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Merged
dsekihat merged 1 commit into from
Aug 12, 2025
Merged

[PWGEM/Dilepton] update treeCreatorElectronMLDDA.cxx #12539

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2 changes: 1 addition & 1 deletion PWGEM/Dilepton/Core/Dilepton.h
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Original file line number Diff line number Diff line change
Expand Up @@ -60,14 +60,14 @@
#include <utility>
#include <vector>

using namespace o2;

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[using-directive] 

Do not put using directives at global scope in headers.
using namespace o2::aod;

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using namespace o2::framework;

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using namespace o2::framework::expressions;

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[using-directive] 

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using namespace o2::soa;

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using namespace o2::aod::pwgem::dilepton::utils;

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using namespace o2::aod::pwgem::dilepton::utils::emtrackutil;

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[using-directive] 

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using namespace o2::aod::pwgem::dilepton::utils::pairutil;

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[using-directive] 

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using MyCollisions = soa::Join<aod::EMEvents, aod::EMEventsMult, aod::EMEventsCent, aod::EMEventsQvec>;
using MyCollision = MyCollisions::iterator;
Expand Down Expand Up @@ -113,7 +113,7 @@
Configurable<uint64_t> ndiff_bc_mix{"ndiff_bc_mix", 594, "difference in global BC required in mixed events"};
ConfigurableAxis ConfVtxBins{"ConfVtxBins", {VARIABLE_WIDTH, -10.0f, -8.f, -6.f, -4.f, -2.f, 0.f, 2.f, 4.f, 6.f, 8.f, 10.f}, "Mixing bins - z-vertex"};
ConfigurableAxis ConfCentBins{"ConfCentBins", {VARIABLE_WIDTH, 0.0f, 5.0f, 10.0f, 20.0f, 30.0f, 40.0f, 50.0f, 60.0f, 70.0f, 80.0f, 90.0f, 100.f, 999.f}, "Mixing bins - centrality"};
ConfigurableAxis ConfEPBins{"ConfEPBins", {16, -M_PI / 2, +M_PI / 2}, "Mixing bins - event plane angle"};

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[external-pi] 

Use the PI constant (and its multiples and fractions) defined in o2::constants::math.
ConfigurableAxis ConfOccupancyBins{"ConfOccupancyBins", {VARIABLE_WIDTH, -1, 1e+10}, "Mixing bins - occupancy"};
Configurable<std::string> cfg_swt_name{"cfg_swt_name", "fHighTrackMult", "desired software trigger name"}; // 1 trigger name per 1 task. fHighTrackMult, fHighFt0Mult
// Configurable<int> cfgNtracksPV08Min{"cfgNtracksPV08Min", -1, "min. multNTracksPV"};
Expand Down Expand Up @@ -549,7 +549,7 @@

if (cfgAnalysisType == static_cast<int>(o2::aod::pwgem::dilepton::utils::pairutil::DileptonAnalysisType::kQC)) {
fRegistry.add("Pair/same/uls/hs", "dilepton", kTHnSparseD, {axis_mass, axis_pt, axis_dca}, true);
fRegistry.add("Pair/same/uls/hDeltaEtaDeltaPhi", "#Delta#eta-#Delta#varphi between 2 tracks;#Delta#varphi (rad.);#Delta#eta;", kTH2D, {{180, -M_PI, M_PI}, {400, -2, +2}}, true);

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[external-pi] 

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fRegistry.add("Pair/same/uls/hDeltaEtaDeltaPhiPosition", "#Delta#eta-#Delta#varphi^{*} between 2 tracks;#Delta#varphi^{*} (rad.);#Delta#eta;", kTH2D, {{180, -M_PI, M_PI}, {400, -2, +2}}, true);

if constexpr (pairtype == o2::aod::pwgem::dilepton::utils::pairutil::DileptonPairType::kDielectron) {
Expand Down Expand Up @@ -757,7 +757,7 @@
fDimuonCut.SetTrackEtaRange(dimuoncuts.cfg_min_eta_track, dimuoncuts.cfg_max_eta_track);
fDimuonCut.SetTrackPhiRange(dimuoncuts.cfg_min_phi_track, dimuoncuts.cfg_max_phi_track);
fDimuonCut.SetNClustersMFT(dimuoncuts.cfg_min_ncluster_mft, 10);
fDimuonCut.SetNClustersMCHMID(dimuoncuts.cfg_min_ncluster_mch, 16);
fDimuonCut.SetNClustersMCHMID(dimuoncuts.cfg_min_ncluster_mch, 20);
fDimuonCut.SetChi2(0.f, dimuoncuts.cfg_max_chi2);
fDimuonCut.SetMatchingChi2MCHMFT(0.f, dimuoncuts.cfg_max_matching_chi2_mftmch);
fDimuonCut.SetMatchingChi2MCHMID(0.f, dimuoncuts.cfg_max_matching_chi2_mchmid);
Expand Down
38 changes: 29 additions & 9 deletions PWGEM/Dilepton/Core/DileptonHadronMPC.h
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Expand Up @@ -658,7 +658,7 @@ struct DileptonHadronMPC {
fDimuonCut.SetTrackEtaRange(dimuoncuts.cfg_min_eta_track, dimuoncuts.cfg_max_eta_track);
fDimuonCut.SetTrackPhiRange(dimuoncuts.cfg_min_phi_track, dimuoncuts.cfg_max_phi_track);
fDimuonCut.SetNClustersMFT(dimuoncuts.cfg_min_ncluster_mft, 10);
fDimuonCut.SetNClustersMCHMID(dimuoncuts.cfg_min_ncluster_mch, 16);
fDimuonCut.SetNClustersMCHMID(dimuoncuts.cfg_min_ncluster_mch, 20);
fDimuonCut.SetChi2(0.f, dimuoncuts.cfg_max_chi2);
fDimuonCut.SetMatchingChi2MCHMFT(0.f, dimuoncuts.cfg_max_matching_chi2_mftmch);
fDimuonCut.SetMatchingChi2MCHMID(0.f, dimuoncuts.cfg_max_matching_chi2_mchmid);
Expand Down Expand Up @@ -954,8 +954,8 @@ struct DileptonHadronMPC {
return true;
}

template <int ev_id, typename TCollision, typename TRefTrack, typename TLeptons>
bool fillHadronHadron(TCollision const& collision, TRefTrack const& t1, TRefTrack const& t2, TLeptons const& posLeptons, TLeptons const& negLeptons)
template <int ev_id, typename TCollision, typename TRefTrack, typename TLeptons, typename TLeptonCut>
bool fillHadronHadron(TCollision const& collision, TRefTrack const& t1, TRefTrack const& t2, TLeptons const& posLeptons, TLeptons const& negLeptons, TLeptonCut const& cut)
{
if constexpr (ev_id == 0) {
if (!fEMTrackCut.IsSelected(t1) || !fEMTrackCut.IsSelected(t2)) { // for charged track
Expand All @@ -965,17 +965,37 @@ struct DileptonHadronMPC {
// Leptons should not be in reference track sample.
if constexpr (pairtype == o2::aod::pwgem::dilepton::utils::pairutil::DileptonPairType::kDielectron) {
for (const auto& pos : posLeptons) { // leptons per collision
if (dielectroncuts.cfg_pid_scheme == static_cast<int>(DielectronCut::PIDSchemes::kPIDML)) {
if (!cut.template IsSelectedTrack<false, true>(pos, collision)) {
continue;
}
} else { // cut based
if (!cut.template IsSelectedTrack<false, false>(pos)) {
continue;
}
}
if (t1.trackId() == pos.trackId() || t2.trackId() == pos.trackId()) {
return false;
}
}
} // end of pos lepton loop

for (const auto& neg : negLeptons) { // leptons per collision
if (dielectroncuts.cfg_pid_scheme == static_cast<int>(DielectronCut::PIDSchemes::kPIDML)) {
if (!cut.template IsSelectedTrack<false, true>(neg, collision)) {
continue;
}
} else { // cut based
if (!cut.template IsSelectedTrack<false, false>(neg)) {
continue;
}
}
if (t1.trackId() == neg.trackId() || t2.trackId() == neg.trackId()) {
return false;
}
}
}
}
} // end of neg lepton lopp

} // end of if kDielectron
} // end of if same event

if constexpr (ev_id == 1) {
if (t1.dfId() == t2.dfId() && t1.globalIndex() == t2.globalIndex()) {
Expand Down Expand Up @@ -1132,7 +1152,7 @@ struct DileptonHadronMPC {
}
}
for (const auto& [trg, ref] : combinations(CombinationsStrictlyUpperIndexPolicy(refTracks_per_coll, refTracks_per_coll))) {
fillHadronHadron<0>(collision, trg, ref, posTracks_per_coll, negTracks_per_coll);
fillHadronHadron<0>(collision, trg, ref, posTracks_per_coll, negTracks_per_coll, cut);
}
}

Expand Down Expand Up @@ -1251,7 +1271,7 @@ struct DileptonHadronMPC {
// LOGF(info, "refTracks_from_event_pool.size() = %d", refTracks_from_event_pool.size());
for (const auto& ref1 : selected_refTracks_in_this_event) { // ref-ref mix
for (const auto& ref2 : refTracks_from_event_pool) {
fillHadronHadron<1>(collision, ref1, ref2, nullptr, nullptr);
fillHadronHadron<1>(collision, ref1, ref2, nullptr, nullptr, nullptr);
}
}
} // end of loop over mixed event pool for lepton-lepton
Expand Down
2 changes: 1 addition & 1 deletion PWGEM/Dilepton/Core/DileptonMC.h
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Expand Up @@ -736,7 +736,7 @@ struct DileptonMC {
fDimuonCut.SetTrackEtaRange(dimuoncuts.cfg_min_eta_track, dimuoncuts.cfg_max_eta_track);
fDimuonCut.SetTrackPhiRange(dimuoncuts.cfg_min_phi_track, dimuoncuts.cfg_max_phi_track);
fDimuonCut.SetNClustersMFT(dimuoncuts.cfg_min_ncluster_mft, 10);
fDimuonCut.SetNClustersMCHMID(dimuoncuts.cfg_min_ncluster_mch, 16);
fDimuonCut.SetNClustersMCHMID(dimuoncuts.cfg_min_ncluster_mch, 20);
fDimuonCut.SetChi2(0.f, dimuoncuts.cfg_max_chi2);
fDimuonCut.SetMatchingChi2MCHMFT(0.f, dimuoncuts.cfg_max_matching_chi2_mftmch);
fDimuonCut.SetMatchingChi2MCHMID(0.f, dimuoncuts.cfg_max_matching_chi2_mchmid);
Expand Down
8 changes: 4 additions & 4 deletions PWGEM/Dilepton/Core/DimuonCut.h
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Expand Up @@ -265,11 +265,11 @@ class DimuonCut : public TNamed

// track quality cuts
int mTrackType{3};
int mMinNClustersMFT{0}, mMaxNClustersMFT{10}; // min number of TPC clusters
int mMinNClustersMCHMID{0}, mMaxNClustersMCHMID{16}; // min number of TPC clusters
int mMinNClustersMFT{0}, mMaxNClustersMFT{10}; // min number of MFT clusters
int mMinNClustersMCHMID{0}, mMaxNClustersMCHMID{20}; // min number of MCH-MID clusters
float mMinChi2{0.f}, mMaxChi2{1e10f}; // max tpc fit chi2 per TPC cluster
float mMinMatchingChi2MCHMFT{0.f}, mMaxMatchingChi2MCHMFT{1e10f}; // max tpc fit chi2 per TPC cluster
float mMinMatchingChi2MCHMID{0.f}, mMaxMatchingChi2MCHMID{1e10f}; // max tpc fit chi2 per TPC cluster
float mMinMatchingChi2MCHMFT{0.f}, mMaxMatchingChi2MCHMFT{1e10f}; // max matching chi2 between MCH-MFT
float mMinMatchingChi2MCHMID{0.f}, mMaxMatchingChi2MCHMID{1e10f}; // max matching chi2 between MCH-MID
std::function<float(float)> mMaxPDCARabsDep{}; // max pdca in xy plane as function of Rabs

float mMinRabs{17.6}, mMaxRabs{89.5};
Expand Down
94 changes: 47 additions & 47 deletions PWGEM/Dilepton/TableProducer/treeCreatorElectronMLDDA.cxx
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Expand Up @@ -955,63 +955,63 @@ struct MLTrackQC {
HistogramRegistry registry{
"registry",
{
{"hTPCdEdx_P_All", "TPC dE/dx vs. p;p_{pv} (GeV/c);TPC dE/dx", {HistType::kTH2F, {{500, 0.f, 5.f}, {200, 0, 200}}}},
{"hTOFbeta_P_All", "TOF beta vs. p;p_{pv} (GeV/c);TOF #beta", {HistType::kTH2F, {{500, 0.f, 5.f}, {220, 0.0, 1.1}}}},
{"hITSobClusterSize_P_All", "mean ITSob cluster size vs. p;p_{pv} (GeV/c);<ITSob cluster size> #times cos(#lambda)", {HistType::kTH2F, {{500, 0.f, 5.f}, {150, 0.0, 15}}}},
{"hTPCdEdx_P_Electron", "TPC dE/dx vs. p;p_{pv} (GeV/c);TPC dE/dx", {HistType::kTH2F, {{500, 0.f, 5.f}, {200, 0, 200}}}},
{"hTOFbeta_P_Electron", "TOF beta vs. p;p_{pv} (GeV/c);TOF #beta", {HistType::kTH2F, {{500, 0.f, 5.f}, {220, 0.0, 1.1}}}},
{"hITSobClusterSize_P_Electron", "mean ITSob cluster size vs. p;p_{pv} (GeV/c);<ITSob cluster size> #times cos(#lambda)", {HistType::kTH2F, {{500, 0.f, 5.f}, {150, 0.0, 15}}}},
{"hTPCdEdx_P_Pion", "TPC dE/dx vs. p;p_{pv} (GeV/c);TPC dE/dx", {HistType::kTH2F, {{500, 0.f, 5.f}, {200, 0, 200}}}},
{"hTOFbeta_P_Pion", "TOF beta vs. p;p_{pv} (GeV/c);TOF #beta", {HistType::kTH2F, {{500, 0.f, 5.f}, {220, 0.0, 1.1}}}},
{"hITSobClusterSize_P_Pion", "mean ITSob cluster size vs. p;p_{pv} (GeV/c);<ITSob cluster size> #times cos(#lambda)", {HistType::kTH2F, {{500, 0.f, 5.f}, {150, 0.0, 15}}}},
{"hTPCdEdx_P_Kaon", "TPC dE/dx vs. p;p_{pv} (GeV/c);TPC dE/dx", {HistType::kTH2F, {{500, 0.f, 5.f}, {200, 0, 200}}}},
{"hTOFbeta_P_Kaon", "TOF beta vs. p;p_{pv} (GeV/c);TOF #beta", {HistType::kTH2F, {{500, 0.f, 5.f}, {220, 0.0, 1.1}}}},
{"hITSobClusterSize_P_Kaon", "mean ITSob cluster size vs. p;p_{pv} (GeV/c);<ITSob cluster size> #times cos(#lambda)", {HistType::kTH2F, {{500, 0.f, 5.f}, {150, 0.0, 15}}}},
{"hTPCdEdx_P_Proton", "TPC dE/dx vs. p;p_{pv} (GeV/c);TPC dE/dx", {HistType::kTH2F, {{500, 0.f, 5.f}, {200, 0, 200}}}},
{"hTOFbeta_P_Proton", "TOF beta vs. p;p_{pv} (GeV/c);TOF #beta", {HistType::kTH2F, {{500, 0.f, 5.f}, {220, 0.0, 1.1}}}},
{"hITSobClusterSize_P_Proton", "mean ITSob cluster size vs. p;p_{pv} (GeV/c);<ITSob cluster size> #times cos(#lambda)", {HistType::kTH2F, {{500, 0.f, 5.f}, {150, 0.0, 15}}}},

{"hTPCNsigmaEl_P", "TPC n#sigma_{e} vs. p;p_{pv} (GeV/c);n #sigma_{e}^{TPC}", {HistType::kTH2F, {{500, 0.f, 5.f}, {100, -5, +5}}}},
{"hTPCNsigmaPi_P", "TPC n#sigma_{#pi} vs. p;p_{pv} (GeV/c);n #sigma_{#pi}^{TPC}", {HistType::kTH2F, {{500, 0.f, 5.f}, {100, -5, +5}}}},
{"hTPCNsigmaKa_P", "TPC n#sigma_{K} vs. p;p_{pv} (GeV/c);n #sigma_{K}^{TPC}", {HistType::kTH2F, {{500, 0.f, 5.f}, {100, -5, +5}}}},
{"hTPCNsigmaPr_P", "TPC n#sigma_{p} vs. p;p_{pv} (GeV/c);n #sigma_{p}^{TPC}", {HistType::kTH2F, {{500, 0.f, 5.f}, {100, -5, +5}}}},
{"hTOFNsigmaEl_P", "TOF n#sigma_{e} vs. p;p_{pv} (GeV/c);n #sigma_{e}^{TOF}", {HistType::kTH2F, {{500, 0.f, 5.f}, {100, -5, +5}}}},
{"hTOFNsigmaPi_P", "TOF n#sigma_{#pi} vs. p;p_{pv} (GeV/c);n #sigma_{#pi}^{TOF}", {HistType::kTH2F, {{500, 0.f, 5.f}, {100, -5, +5}}}},
{"hTOFNsigmaKa_P", "TOF n#sigma_{K} vs. p;p_{pv} (GeV/c);n #sigma_{K}^{TOF}", {HistType::kTH2F, {{500, 0.f, 5.f}, {100, -5, +5}}}},
{"hTOFNsigmaPr_P", "TOF n#sigma_{p} vs. p;p_{pv} (GeV/c);n #sigma_{p}^{TOF}", {HistType::kTH2F, {{500, 0.f, 5.f}, {100, -5, +5}}}},
{"hTPCdEdx_P_All", "TPC dE/dx vs. p;p_{in} (GeV/c);TPC dE/dx", {HistType::kTH2F, {{1000, 0.f, 10.f}, {200, 0, 200}}}},
{"hTOFbeta_P_All", "TOF beta vs. p;p_{in} (GeV/c);TOF #beta", {HistType::kTH2F, {{1000, 0.f, 10.f}, {220, 0.0, 1.1}}}},
{"hITSobClusterSize_P_All", "mean ITSob cluster size vs. p;p_{in} (GeV/c);<ITSob cluster size> #times cos(#lambda)", {HistType::kTH2F, {{1000, 0.f, 10.f}, {150, 0.0, 15}}}},
{"hTPCdEdx_P_Electron", "TPC dE/dx vs. p;p_{in} (GeV/c);TPC dE/dx", {HistType::kTH2F, {{1000, 0.f, 10.f}, {200, 0, 200}}}},
{"hTOFbeta_P_Electron", "TOF beta vs. p;p_{in} (GeV/c);TOF #beta", {HistType::kTH2F, {{1000, 0.f, 10.f}, {220, 0.0, 1.1}}}},
{"hITSobClusterSize_P_Electron", "mean ITSob cluster size vs. p;p_{in} (GeV/c);<ITSob cluster size> #times cos(#lambda)", {HistType::kTH2F, {{1000, 0.f, 10.f}, {150, 0.0, 15}}}},
{"hTPCdEdx_P_Pion", "TPC dE/dx vs. p;p_{in} (GeV/c);TPC dE/dx", {HistType::kTH2F, {{1000, 0.f, 10.f}, {200, 0, 200}}}},
{"hTOFbeta_P_Pion", "TOF beta vs. p;p_{in} (GeV/c);TOF #beta", {HistType::kTH2F, {{1000, 0.f, 10.f}, {220, 0.0, 1.1}}}},
{"hITSobClusterSize_P_Pion", "mean ITSob cluster size vs. p;p_{in} (GeV/c);<ITSob cluster size> #times cos(#lambda)", {HistType::kTH2F, {{1000, 0.f, 10.f}, {150, 0.0, 15}}}},
{"hTPCdEdx_P_Kaon", "TPC dE/dx vs. p;p_{in} (GeV/c);TPC dE/dx", {HistType::kTH2F, {{1000, 0.f, 10.f}, {200, 0, 200}}}},
{"hTOFbeta_P_Kaon", "TOF beta vs. p;p_{in} (GeV/c);TOF #beta", {HistType::kTH2F, {{1000, 0.f, 10.f}, {220, 0.0, 1.1}}}},
{"hITSobClusterSize_P_Kaon", "mean ITSob cluster size vs. p;p_{in} (GeV/c);<ITSob cluster size> #times cos(#lambda)", {HistType::kTH2F, {{1000, 0.f, 10.f}, {150, 0.0, 15}}}},
{"hTPCdEdx_P_Proton", "TPC dE/dx vs. p;p_{in} (GeV/c);TPC dE/dx", {HistType::kTH2F, {{1000, 0.f, 10.f}, {200, 0, 200}}}},
{"hTOFbeta_P_Proton", "TOF beta vs. p;p_{in} (GeV/c);TOF #beta", {HistType::kTH2F, {{1000, 0.f, 10.f}, {220, 0.0, 1.1}}}},
{"hITSobClusterSize_P_Proton", "mean ITSob cluster size vs. p;p_{in} (GeV/c);<ITSob cluster size> #times cos(#lambda)", {HistType::kTH2F, {{1000, 0.f, 10.f}, {150, 0.0, 15}}}},

{"hTPCNsigmaEl_P", "TPC n#sigma_{e} vs. p;p_{in} (GeV/c);n #sigma_{e}^{TPC}", {HistType::kTH2F, {{1000, 0.f, 10.f}, {100, -5, +5}}}},
{"hTPCNsigmaPi_P", "TPC n#sigma_{#pi} vs. p;p_{in} (GeV/c);n #sigma_{#pi}^{TPC}", {HistType::kTH2F, {{1000, 0.f, 10.f}, {100, -5, +5}}}},
{"hTPCNsigmaKa_P", "TPC n#sigma_{K} vs. p;p_{in} (GeV/c);n #sigma_{K}^{TPC}", {HistType::kTH2F, {{1000, 0.f, 10.f}, {100, -5, +5}}}},
{"hTPCNsigmaPr_P", "TPC n#sigma_{p} vs. p;p_{in} (GeV/c);n #sigma_{p}^{TPC}", {HistType::kTH2F, {{1000, 0.f, 10.f}, {100, -5, +5}}}},
{"hTOFNsigmaEl_P", "TOF n#sigma_{e} vs. p;p_{in} (GeV/c);n #sigma_{e}^{TOF}", {HistType::kTH2F, {{1000, 0.f, 10.f}, {100, -5, +5}}}},
{"hTOFNsigmaPi_P", "TOF n#sigma_{#pi} vs. p;p_{in} (GeV/c);n #sigma_{#pi}^{TOF}", {HistType::kTH2F, {{1000, 0.f, 10.f}, {100, -5, +5}}}},
{"hTOFNsigmaKa_P", "TOF n#sigma_{K} vs. p;p_{in} (GeV/c);n #sigma_{K}^{TOF}", {HistType::kTH2F, {{1000, 0.f, 10.f}, {100, -5, +5}}}},
{"hTOFNsigmaPr_P", "TOF n#sigma_{p} vs. p;p_{in} (GeV/c);n #sigma_{p}^{TOF}", {HistType::kTH2F, {{1000, 0.f, 10.f}, {100, -5, +5}}}},
},
};

void processQC(aod::EMTracksForMLPID const& tracks)
{
for (const auto& track : tracks) {
registry.fill(HIST("hTPCdEdx_P_All"), track.p(), track.tpcSignal());
registry.fill(HIST("hTOFbeta_P_All"), track.p(), track.beta());
registry.fill(HIST("hITSobClusterSize_P_All"), track.p(), track.meanClusterSizeITSob() * std::cos(std::atan(track.tgl())));
registry.fill(HIST("hTPCdEdx_P_All"), track.tpcInnerParam(), track.tpcSignal());
registry.fill(HIST("hTOFbeta_P_All"), track.tpcInnerParam(), track.beta());
registry.fill(HIST("hITSobClusterSize_P_All"), track.tpcInnerParam(), track.meanClusterSizeITSob() * std::cos(std::atan(track.tgl())));
if (track.pidlabel() == static_cast<uint8_t>(o2::aod::pwgem::dilepton::ml::PID_Label::kElectron)) {
registry.fill(HIST("hTPCdEdx_P_Electron"), track.p(), track.tpcSignal());
registry.fill(HIST("hTOFbeta_P_Electron"), track.p(), track.beta());
registry.fill(HIST("hITSobClusterSize_P_Electron"), track.p(), track.meanClusterSizeITSob() * std::cos(std::atan(track.tgl())));
registry.fill(HIST("hTPCNsigmaEl_P"), track.p(), track.tpcNSigmaEl());
registry.fill(HIST("hTOFNsigmaEl_P"), track.p(), track.tofNSigmaEl());
registry.fill(HIST("hTPCdEdx_P_Electron"), track.tpcInnerParam(), track.tpcSignal());
registry.fill(HIST("hTOFbeta_P_Electron"), track.tpcInnerParam(), track.beta());
registry.fill(HIST("hITSobClusterSize_P_Electron"), track.tpcInnerParam(), track.meanClusterSizeITSob() * std::cos(std::atan(track.tgl())));
registry.fill(HIST("hTPCNsigmaEl_P"), track.tpcInnerParam(), track.tpcNSigmaEl());
registry.fill(HIST("hTOFNsigmaEl_P"), track.tpcInnerParam(), track.tofNSigmaEl());
} else if (track.pidlabel() == static_cast<uint8_t>(o2::aod::pwgem::dilepton::ml::PID_Label::kPion)) {
registry.fill(HIST("hTPCdEdx_P_Pion"), track.p(), track.tpcSignal());
registry.fill(HIST("hTOFbeta_P_Pion"), track.p(), track.beta());
registry.fill(HIST("hITSobClusterSize_P_Pion"), track.p(), track.meanClusterSizeITSob() * std::cos(std::atan(track.tgl())));
registry.fill(HIST("hTPCNsigmaPi_P"), track.p(), track.tpcNSigmaPi());
registry.fill(HIST("hTOFNsigmaPi_P"), track.p(), track.tofNSigmaPi());
registry.fill(HIST("hTPCdEdx_P_Pion"), track.tpcInnerParam(), track.tpcSignal());
registry.fill(HIST("hTOFbeta_P_Pion"), track.tpcInnerParam(), track.beta());
registry.fill(HIST("hITSobClusterSize_P_Pion"), track.tpcInnerParam(), track.meanClusterSizeITSob() * std::cos(std::atan(track.tgl())));
registry.fill(HIST("hTPCNsigmaPi_P"), track.tpcInnerParam(), track.tpcNSigmaPi());
registry.fill(HIST("hTOFNsigmaPi_P"), track.tpcInnerParam(), track.tofNSigmaPi());
} else if (track.pidlabel() == static_cast<uint8_t>(o2::aod::pwgem::dilepton::ml::PID_Label::kKaon)) {
registry.fill(HIST("hTPCdEdx_P_Kaon"), track.p(), track.tpcSignal());
registry.fill(HIST("hTOFbeta_P_Kaon"), track.p(), track.beta());
registry.fill(HIST("hITSobClusterSize_P_Kaon"), track.p(), track.meanClusterSizeITSob() * std::cos(std::atan(track.tgl())));
registry.fill(HIST("hTPCNsigmaKa_P"), track.p(), track.tpcNSigmaKa());
registry.fill(HIST("hTOFNsigmaKa_P"), track.p(), track.tofNSigmaKa());
registry.fill(HIST("hTPCdEdx_P_Kaon"), track.tpcInnerParam(), track.tpcSignal());
registry.fill(HIST("hTOFbeta_P_Kaon"), track.tpcInnerParam(), track.beta());
registry.fill(HIST("hITSobClusterSize_P_Kaon"), track.tpcInnerParam(), track.meanClusterSizeITSob() * std::cos(std::atan(track.tgl())));
registry.fill(HIST("hTPCNsigmaKa_P"), track.tpcInnerParam(), track.tpcNSigmaKa());
registry.fill(HIST("hTOFNsigmaKa_P"), track.tpcInnerParam(), track.tofNSigmaKa());
} else if (track.pidlabel() == static_cast<uint8_t>(o2::aod::pwgem::dilepton::ml::PID_Label::kProton)) {
registry.fill(HIST("hTPCdEdx_P_Proton"), track.p(), track.tpcSignal());
registry.fill(HIST("hTOFbeta_P_Proton"), track.p(), track.beta());
registry.fill(HIST("hITSobClusterSize_P_Proton"), track.p(), track.meanClusterSizeITSob() * std::cos(std::atan(track.tgl())));
registry.fill(HIST("hTPCNsigmaPr_P"), track.p(), track.tpcNSigmaPr());
registry.fill(HIST("hTOFNsigmaPr_P"), track.p(), track.tofNSigmaPr());
registry.fill(HIST("hTPCdEdx_P_Proton"), track.tpcInnerParam(), track.tpcSignal());
registry.fill(HIST("hTOFbeta_P_Proton"), track.tpcInnerParam(), track.beta());
registry.fill(HIST("hITSobClusterSize_P_Proton"), track.tpcInnerParam(), track.meanClusterSizeITSob() * std::cos(std::atan(track.tgl())));
registry.fill(HIST("hTPCNsigmaPr_P"), track.tpcInnerParam(), track.tpcNSigmaPr());
registry.fill(HIST("hTOFNsigmaPr_P"), track.tpcInnerParam(), track.tofNSigmaPr());
}
} // end of track loop
}
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