CombinedSVSoftLeptonComputer.cc

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#include <iostream>
#include <cstddef>
#include <string>
#include <cmath>
#include <vector>

#include <Math/VectorUtil.h>

#include "FWCore/Utilities/interface/Exception.h"
#include "FWCore/ParameterSet/interface/ParameterSet.h"

#include "DataFormats/Math/interface/Vector3D.h"
#include "DataFormats/Math/interface/LorentzVector.h"
#include "DataFormats/GeometryCommonDetAlgo/interface/Measurement1D.h"
#include "DataFormats/GeometryVector/interface/GlobalPoint.h"
#include "DataFormats/GeometryVector/interface/GlobalVector.h"
#include "DataFormats/GeometryVector/interface/VectorUtil.h"
#include "DataFormats/TrackReco/interface/Track.h"
#include "DataFormats/TrackReco/interface/TrackFwd.h"
#include "DataFormats/BTauReco/interface/TrackIPTagInfo.h"
#include "DataFormats/BTauReco/interface/SecondaryVertexTagInfo.h"  
#include "DataFormats/BTauReco/interface/SoftLeptonTagInfo.h"  
#include "DataFormats/BTauReco/interface/TaggingVariable.h"
#include "DataFormats/BTauReco/interface/VertexTypes.h"
#include "DataFormats/JetReco/interface/PFJet.h"
#include "DataFormats/PatCandidates/interface/Jet.h"

#include "RecoVertex/VertexPrimitives/interface/ConvertToFromReco.h"

#include "RecoBTag/SecondaryVertex/interface/ParticleMasses.h"
#include "RecoBTag/SecondaryVertex/interface/TrackSorting.h"
#include "RecoBTag/SecondaryVertex/interface/TrackSelector.h"
#include "RecoBTag/SecondaryVertex/interface/TrackKinematics.h"
#include "RecoBTag/SecondaryVertex/interface/V0Filter.h"

#include "RecoBTag/SecondaryVertex/interface/CombinedSVSoftLeptonComputer.h"


using namespace reco;
using namespace std;

struct CombinedSVSoftLeptonComputer::IterationRange {
    int begin, end, increment;
};

#define range_for(i, x) \
    for(int i = (x).begin; i != (x).end; i += (x).increment)

static edm::ParameterSet dropDeltaR(const edm::ParameterSet &pset)
{
    edm::ParameterSet psetCopy(pset);
    psetCopy.addParameter<double>("jetDeltaRMax", 99999.0);
    return psetCopy;
}

CombinedSVSoftLeptonComputer::CombinedSVSoftLeptonComputer(const edm::ParameterSet &params) :
    trackFlip(params.getParameter<bool>("trackFlip")),
    vertexFlip(params.getParameter<bool>("vertexFlip")),
    charmCut(params.getParameter<double>("charmCut")),
    sortCriterium(TrackSorting::getCriterium(params.getParameter<std::string>("trackSort"))),
    trackSelector(params.getParameter<edm::ParameterSet>("trackSelection")),
    trackNoDeltaRSelector(dropDeltaR(params.getParameter<edm::ParameterSet>("trackSelection"))),
    trackPseudoSelector(params.getParameter<edm::ParameterSet>("trackPseudoSelection")),
    pseudoMultiplicityMin(params.getParameter<unsigned int>("pseudoMultiplicityMin")),
    trackMultiplicityMin(params.getParameter<unsigned int>("trackMultiplicityMin")),
    minTrackWeight(params.getParameter<double>("minimumTrackWeight")),
    useTrackWeights(params.getParameter<bool>("useTrackWeights")),
    vertexMassCorrection(params.getParameter<bool>("correctVertexMass")),
    pseudoVertexV0Filter(params.getParameter<edm::ParameterSet>("pseudoVertexV0Filter")),
    trackPairV0Filter(params.getParameter<edm::ParameterSet>("trackPairV0Filter"))
{

}

inline double CombinedSVSoftLeptonComputer::flipValue(double value, bool vertex) const
{
    return (vertex ? vertexFlip : trackFlip) ? -value : value;
}

inline CombinedSVSoftLeptonComputer::IterationRange CombinedSVSoftLeptonComputer::flipIterate(
                        int size, bool vertex) const
{
    IterationRange range;
    if (vertex ? vertexFlip : trackFlip) {
        range.begin = size - 1;
        range.end = -1;
        range.increment = -1;
    } else {
        range.begin = 0;
        range.end = size;
        range.increment = +1;
    }

    return range;
}

const TrackIPTagInfo::TrackIPData &
CombinedSVSoftLeptonComputer::threshTrack(const TrackIPTagInfo &trackIPTagInfo,
                                const TrackIPTagInfo::SortCriteria sort,
                                const reco::Jet &jet,
                                const GlobalPoint &pv) const
{
    const edm::RefVector<TrackCollection> &tracks =
                    trackIPTagInfo.selectedTracks();
    const std::vector<TrackIPTagInfo::TrackIPData> &ipData =
                    trackIPTagInfo.impactParameterData();
    std::vector<std::size_t> indices = trackIPTagInfo.sortedIndexes(sort);

    IterationRange range = flipIterate(indices.size(), false);
    TrackKinematics kin;
    range_for(i, range) {
        std::size_t idx = indices[i];
        const TrackIPTagInfo::TrackIPData &data = ipData[idx];
        const Track &track = *tracks[idx];

        if (!trackNoDeltaRSelector(track, data, jet, pv))
            continue;

        kin.add(track);
        if (kin.vectorSum().M() > charmCut) 
            return data;
    }

    static const TrackIPTagInfo::TrackIPData dummy = {
        GlobalPoint(),
        GlobalPoint(),
        Measurement1D(-1.0, 1.0),
        Measurement1D(-1.0, 1.0),
        Measurement1D(-1.0, 1.0),
        Measurement1D(-1.0, 1.0),
        0.
    };
    return dummy;
}

static double etaRel(const math::XYZVector &dir, const math::XYZVector &track)
{
    double momPar = dir.Dot(track);
    double energy = std::sqrt(track.Mag2() + ROOT::Math::Square(ParticleMasses::piPlus));

    return 0.5 * std::log((energy + momPar) / (energy - momPar));
}

TaggingVariableList
CombinedSVSoftLeptonComputer::operator () (const TrackIPTagInfo &ipInfo,
                                 const SecondaryVertexTagInfo &svInfo, 
                                 const SoftLeptonTagInfo &muonInfo, 
                                 const SoftLeptonTagInfo &elecInfo 
                                                                 ) const
{
    using namespace ROOT::Math;

    edm::RefToBase<Jet> jet = ipInfo.jet();

    math::XYZVector jetDir = jet->momentum().Unit();
    bool havePv = ipInfo.primaryVertex().isNonnull();
    GlobalPoint pv;
    if (havePv)
        pv = GlobalPoint(ipInfo.primaryVertex()->x(), ipInfo.primaryVertex()->y(), ipInfo.primaryVertex()->z());

    btag::Vertices::VertexType vtxType = btag::Vertices::NoVertex;

    TaggingVariableList vars; 

    vars.insert(btau::jetPt, jet->pt(), true);
    vars.insert(btau::jetEta, jet->eta(), true);

    if (ipInfo.selectedTracks().size() < trackMultiplicityMin)
        return vars;
    
    vars.insert(btau::jetNTracks, ipInfo.selectedTracks().size(), true);

    TrackKinematics allKinematics;
    TrackKinematics vertexKinematics;
    TrackKinematics trackJetKinematics;

    double vtx_track_ptSum= 0.; 
    double vtx_track_ESum= 0.; 
    double jet_track_ESum= 0.;

    int vtx = -1;
    unsigned int numberofvertextracks = 0;

    //IF THERE ARE SECONDARY VERTICES THE JET FALLS IN THE RECOVERTEX CATEGORY
    IterationRange range = flipIterate(svInfo.nVertices(), true);
    range_for(i, range) {
        if (vtx < 0) vtx = i; //RecoVertex category (vtx=0) if we enter at least one time in this loop!

        numberofvertextracks = numberofvertextracks + (svInfo.secondaryVertex(i)).nTracks();
            
        const Vertex &vertex = svInfo.secondaryVertex(i);
        bool hasRefittedTracks = vertex.hasRefittedTracks();
        TrackRefVector tracks = svInfo.vertexTracks(i);
        for(TrackRefVector::const_iterator track = tracks.begin(); track != tracks.end(); track++) {
            double w = svInfo.trackWeight(i, *track);
            if (w < minTrackWeight)
                continue;
            if (hasRefittedTracks) {
                Track actualTrack = vertex.refittedTrack(*track);
                vars.insert(btau::trackEtaRel, etaRel(jetDir,actualTrack.momentum()), true);
                vertexKinematics.add(actualTrack, w);
            if(i==0)
                {
                    math::XYZVector vtx_trackMom = actualTrack.momentum();
                    vtx_track_ptSum += std::sqrt(std::pow(vtx_trackMom.X(),2) + std::pow(vtx_trackMom.Y(),2)); 
                    vtx_track_ESum += std::sqrt(vtx_trackMom.Mag2() + ROOT::Math::Square(ParticleMasses::piPlus));  
                }
            } else { //THIS ONE IS TAKEN...
                vars.insert(btau::trackEtaRel, etaRel(jetDir,(*track)->momentum()), true);
                vertexKinematics.add(**track, w);
                if(i==0) // calculate this only for the first vertex
                {
                    math::XYZVector vtx_trackMom = (*track)->momentum();
                    vtx_track_ptSum += std::sqrt(std::pow(vtx_trackMom.X(),2) + std::pow(vtx_trackMom.Y(),2)); 
                    vtx_track_ESum += std::sqrt(vtx_trackMom.Mag2() + std::pow(ParticleMasses::piPlus,2)); 
                    }
            }
        }
    }

    if (vtx >= 0) {
        vtxType = btag::Vertices::RecoVertex;
        vars.insert(btau::flightDistance2dVal,flipValue(svInfo.flightDistance(vtx, true).value(),true),true);
        vars.insert(btau::flightDistance2dSig,flipValue(svInfo.flightDistance(vtx, true).significance(),true),true);
        vars.insert(btau::flightDistance3dVal,flipValue(svInfo.flightDistance(vtx, false).value(),true),true);
        vars.insert(btau::flightDistance3dSig,flipValue(svInfo.flightDistance(vtx, false).significance(),true),true);
        vars.insert(btau::vertexJetDeltaR,Geom::deltaR(svInfo.flightDirection(vtx), jetDir),true);
        vars.insert(btau::jetNSecondaryVertices, svInfo.nVertices(), true);
        vars.insert(btau::vertexNTracks, numberofvertextracks, true);   
        vars.insert(btau::vertexFitProb,(svInfo.secondaryVertex(vtx)).normalizedChi2(), true);
    }


    //NOW ATTEMPT TO RECONSTRUCT PSEUDOVERTEX!!!
    std::vector<std::size_t> indices = ipInfo.sortedIndexes(sortCriterium);
    const std::vector<TrackIPTagInfo::TrackIPData> &ipData = ipInfo.impactParameterData();
    const edm::RefVector<TrackCollection> &tracks = ipInfo.selectedTracks();
  
    std::vector<TrackRef> pseudoVertexTracks;

    range = flipIterate(indices.size(), false);
    range_for(i, range) {
        std::size_t idx = indices[i];
        const TrackIPTagInfo::TrackIPData &data = ipData[idx];
        const TrackRef &trackRef = tracks[idx];
        const Track &track = *trackRef;

        // if no vertex was reconstructed, attempt pseudo vertex
        if (vtxType == btag::Vertices::NoVertex && trackPseudoSelector(track, data, *jet, pv)) {
            pseudoVertexTracks.push_back(trackRef);
            vertexKinematics.add(track);
        }
    }

    if (vtxType == btag::Vertices::NoVertex && vertexKinematics.numberOfTracks() >= pseudoMultiplicityMin && pseudoVertexV0Filter(pseudoVertexTracks)) 
    { 
        vtxType = btag::Vertices::PseudoVertex;
        for(std::vector<TrackRef>::const_iterator track = pseudoVertexTracks.begin(); track != pseudoVertexTracks.end(); ++track)
        {
            vars.insert(btau::trackEtaRel, etaRel(jetDir, (*track)->momentum()), true);
            math::XYZVector vtx_trackMom = (*track)->momentum();
            vtx_track_ptSum += std::sqrt(std::pow(vtx_trackMom.X(),2) + std::pow(vtx_trackMom.Y(),2)); 
            vtx_track_ESum += std::sqrt(vtx_trackMom.Mag2() + std::pow(ParticleMasses::piPlus,2)); 
        }
    }

    vars.insert(btau::vertexCategory, vtxType, true);



    // do a tighter track selection to fill the variable plots...
    TrackRef trackPairV0Test[2];
    range = flipIterate(indices.size(), false);
    range_for(i, range) {

        std::size_t idx = indices[i];
        const TrackIPTagInfo::TrackIPData &data = ipData[idx];
        const TrackRef &trackRef = tracks[idx];
        const Track &track = *trackRef;

        jet_track_ESum += std::sqrt((track.momentum()).Mag2() + std::pow(ParticleMasses::piPlus,2)); 
        // add track to kinematics for all tracks in jet
        //allKinematics.add(track); //would make more sense for some variables, e.g. vertexEnergyRatio nicely between 0 and 1, but not necessarily the best option for the discriminating power...
                    
        // filter tracks -> this track selection can be more tight (used to fill the track related variables...)
        if (!trackSelector(track, data, *jet, pv))
            continue;

        // add track to kinematics for all tracks in jet
        allKinematics.add(track);

        // check against all other tracks for K0 track pairs setting the track mass to pi+
        trackPairV0Test[0] = tracks[idx];
        bool ok = true;
        range_for(j, range) {
            if (i == j)
                continue;

            std::size_t pairIdx = indices[j];
            const TrackIPTagInfo::TrackIPData &pairTrackData = ipData[pairIdx];
            const TrackRef &pairTrackRef = tracks[pairIdx];
            const Track &pairTrack = *pairTrackRef;

            if (!trackSelector(pairTrack, pairTrackData, *jet, pv))
                continue;

            trackPairV0Test[1] = pairTrackRef;
            if (!trackPairV0Filter(trackPairV0Test, 2)) { //V0 filter is more tight (0.03) than the one used for the RecoVertex and PseudoVertex tracks (0.05)
            ok = false;
            break;
            }
        }
        
        if (!ok)
            continue;

        trackJetKinematics.add(track);

        // add track variables
        math::XYZVector trackMom = track.momentum();
        double trackMag = std::sqrt(trackMom.Mag2());

        vars.insert(btau::trackSip3dVal,  flipValue(data.ip3d.value(), false), true);
        vars.insert(btau::trackSip3dSig, flipValue(data.ip3d.significance(), false), true);
        vars.insert(btau::trackSip2dVal, flipValue(data.ip2d.value(), false), true);
        vars.insert(btau::trackSip2dSig, flipValue(data.ip2d.significance(), false), true);
        vars.insert(btau::trackJetDistVal, data.distanceToJetAxis.value(), true);
        vars.insert(btau::trackDecayLenVal, havePv ? (data.closestToJetAxis - pv).mag() : -1.0, true);

        vars.insert(btau::trackPtRel, VectorUtil::Perp(trackMom, jetDir), true);
        vars.insert(btau::trackPPar, jetDir.Dot(trackMom), true);
        vars.insert(btau::trackDeltaR, VectorUtil::DeltaR(trackMom, jetDir), true);
        vars.insert(btau::trackPtRatio, VectorUtil::Perp(trackMom, jetDir) / trackMag, true);
        vars.insert(btau::trackPParRatio, jetDir.Dot(trackMom) / trackMag, true);
    } 
    
    vars.insert(btau::trackJetPt, trackJetKinematics.vectorSum().Pt(), true);

    vars.insert(btau::trackSumJetDeltaR,VectorUtil::DeltaR(allKinematics.vectorSum(), jetDir), true);
    vars.insert(btau::trackSumJetEtRatio,allKinematics.vectorSum().Et() / ipInfo.jet()->et(), true);
    vars.insert(btau::trackSip3dSigAboveCharm, flipValue(threshTrack(ipInfo, TrackIPTagInfo::IP3DSig, *jet, pv).ip3d.significance(),false),true);
    vars.insert(btau::trackSip3dValAboveCharm, flipValue(threshTrack(ipInfo, TrackIPTagInfo::IP3DSig, *jet, pv).ip3d.value(),false),true);
    vars.insert(btau::trackSip2dSigAboveCharm, flipValue(threshTrack(ipInfo, TrackIPTagInfo::IP2DSig, *jet, pv).ip2d.significance(),false),true);
    vars.insert(btau::trackSip2dValAboveCharm, flipValue(threshTrack(ipInfo, TrackIPTagInfo::IP2DSig, *jet, pv).ip2d.value(),false),true);

    if (vtxType != btag::Vertices::NoVertex) {
        math::XYZTLorentzVector allSum = useTrackWeights ? allKinematics.weightedVectorSum() : allKinematics.vectorSum();
        math::XYZTLorentzVector vertexSum = useTrackWeights ? vertexKinematics.weightedVectorSum() : vertexKinematics.vectorSum();

        if (vtxType != btag::Vertices::RecoVertex) {
            vars.insert(btau::vertexNTracks,vertexKinematics.numberOfTracks(), true);
            vars.insert(btau::vertexJetDeltaR,VectorUtil::DeltaR(vertexSum, jetDir), true);
        }

        double vertexMass = vertexSum.M();
        double varPi = 0;
        double varB = 0;
        if (vtxType == btag::Vertices::RecoVertex) {
            if(vertexMassCorrection)
            {
                GlobalVector dir = svInfo.flightDirection(vtx);
                double vertexPt2 = math::XYZVector(dir.x(), dir.y(), dir.z()).Cross(vertexSum).Mag2() / dir.mag2();
                vertexMass = std::sqrt(vertexMass * vertexMass + vertexPt2) + std::sqrt(vertexPt2);
            }
        }
        vars.insert(btau::vertexMass, vertexMass, true);
        varPi = (vertexMass/5.2794) * (vtx_track_ESum /jet_track_ESum); //5.2794 should be average B meson mass of PDG! CHECK!!!
        vars.insert(btau::massVertexEnergyFraction, varPi, true);
        varB  = (std::sqrt(5.2794) * vtx_track_ptSum) / ( vertexMass * std::sqrt(jet->pt())); 
        vars.insert(btau::vertexBoostOverSqrtJetPt,varB*varB/(varB*varB + 10.), true);
        
        if (allKinematics.numberOfTracks())
            vars.insert(btau::vertexEnergyRatio, vertexSum.E() / allSum.E(), true);
        else
            vars.insert(btau::vertexEnergyRatio, 1, true);
    }

    reco::PFJet const * pfJet = dynamic_cast<reco::PFJet const *>( &* jet ) ;
    pat::Jet const * patJet = dynamic_cast<pat::Jet const *>( &* jet ) ;
    if ( pfJet != 0 ) {
        vars.insert(btau::chargedHadronEnergyFraction,pfJet->chargedHadronEnergyFraction(), true);
        vars.insert(btau::neutralHadronEnergyFraction,pfJet->neutralHadronEnergyFraction(), true);
        vars.insert(btau::photonEnergyFraction,pfJet->photonEnergyFraction(), true);
        vars.insert(btau::electronEnergyFraction,pfJet->electronEnergyFraction(), true);
        vars.insert(btau::muonEnergyFraction,pfJet->muonEnergyFraction(), true);
        vars.insert(btau::chargedHadronMultiplicity,pfJet->chargedHadronMultiplicity(), true);
        vars.insert(btau::neutralHadronMultiplicity,pfJet->neutralHadronMultiplicity(), true);
        vars.insert(btau::photonMultiplicity,pfJet->photonMultiplicity(), true);
        vars.insert(btau::electronMultiplicity,pfJet->electronMultiplicity(), true);
        vars.insert(btau::muonMultiplicity,pfJet->muonMultiplicity(), true);
        vars.insert(btau::hadronMultiplicity,pfJet->chargedHadronMultiplicity()+pfJet->neutralHadronMultiplicity(), true);
        vars.insert(btau::hadronPhotonMultiplicity,pfJet->chargedHadronMultiplicity()+pfJet->neutralHadronMultiplicity()+pfJet->photonMultiplicity(), true);
            vars.insert(btau::totalMultiplicity,pfJet->chargedHadronMultiplicity()+pfJet->neutralHadronMultiplicity()+pfJet->photonMultiplicity()+pfJet->electronMultiplicity()+pfJet->muonMultiplicity(), true);

    }
    else if( patJet != 0)
    {
        vars.insert(btau::chargedHadronEnergyFraction,patJet->chargedHadronEnergyFraction(), true);
        vars.insert(btau::neutralHadronEnergyFraction,patJet->neutralHadronEnergyFraction(), true);
        vars.insert(btau::photonEnergyFraction,patJet->photonEnergyFraction(), true);
        vars.insert(btau::electronEnergyFraction,patJet->electronEnergyFraction(), true);
        vars.insert(btau::muonEnergyFraction,patJet->muonEnergyFraction(), true);
        vars.insert(btau::chargedHadronMultiplicity,patJet->chargedHadronMultiplicity(), true);
        vars.insert(btau::neutralHadronMultiplicity,patJet->neutralHadronMultiplicity(), true);
        vars.insert(btau::photonMultiplicity,patJet->photonMultiplicity(), true);
        vars.insert(btau::electronMultiplicity,patJet->electronMultiplicity(), true);
        vars.insert(btau::muonMultiplicity,patJet->muonMultiplicity(), true);
        vars.insert(btau::hadronMultiplicity,patJet->chargedHadronMultiplicity()+patJet->neutralHadronMultiplicity(), true);
        vars.insert(btau::hadronPhotonMultiplicity,patJet->chargedHadronMultiplicity()+patJet->neutralHadronMultiplicity()+patJet->photonMultiplicity(), true);
            vars.insert(btau::totalMultiplicity,patJet->chargedHadronMultiplicity()+patJet->neutralHadronMultiplicity()+patJet->photonMultiplicity()+patJet->electronMultiplicity()+patJet->muonMultiplicity(), true);
    
    }
    else
    {
        throw cms::Exception("InvalidConfiguration") << "From CombinedSVSoftLeptonComputer::operator: reco::PFJet OR pat::Jet are required by this module" << std::endl;    
    }

    int leptonCategory = 0; //0 = no lepton, 1 = muon, 2 = electron

    for (unsigned int i = 0; i < muonInfo.leptons(); i++) {// loop over all muons, not optimal -> find the best or use ranking from best to worst
        leptonCategory = 1; // muon category
        const SoftLeptonProperties & propertiesMuon = muonInfo.properties(i);
        vars.insert(btau::leptonPtRel,propertiesMuon.ptRel , true); 
        vars.insert(btau::leptonSip3d,propertiesMuon.sip3d , true); 
        vars.insert(btau::leptonDeltaR,propertiesMuon.deltaR , true);   
        vars.insert(btau::leptonRatioRel,propertiesMuon.ratioRel , true);   
        vars.insert(btau::leptonEtaRel,propertiesMuon.etaRel , true);   
        vars.insert(btau::leptonRatio,propertiesMuon.ratio , true); 
    }
    
    if(leptonCategory != 1){ //no soft muon found, try soft electron
        for (unsigned int i = 0; i < elecInfo.leptons(); i++) { // loop over all electrons, not optimal -> find the best or use ranking from best to worst
            leptonCategory = 2; // electron category
            const SoftLeptonProperties & propertiesElec = elecInfo.properties(i);
            vars.insert(btau::leptonPtRel,propertiesElec.ptRel , true); 
            vars.insert(btau::leptonSip3d,propertiesElec.sip3d , true); 
            vars.insert(btau::leptonDeltaR,propertiesElec.deltaR , true);   
            vars.insert(btau::leptonRatioRel,propertiesElec.ratioRel , true);   
            vars.insert(btau::leptonP0Par,propertiesElec.p0Par , true); 
            vars.insert(btau::leptonEtaRel,propertiesElec.etaRel , true);   
            vars.insert(btau::leptonRatio,propertiesElec.ratio , true); 
        }
    }
    

    //put default value for vertexLeptonCategory on 2 = NoVertexNoSoftLepton
    int vertexLepCat = 2; 

    if(leptonCategory == 0){ //  no soft lepton
    if (vtxType == btag::Vertices::RecoVertex)
            vertexLepCat = 0;
    else if (vtxType == btag::Vertices::PseudoVertex)
            vertexLepCat = 1;
    else
            vertexLepCat = 2;
    } else if(leptonCategory == 1){ // soft muon
    if (vtxType == btag::Vertices::RecoVertex)
            vertexLepCat = 3;
    else if(vtxType == btag::Vertices::PseudoVertex)
            vertexLepCat = 4;
    else            vertexLepCat = 5;
    } else if(leptonCategory == 2){ // soft electron    
    if (vtxType == btag::Vertices::RecoVertex)
            vertexLepCat = 6;
    else if (vtxType == btag::Vertices::PseudoVertex)
            vertexLepCat = 7;
    else 
            vertexLepCat = 8;
    }
    
    vars.insert(btau::vertexLeptonCategory, vertexLepCat , true);   

    vars.finalize();
    
    return vars;
}