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  • Understanding bias in low truth-jet pT
    • Possibly caused by reco-pT threshold at 20 GeV, causing low truth-pt jets to be DR matched to higher pT jets incorrectly and causing response > 1

    • Look at dEta between truth jet

Samples and models on SDF

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Code Block
# ttbar non-all hadronic sample in PHYSVAL format; 600 GB
/gpfs/slac/atlas/fs1/d/pbhattar/BjetRegression/Input_Ftag_Ntuples/nonallhad_PHYSVAL_mc20_410470

# ttbar samples in FTAG format; 900 GB
/gpfs/slac/atlas/fs1/d/pbhattar/BjetRegression/Input_Ftag_Ntuples/Rel22_ttbar_DiLep
/gpfs/slac/atlas/fs1/d/pbhattar/BjetRegression/Input_Ftag_Ntuples/Rel22_ttbar_SingleLep
/gpfs/slac/atlas/fs1/d/pbhattar/BjetRegression/Input_Ftag_Ntuples/Rel22_ttbar_AllHadronic

The following variables are available in the latest PHYSVAL TDD samples:

Expand
Group			 jets
~~~~~~~~~~~~~~~
Feature			(D)ata type)
GN120220509_pb:			(float32)
GN120220509_pc:			(float32)
GN120220509_pu:			(float32)
GN1Lep20220509_pb:			(float32)
GN1Lep20220509_pc:			(float32)
GN1Lep20220509_pu:			(float32)
GN2v00_pb:			(float32)
GN2v00_pc:			(float32)
GN2v00_pu:			(float32)
softElectron_ptr:			(float32)
softElectron_dr:			(float32)
softElectron_isoPt:			(float32)
softElectron_abseta:			(float32)
softElectron_d0Signed:			(float32)
softElectron_z0Signed:			(float32)
softElectron_d0SignedSig:			(float32)
softElectron_epht:			(float32)
softElectron_dphires:			(float32)
softElectron_eop:			(float32)
softElectron_rhad:			(float32)
softElectron_rhad1:			(float32)
softElectron_eratio:			(float32)
softElectron_weta2:			(float32)
softElectron_reta:			(float32)
softElectron_f1:			(float32)
softElectron_f3:			(float32)
softElectron_phf:			(float32)
SV1_correctSignificance3d:			(float32)
softMuon_pt:			(float32)
softMuon_dR:			(float32)
softMuon_eta:			(float32)
softMuon_phi:			(float32)
softMuon_qOverPratio:			(float32)
softMuon_momentumBalanceSignificance:			(float32)
softMuon_scatteringNeighbourSignificance:			(float32)
softMuon_pTrel:			(float32)
softMuon_ip3dD0:			(float32)
softMuon_ip3dZ0:			(float32)
softMuon_ip3dD0Significance:			(float32)
softMuon_ip3dZ0Significance:			(float32)
softMuon_ip3dD0Uncertainty:			(float32)
softMuon_ip3dZ0Uncertainty:			(float32)
JetFitterFlip_energyFraction:			(float32)
JetFitterFlip_mass:			(float32)
JetFitterFlip_significance3d:			(float32)
JetFitterFlip_deltaphi:			(float32)
JetFitterFlip_deltaeta:			(float32)
JetFitterFlip_massUncorr:			(float32)
JetFitterFlip_dRFlightDir:			(float32)
pt_btagJes:			(float32)
eta_btagJes:			(float32)
absEta_btagJes:			(float32)
scalarSumTrackPt:			(float32)
JetFitter_energyFraction:			(float32)
JetFitter_mass:			(float32)
JetFitter_significance3d:			(float32)
JetFitter_deltaphi:			(float32)
JetFitter_deltaeta:			(float32)
JetFitter_massUncorr:			(float32)
JetFitter_dRFlightDir:			(float32)
SV1_masssvx:			(float32)
SV1_efracsvx:			(float32)
SV1_significance3d:			(float32)
SV1_dstToMatLay:			(float32)
SV1_deltaR:			(float32)
SV1_Lxy:			(float32)
SV1_L3d:			(float32)
JetFitter_deltaR:			(float32)
JetFitterSecondaryVertex_displacement3d:			(float32)
JetFitterSecondaryVertex_displacement2d:			(float32)
JetFitterSecondaryVertex_mass:			(float32)
JetFitterSecondaryVertex_energy:			(float32)
JetFitterSecondaryVertex_energyFraction:			(float32)
JetFitterSecondaryVertex_minimumTrackRelativeEta:			(float32)
JetFitterSecondaryVertex_maximumTrackRelativeEta:			(float32)
JetFitterSecondaryVertex_averageTrackRelativeEta:			(float32)
JetFitterSecondaryVertex_maximumAllJetTrackRelativeEta:			(float32)
JetFitterSecondaryVertex_minimumAllJetTrackRelativeEta:			(float32)
JetFitterSecondaryVertex_averageAllJetTrackRelativeEta:			(float32)
rnnip_pu:			(float16)
rnnip_pc:			(float16)
rnnip_pb:			(float16)
DL1r_pu:			(float16)
DL1r_pc:			(float16)
DL1r_pb:			(float16)
DL1r20210824r22_pb:			(float16)
DL1r20210824r22_pc:			(float16)
DL1r20210824r22_pu:			(float16)
dipsLoose20210729_pb:			(float16)
dipsLoose20210729_pc:			(float16)
dipsLoose20210729_pu:			(float16)
dipsLoose20220314v2_pb:			(float16)
dipsLoose20220314v2_pc:			(float16)
dipsLoose20220314v2_pu:			(float16)
dipsLoose20210729flip_pb:			(float16)
dipsLoose20210729flip_pc:			(float16)
dipsLoose20210729flip_pu:			(float16)
DL1dv00_pu:			(float16)
DL1dv00_pc:			(float16)
DL1dv00_pb:			(float16)
DL1dv01_pu:			(float16)
DL1dv01_pc:			(float16)
DL1dv01_pb:			(float16)
JetFitterFlip_nVTX:			(int32)
JetFitterFlip_nSingleTracks:			(int32)
JetFitterFlip_nTracksAtVtx:			(int32)
JetFitterFlip_N2Tpair:			(int32)
IP3D_nTrks:			(int32)
JetFitter_nVTX:			(int32)
JetFitter_nSingleTracks:			(int32)
JetFitter_nTracksAtVtx:			(int32)
JetFitter_N2Tpair:			(int32)
SV1_N2Tpair:			(int32)
SV1_NGTinSvx:			(int32)
JetFitterSecondaryVertex_nTracks:			(int32)
softMuon_isDefaults:			(int8)
rnnip_isDefaults:			(int8)
JetFitter_isDefaults:			(int8)
SV1_isDefaults:			(int8)
JetFitterSecondaryVertex_isDefaults:			(int8)
pt:			(float32)
eta:			(float32)
energy:			(float32)
mass:			(float32)
HadronConeExclTruthLabelPt:			(float32)
HadronConeExclTruthLabelLxy:			(float32)
truthJetPt:			(float32)
truthJetEta:			(float32)
truthJetM:			(float32)
n_tracks:			(int32)
GhostBHadronsFinalCount:			(int32)
GhostCHadronsFinalCount:			(int32)
HadronConeExclTruthLabelID:			(int32)
HadronConeExclExtendedTruthLabelID:			(int32)
PartonTruthLabelID:			(int32)
jetPtRank:			(int32)
primaryVertexDetectorZ:			(float32)
mcEventWeight:			(float32)
eventNumber:			(int64)
averageInteractionsPerCrossing:			(float32)
actualInteractionsPerCrossing:			(float32)
nPrimaryVertices:			(int32)
isRun3:			(int8)

Group			 tracks
~~~~~~~~~~~~~~~
Feature			(D)ata type)
expectInnermostPixelLayerHit:			(uint8)
expectNextToInnermostPixelLayerHit:			(uint8)
numberOfInnermostPixelLayerHits:			(uint8)
numberOfNextToInnermostPixelLayerHits:			(uint8)
numberOfInnermostPixelLayerSharedHits:			(uint8)
numberOfInnermostPixelLayerSplitHits:			(uint8)
numberOfPixelHits:			(uint8)
numberOfPixelHoles:			(uint8)
numberOfPixelSharedHits:			(uint8)
numberOfPixelSplitHits:			(uint8)
numberOfPixelDeadSensors:			(uint8)
numberOfSCTHits:			(uint8)
numberOfSCTHoles:			(uint8)
numberOfSCTSharedHits:			(uint8)
numberOfSCTDeadSensors:			(uint8)
numberOfTRTHits:			(uint8)
truthOriginLabel:			(int32)
truthVertexIndex:			(int32)
numberDoF:			(float16)
theta:			(float16)
qOverP:			(float32)
chiSquared:			(float32)
radiusOfFirstHit:			(float32)
pixeldEdx:			(float32)
pt:			(float32)
ptfrac:			(float32)
deta:			(float32)
abs_deta:			(float32)
z0RelativeToBeamspot:			(float32)
qOverPUncertainty:			(float32)
d0:			(float16)
z0SinTheta:			(float16)
eta:			(float16)
d0Uncertainty:			(float16)
z0SinThetaUncertainty:			(float16)
phiUncertainty:			(float16)
thetaUncertainty:			(float16)
dphi:			(float16)
dr:			(float16)
z0RelativeToBeamspotUncertainty:			(float16)
IP3D_signed_d0:			(float16)
IP3D_signed_z0:			(float16)
IP3D_signed_d0_significance:			(float16)
IP3D_signed_z0_significance:			(float16)


Umami-preprocessing datasets:

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