Applied Machine Learning 2025 - Initial Project

Truth/target variable list for training: Electron Identification and Energy Regression:
"p_Truth_isElectron" (Electron identification target)
"p_Truth_Energy" (Electron energy regression target)


Input variable list for training: Electron Identification, Energy Regression, and Clustering:
"averageInteractionsPerCrossing",
"p_Rhad1",
"p_Rhad",
"p_f3",
"p_weta2",
"p_Rphi",
"p_Reta",
"p_Eratio",
"p_f1",
"p_TRTPID",
"p_numberOfInnermostPixelHits",
"p_numberOfPixelHits",
"p_numberOfSCTHits",
"p_numberOfTRTHits",
"p_TRTTrackOccupancy",
"p_numberOfTRTXenonHits",
"p_z0",
"p_d0",
"p_sigmad0",
"p_dPOverP",
"p_deltaEta1",
"p_deltaPhiRescaled2",
"p_etcone20",
"p_etcone30",
"p_etcone40",
"p_ptcone20",
"p_ptcone30",
"p_ptcone40",
"p_ptPU30",
"p_vertex",
"pX_E7x7_Lr2",
"pX_E7x7_Lr3",
"pX_E_Lr0_HiG",
"pX_E_Lr0_MedG",
"pX_E_Lr1_HiG",
"pX_E_Lr1_LowG",
"pX_E_Lr1_MedG",
"pX_E_Lr2_HiG",
"pX_E_Lr2_LowG",
"pX_E_Lr2_MedG",
"pX_E_Lr3_HiG",
"pX_E_Lr3_MedG",
"pX_MultiLepton",
"pX_OQ",
"pX_ambiguityType",
"pX_asy1",
"pX_author",
"pX_barys1",
"pX_core57cellsEnergyCorrection",
"pX_deltaEta0",
"pX_deltaEta1",
"pX_deltaEta2",
"pX_deltaEta3",
"pX_deltaPhi0",
"pX_deltaPhi1",
"pX_deltaPhi2",
"pX_deltaPhi3",
"pX_deltaPhiFromLastMeasurement",
"pX_deltaPhiRescaled0",
"pX_deltaPhiRescaled1",
"pX_deltaPhiRescaled3",
"pX_e1152",
"pX_e132",
"pX_e235",
"pX_e255",
"pX_e2ts1",
"pX_ecore",
"pX_emins1",
"pX_etcone20",
"pX_etcone30",
"pX_etcone40",
"pX_f1core",
"pX_f3core",
"pX_maxEcell_energy",
"pX_maxEcell_gain",
"pX_maxEcell_time",
"pX_maxEcell_x",
"pX_maxEcell_y",
"pX_maxEcell_z",
"pX_nCells_Lr0_HiG",
"pX_nCells_Lr0_MedG",
"pX_nCells_Lr1_HiG",
"pX_nCells_Lr1_LowG",
"pX_nCells_Lr1_MedG",
"pX_nCells_Lr2_HiG",
"pX_nCells_Lr2_LowG",
"pX_nCells_Lr2_MedG",
"pX_nCells_Lr3_HiG",
"pX_nCells_Lr3_MedG",
"pX_neflowisol20",
"pX_neflowisol30",
"pX_neflowisol40",
"pX_neflowisolcoreConeEnergyCorrection",
"pX_pos",
"pX_pos7",
"pX_poscs1",
"pX_poscs2",
"pX_ptcone20",
"pX_ptcone30",
"pX_ptcone40",
"pX_ptconecoreTrackPtrCorrection",
"pX_ptvarcone20",
"pX_ptvarcone30",
"pX_ptvarcone40",
"pX_r33over37allcalo",
"pX_topoetcone20",
"pX_topoetcone20ptCorrection",
"pX_topoetcone30",
"pX_topoetcone30ptCorrection",
"pX_topoetcone40",
"pX_topoetcone40ptCorrection",
"pX_topoetconecoreConeEnergyCorrection",
"pX_weta1",
"pX_widths1",
"pX_wtots1",
"pX_e233",
"pX_e237",
"pX_e2tsts1",
"pX_ehad1",
"pX_emaxs1",
"pX_fracs1",
"pX_DeltaE",
"pX_E3x5_Lr0",
"pX_E3x5_Lr1",
"pX_E3x5_Lr2",
"pX_E3x5_Lr3",
"pX_E5x7_Lr0",
"pX_E5x7_Lr1",
"pX_E5x7_Lr2",
"pX_E5x7_Lr3",
"pX_E7x11_Lr0",
"pX_E7x11_Lr1",
"pX_E7x11_Lr2",
"pX_E7x11_Lr3",
"pX_E7x7_Lr0",
"pX_E7x7_Lr1",
"p_pt_track",
"p_eta",
"p_phi",
"p_charge"

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Last updated: 30th of March 2025 by Troels Petersen.