVAVar_ChargedIso_DR0p4To0p5 = TMath::Min((tmpChargedIso_DR0p4To0p5)/mu->Pt(), 2.5);
|
| 1013 |
fMVAVar_GammaIso_DR0p0To0p1 = TMath::Max(TMath::Min((tmpGammaIso_DR0p0To0p1 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuGammaIsoDR0p0To0p1, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1014 |
fMVAVar_GammaIso_DR0p1To0p2 = TMath::Max(TMath::Min((tmpGammaIso_DR0p1To0p2 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuGammaIsoDR0p1To0p2, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1015 |
fMVAVar_GammaIso_DR0p2To0p3 = TMath::Max(TMath::Min((tmpGammaIso_DR0p2To0p3 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuGammaIsoDR0p2To0p3, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1016 |
fMVAVar_GammaIso_DR0p3To0p4 = TMath::Max(TMath::Min((tmpGammaIso_DR0p3To0p4 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuGammaIsoDR0p3To0p4, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1017 |
fMVAVar_GammaIso_DR0p4To0p5 = TMath::Max(TMath::Min((tmpGammaIso_DR0p4To0p5 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuGammaIsoDR0p4To0p5, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1018 |
fMVAVar_NeutralHadronIso_DR0p0To0p1 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p0To0p1 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralHadronIsoDR0p0To0p1, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1019 |
fMVAVar_NeutralHadronIso_DR0p1To0p2 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p1To0p2 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralHadronIsoDR0p1To0p2, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1020 |
fMVAVar_NeutralHadronIso_DR0p2To0p3 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p2To0p3 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralHadronIsoDR0p2To0p3, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1021 |
fMVAVar_NeutralHadronIso_DR0p3To0p4 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p3To0p4 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralHadronIsoDR0p3To0p4, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1022 |
fMVAVar_NeutralHadronIso_DR0p4To0p5 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p4To0p5 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralHadronIsoDR0p4To0p5, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1023 |
|
| 1024 |
// Variables for dR MVA
|
| 1025 |
fMVAVar_MuRelIsoPFCharged = 0.;
|
| 1026 |
fMVAVar_MuRelIsoPFCharged += TMath::Min((tmpChargedIso_DR0p0To0p1)/mu->Pt(), 2.5);
|
| 1027 |
fMVAVar_MuRelIsoPFCharged += TMath::Min((tmpChargedIso_DR0p1To0p2)/mu->Pt(), 2.5);
|
| 1028 |
fMVAVar_MuRelIsoPFCharged += TMath::Min((tmpChargedIso_DR0p2To0p3)/mu->Pt(), 2.5);
|
| 1029 |
fMVAVar_MuRelIsoPFCharged += TMath::Min((tmpChargedIso_DR0p3To0p4)/mu->Pt(), 2.5);
|
| 1030 |
fMVAVar_MuRelIsoPFCharged += TMath::Min((tmpChargedIso_DR0p4To0p5)/mu->Pt(), 2.5);
|
| 1031 |
|
| 1032 |
fMVAVar_MuRelIsoPFNeutral = 0.;
|
| 1033 |
fMVAVar_MuRelIsoPFNeutral += TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p0To0p1 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralHadronIsoDR0p0To0p1, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1034 |
fMVAVar_MuRelIsoPFNeutral += TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p1To0p2 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralHadronIsoDR0p1To0p2, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1035 |
fMVAVar_MuRelIsoPFNeutral += TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p2To0p3 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralHadronIsoDR0p2To0p3, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1036 |
fMVAVar_MuRelIsoPFNeutral += TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p3To0p4 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralHadronIsoDR0p3To0p4, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1037 |
fMVAVar_MuRelIsoPFNeutral += TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p4To0p5 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuNeutralHadronIsoDR0p4To0p5, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1038 |
|
| 1039 |
fMVAVar_MuRelIsoPFPhotons = 0.;
|
| 1040 |
fMVAVar_MuRelIsoPFPhotons += TMath::Max(TMath::Min((tmpGammaIso_DR0p0To0p1 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuGammaIsoDR0p0To0p1, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1041 |
fMVAVar_MuRelIsoPFPhotons += TMath::Max(TMath::Min((tmpGammaIso_DR0p1To0p2 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuGammaIsoDR0p1To0p2, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1042 |
fMVAVar_MuRelIsoPFPhotons += TMath::Max(TMath::Min((tmpGammaIso_DR0p2To0p3 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuGammaIsoDR0p2To0p3, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1043 |
fMVAVar_MuRelIsoPFPhotons += TMath::Max(TMath::Min((tmpGammaIso_DR0p3To0p4 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuGammaIsoDR0p3To0p4, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1044 |
fMVAVar_MuRelIsoPFPhotons += TMath::Max(TMath::Min((tmpGammaIso_DR0p4To0p5 - Rho*MuonTools::MuonEffectiveArea(MuonTools::kMuGammaIsoDR0p4To0p5, mu->Eta(), EffectiveAreaTarget))/mu->Pt(), 2.5), 0.0);
|
| 1045 |
|
| 1046 |
fMVAVar_MuDeltaRMean = tmpMuDeltaRMean/TMath::Max(1.0,tmpMuNPFCand);
|
| 1047 |
fMVAVar_MuDeltaRSum = tmpMuDeltaRSum;
|
| 1048 |
fMVAVar_MuDensity = tmpMuDensity;
|
| 1049 |
|
| 1050 |
Double_t mva = -9999;
|
| 1051 |
TMVA::Reader *reader = 0;
|
| 1052 |
|
| 1053 |
if (printDebug) {
|
| 1054 |
std::cout <<" -> BIN: " << fMVAVar_MuEta << " " << fMVAVar_MuPt << " : "
|
| 1055 |
<< GetMVABin(muTrk->Eta(), muTrk->Pt(), mu->IsGlobalMuon(), mu->IsTrackerMuon() )
|
| 1056 |
<< std::endl;
|
| 1057 |
}
|
| 1058 |
|
| 1059 |
reader = fTMVAReader[GetMVABin(muTrk->Eta(), muTrk->Pt(), mu->IsGlobalMuon(), mu->IsTrackerMuon() )];
|
| 1060 |
|
| 1061 |
mva = reader->EvaluateMVA( fMethodname );
|
| 1062 |
|
| 1063 |
if (printDebug) {
|
| 1064 |
std::cout << "Debug Muon MVA: ";
|
| 1065 |
std::cout << " MuTkNchi2 " << fMVAVar_MuTkNchi2
|
| 1066 |
<< " MuGlobalNchi2 " << fMVAVar_MuGlobalNchi2
|
| 1067 |
<< " MuNValidHits " << fMVAVar_MuNValidHits
|
| 1068 |
<< " MuNTrackerHits " << fMVAVar_MuNTrackerHits
|
| 1069 |
<< " MuNPixelHits " << fMVAVar_MuNPixelHits
|
| 1070 |
<< " MuNMatches " << fMVAVar_MuNMatches
|
| 1071 |
<< " MuD0 " << fMVAVar_MuD0
|
| 1072 |
<< " MuIP3d " << fMVAVar_MuIP3d
|
| 1073 |
<< " MuIP3dSig " << fMVAVar_MuIP3dSig
|
| 1074 |
<< " MuTrkKink " << fMVAVar_MuTrkKink
|
| 1075 |
<< " MuSegmentCompatibility " << fMVAVar_MuSegmentCompatibility
|
| 1076 |
<< " MuCaloCompatibility " << fMVAVar_MuCaloCompatibility
|
| 1077 |
<< " MuHadEnergy " << fMVAVar_MuHadEnergy
|
| 1078 |
<< " MuEmEnergy " << fMVAVar_MuEmEnergy
|
| 1079 |
<< " MuHadS9Energy " << fMVAVar_MuHadS9Energy
|
| 1080 |
<< " MuEmS9Energy " << fMVAVar_MuEmS9Energy
|
| 1081 |
<< " eta " << fMVAVar_MuEta
|
| 1082 |
<< " pt " << fMVAVar_MuPt
|
| 1083 |
<< " isoInfo: ";
|
| 1084 |
std::cout << fMVAVar_ChargedIso_DR0p0To0p1 << " "
|
| 1085 |
<< fMVAVar_ChargedIso_DR0p1To0p2 << " "
|
| 1086 |
<< fMVAVar_ChargedIso_DR0p2To0p3 << " "
|
| 1087 |
<< fMVAVar_ChargedIso_DR0p3To0p4 << " "
|
| 1088 |
<< fMVAVar_ChargedIso_DR0p4To0p5 << " "
|
| 1089 |
<< fMVAVar_GammaIso_DR0p0To0p1 << " "
|
| 1090 |
<< fMVAVar_GammaIso_DR0p1To0p2 << " "
|
| 1091 |
<< fMVAVar_GammaIso_DR0p2To0p3 << " "
|
| 1092 |
<< fMVAVar_GammaIso_DR0p3To0p4 << " "
|
| 1093 |
<< fMVAVar_GammaIso_DR0p4To0p5 << " "
|
| 1094 |
<< fMVAVar_NeutralHadronIso_DR0p0To0p1 << " "
|
| 1095 |
<< fMVAVar_NeutralHadronIso_DR0p1To0p2 << " "
|
| 1096 |
<< fMVAVar_NeutralHadronIso_DR0p2To0p3 << " "
|
| 1097 |
<< fMVAVar_NeutralHadronIso_DR0p3To0p4 << " "
|
| 1098 |
<< fMVAVar_NeutralHadronIso_DR0p4To0p5;
|
| 1099 |
std::cout << " MuRelIsoPFCharged: " << fMVAVar_MuRelIsoPFCharged
|
| 1100 |
<< " MuRelIsoPFNeutral: " << fMVAVar_MuRelIsoPFNeutral
|
| 1101 |
<< " MuRelIsoPFPhotons: " << fMVAVar_MuRelIsoPFPhotons
|
| 1102 |
<< " MuDeltaRMean: " << fMVAVar_MuDeltaRMean
|
| 1103 |
<< " MuDeltaRMean: " << fMVAVar_MuDeltaRMean
|
| 1104 |
<< " MuDensity: " << fMVAVar_MuDensity;
|
| 1105 |
std::cout << " MVA: " << mva
|
| 1106 |
<< std::endl;
|
| 1107 |
}
|
| 1108 |
|
| 1109 |
return mva;
|
| 1110 |
}
|
