コード例 #1
0
class ElectronSFs:
    def __init__(self, year=2017):
        """Load histograms from files."""

        assert year in [
            2016, 2017, 2018
        ], "ElectronSFs: You must choose a year from: 2016, 2017 or 2018."
        self.year = year
        if year == 2016:
            self.sftool_trig_barrel = ScaleFactor(
                path + "Run2016/Ele115orEleIso27orPho175_SF_2016.root",
                'SF_TH2F_Barrel', 'ele_trig_barrel')
            self.sftool_trig_endcap = ScaleFactor(
                path + "Run2016/Ele115orEleIso27orPho175_SF_2016.root",
                'SF_TH2F_EndCap', 'ele_trig_endcap')
            self.sftool_reco = ScaleFactor(
                path + "Run2016/EGM2D_BtoH_GT20GeV_RecoSF_Legacy2016.root",
                "EGamma_SF2D", 'ele_reco')
            self.sftool_idiso = ScaleFactor(
                path + "Run2016/2016LegacyReReco_ElectronLoose_Fall17V2.root",
                "EGamma_SF2D", 'ele_idiso')
        elif year == 2017:
            self.sftool_trig_barrel = ScaleFactor(
                path + "Run2017/Ele115orEleIso35orPho200_SF_2017.root",
                'SF_TH2F_Barrel', 'ele_trig_barrel')
            self.sftool_trig_endcap = ScaleFactor(
                path + "Run2017/Ele115orEleIso35orPho200_SF_2017.root",
                'SF_TH2F_EndCap', 'ele_trig_endcap')
            self.sftool_reco = ScaleFactor(
                path +
                "Run2017/egammaEffi.txt_EGM2D_runBCDEF_passingRECO.root",
                "EGamma_SF2D", 'ele_reco')
            self.sftool_idiso = ScaleFactor(
                path + "Run2017/2017_ElectronLoose.root", "EGamma_SF2D",
                'ele_idiso')
        elif year == 2018:
            self.sftool_trig_barrel = ScaleFactor(
                path + "Run2018/Ele115orEleIso32orPho200_SF_2018.root",
                'SF_TH2F_Barrel', 'ele_trig_barrel')
            self.sftool_trig_endcap = ScaleFactor(
                path + "Run2018/Ele115orEleIso32orPho200_SF_2018.root",
                'SF_TH2F_EndCap', 'ele_trig_endcap')
            self.sftool_reco = ScaleFactor(
                path + "Run2018/egammaEffi.txt_EGM2D_updatedAll.root",
                "EGamma_SF2D", 'ele_reco')
            self.sftool_idiso = ScaleFactor(
                path + "Run2018/2018_ElectronLoose.root", "EGamma_SF2D",
                'ele_idiso')

    def getTriggerSF(self, pt, eta):
        """Get SF for single electron trigger."""
        if eta > 1.4 and eta < 1.5:
            eta = 1.4
        elif eta > 1.5 and eta < 1.6:
            eta = 1.6
        elif eta < -1.4 and eta > -1.5:
            eta = -1.4
        elif eta < -1.5 and eta > -1.6:
            eta = -1.6
        if abs(eta) > 1.5:
            sf_trigger = self.sftool_trig_endcap.getSF(pt, eta)
        else:
            sf_trigger = self.sftool_trig_barrel.getSF(pt, eta)
        return sf_trigger

    def getTriggerSFerror(self, pt, eta):
        """Get SF error for single electron trigger."""
        if eta > 1.4 and eta < 1.5:
            eta = 1.4
        elif eta > 1.5 and eta < 1.6:
            eta = 1.6
        elif eta < -1.4 and eta > -1.5:
            eta = -1.4
        elif eta < -1.5 and eta > -1.6:
            eta = -1.6
        if abs(eta) > 1.5:
            sf_trigger_error = self.sftool_trig_endcap.getSFerror(pt, eta)
        else:
            sf_trigger_error = self.sftool_trig_barrel.getSFerror(pt, eta)
        return sf_trigger_error

    def getIdIsoSF(self, pt, eta):
        """Get SF for electron identification + isolation."""
        sf_reco = self.sftool_reco.getSF(pt, eta) if self.sftool_reco else 1.
        sf_idiso = self.sftool_idiso.getSF(pt, eta)
        return sf_reco * sf_idiso

    def getIdIsoSFerror(self, pt, eta):
        """Get SF error for electron identification + isolation."""
        sf_reco = self.sftool_reco.getSF(pt, eta) if self.sftool_reco else 1.
        sf_idiso = self.sftool_idiso.getSF(pt, eta)
        sf_reco_error = self.sftool_reco.getSFerror(pt, eta)
        sf_idiso_error = self.sftool_idiso.getSFerror(pt, eta)
        sf_reco_idiso_error = np.sqrt((sf_reco_error * sf_idiso)**2 +
                                      (sf_idiso_error * sf_reco)**2)
        return sf_reco_idiso_error
コード例 #2
0
class MuonSFs:
    def __init__(self, year=2017):
        """Load histograms from files."""
        assert year in [
            2016, 2017, 2018
        ], "MuonSFs: You must choose a year from: 2016, 2017 or 2018."
        self.year = year
        self.lumi_2016_bcdef = 20.2
        self.lumi_2016_gh = 16.6
        if year == 2016:
            self.sftool_trig = ScaleFactor(
                path + "Run2016/SingleMuonTrigger_2016.root",
                "Mu50_OR_TkMu50_PtEtaBins/abseta_pt_ratio", "mu_trig")
            self.sftool_id_bcdef = ScaleFactor(
                path + "Run2016/RunBCDEF_SF_ID.root",
                "NUM_HighPtID_DEN_genTracks_eta_pair_newTuneP_probe_pt",
                "mu_id")
            self.sftool_id_gh = ScaleFactor(
                path + "Run2016/RunGH_SF_ID.root",
                "NUM_HighPtID_DEN_genTracks_eta_pair_newTuneP_probe_pt",
                "mu_id")
            self.sftool_iso_id_bcdef = ScaleFactor(
                path + "Run2016/RunBCDEF_SF_ISO.root",
                "NUM_LooseRelTkIso_DEN_HighPtIDandIPCut_eta_pair_newTuneP_probe_pt",
                "mu_iso_id")
            self.sftool_iso_id_gh = ScaleFactor(
                path + "Run2016/RunGH_SF_ISO.root",
                "NUM_LooseRelTkIso_DEN_HighPtIDandIPCut_eta_pair_newTuneP_probe_pt",
                "mu_iso_id")
        elif year == 2017:
            self.sftool_trig = ScaleFactor(
                path + "Run2017/EfficienciesAndSF_RunBtoF_Nov17Nov2017.root",
                "Mu50_PtEtaBins/abseta_pt_ratio", 'mu_trig')
            self.sftool_id = ScaleFactor(
                path + "Run2017/RunBCDEF_SF_ID.root",
                "NUM_HighPtID_DEN_genTracks_pair_newTuneP_probe_pt_abseta",
                'mu_id',
                ptvseta=False)
            self.sftool_trkid = ScaleFactor(
                path + "Run2017/RunBCDEF_SF_ID.root",
                "NUM_TrkHighPtID_DEN_genTracks_pair_newTuneP_probe_pt_abseta",
                'mu_trkid',
                ptvseta=False)
            self.sftool_iso_id = ScaleFactor(
                path + "Run2017/RunBCDEF_SF_ISO.root",
                "NUM_LooseRelTkIso_DEN_HighPtIDandIPCut_pair_newTuneP_probe_pt_abseta",
                'mu_iso_id',
                ptvseta=False)
            self.sftool_iso_trkid = ScaleFactor(
                path + "Run2017/RunBCDEF_SF_ISO.root",
                "NUM_LooseRelTkIso_DEN_TrkHighPtID_pair_newTuneP_probe_pt_abseta",
                'mu_iso_trkid',
                ptvseta=False)
        elif year == 2018:
            self.sftool_trig = ScaleFactor(
                path +
                "Run2018/EfficienciesAndSF_2018Data_AfterMuonHLTUpdate.root",
                "Mu50_OR_OldMu100_OR_TkMu100_PtEtaBins/abseta_pt_ratio",
                'mu_trig')
            self.sftool_id = ScaleFactor(
                path + "Run2018/RunABCD_SF_ID.root",
                "NUM_HighPtID_DEN_TrackerMuons_pair_newTuneP_probe_pt_abseta",
                'mu_id',
                ptvseta=False)
            self.sftool_trkid = ScaleFactor(
                path + "Run2018/RunABCD_SF_ID.root",
                "NUM_TrkHighPtID_DEN_TrackerMuons_pair_newTuneP_probe_pt_abseta",
                'mu_trkid',
                ptvseta=False)
            self.sftool_iso_id = ScaleFactor(
                path + "Run2018/RunABCD_SF_ISO.root",
                "NUM_LooseRelTkIso_DEN_HighPtIDandIPCut_pair_newTuneP_probe_pt_abseta",
                'mu_iso_id',
                ptvseta=False)
            self.sftool_iso_trkid = ScaleFactor(
                path + "Run2018/RunABCD_SF_ISO.root",
                "NUM_LooseRelTkIso_DEN_TrkHighPtID_pair_newTuneP_probe_pt_abseta",
                'mu_iso_trkid',
                ptvseta=False)

    def getTriggerSF(self, pt, eta):
        """Get SF for single muon trigger."""
        return self.sftool_trig.getSF(pt, abs(eta))

    def getTriggerSFerror(self, pt, eta):
        """Get SF for single muon trigger."""
        return self.sftool_trig.getSFerror(pt, abs(eta))

    def getIdSF(self, pt, eta, highptid):
        """Get SF for muon identification."""
        if self.year == 2016:
            return (self.sftool_id_bcdef.getSF(pt, abs(eta)) *
                    self.lumi_2016_bcdef +
                    self.sftool_id_gh.getSF(pt, abs(eta)) * self.lumi_2016_gh
                    ) / (self.lumi_2016_bcdef + self.lumi_2016_gh)
        else:
            if highptid == 1:
                return self.sftool_trkid.getSF(pt, abs(eta))
            elif highptid == 2:
                return self.sftool_id.getSF(pt, abs(eta))
            else:
                return 1.

    def getIdSFerror(self, pt, eta, highptid):
        """Get SF for muon identification."""
        if self.year == 2016:
            idsferror = (self.sftool_id_bcdef.getSFerror(pt, abs(eta)) *
                         self.lumi_2016_bcdef +
                         self.sftool_id_gh.getSFerror(pt, abs(eta)) *
                         self.lumi_2016_gh) / (self.lumi_2016_bcdef +
                                               self.lumi_2016_gh)
            if highptid == 1:
                return idsferror * 2
            else:
                return idsferror
        else:
            if highptid == 1:
                return self.sftool_trkid.getSFerror(pt, abs(eta))
            elif highptid == 2:
                return self.sftool_id.getSFerror(pt, abs(eta))
            else:
                return 0.

    def getIsoSF(self, pt, eta, highptid):
        """Get SF for muon isolation."""
        if self.year == 2016:
            return (self.sftool_iso_id_bcdef.getSF(pt, abs(eta)) *
                    self.lumi_2016_bcdef +
                    self.sftool_iso_id_gh.getSF(pt, abs(eta)) *
                    self.lumi_2016_gh) / (self.lumi_2016_bcdef +
                                          self.lumi_2016_gh)
        else:
            if highptid == 1:
                return self.sftool_iso_trkid.getSF(pt, abs(eta))
            elif highptid == 2:
                return self.sftool_iso_id.getSF(pt, abs(eta))
            else:
                return 1.

    def getIsoSFerror(self, pt, eta, highptid):
        """Get SF for muon isolation."""
        if self.year == 2016:
            isosferror = (self.sftool_iso_id_bcdef.getSFerror(pt, abs(eta)) *
                          self.lumi_2016_bcdef +
                          self.sftool_iso_id_gh.getSFerror(pt, abs(eta)) *
                          self.lumi_2016_gh) / (self.lumi_2016_bcdef +
                                                self.lumi_2016_gh)
            if highptid == 1:
                return isosferror * 2
            else:
                return isosferror
        else:
            if highptid == 1:
                return self.sftool_iso_trkid.getSFerror(pt, abs(eta))
            elif highptid == 2:
                return self.sftool_iso_id.getSFerror(pt, abs(eta))
            else:
                return 0.
コード例 #3
0
class MuonSFs:
    def __init__(self, year=2017):
        """Load histograms from files."""
        assert year in [
            2016, 2017, 2018
        ], "MuonSFs: You must choose a year from: 2016, 2017 or 2018."
        self.year = year
        if year == 2016:
            self.sftool_trig = ScaleFactor(
                path + "Run2016/SingleMuonTrigger_2016.root",
                "IsoMu24_OR_IsoTkMu24_PtEtaBins/abseta_pt_ratio",
                "mu_trig")  #Mu50_OR_TkMu50_PtEtaBins
            self.sftool_id = ScaleFactor(
                path + "Run2016/RunBCDEF_SF_ID.root",
                "NUM_MediumID_DEN_genTracks_eta_pt", "mu_id"
            )  #NUM_HighPtID_DEN_genTracks_eta_pair_newTuneP_probe_pt\
            self.sftool_iso = ScaleFactor(
                path + "Run2016/RunBCDEF_SF_ISO.root",
                "NUM_LooseRelIso_DEN_MediumID_eta_pt", "mu_iso")
            self.sftool_trkid = ScaleFactor(
                path + "Run2016/trackHighPtID_effSF_80X.root",
                "sf_trackHighPt_80X_pteta", "mu_trkid")
        elif year == 2017:
            self.sftool_trig = ScaleFactor(
                path + "Run2017/EfficienciesAndSF_RunBtoF_Nov17Nov2017.root",
                "Mu50_PtEtaBins/abseta_pt_ratio", 'mu_trig')
            self.sftool_id = ScaleFactor(
                path + "Run2017/RunBCDEF_SF_ID.root",
                "NUM_HighPtID_DEN_genTracks_pair_newTuneP_probe_pt_abseta",
                'mu_id',
                ptvseta=False)
            self.sftool_iso = ScaleFactor(
                path + "Run2017/RunBCDEF_SF_ISO.root",
                "NUM_LooseRelIso_DEN_MediumID_pt_abseta",
                'mu_iso',
                ptvseta=False)
            self.sftool_trkid = ScaleFactor(
                path + "Run2017/RunBCDEF_SF_ID.root",
                "NUM_TrkHighPtID_DEN_genTracks_pair_newTuneP_probe_pt_abseta",
                'mu_trkid',
                ptvseta=False)
        elif year == 2018:
            self.sftool_trig = ScaleFactor(
                path +
                "Run2018/EfficienciesAndSF_2018Data_AfterMuonHLTUpdate.root",
                "Mu50_OR_OldMu100_OR_TkMu100_PtEtaBins/abseta_pt_ratio",
                'mu_trig')
            self.sftool_id = ScaleFactor(
                path + "Run2018/RunABCD_SF_ID.root",
                "NUM_HighPtID_DEN_TrackerMuons_pair_newTuneP_probe_pt_abseta",
                'mu_id',
                ptvseta=False)
            self.sftool_iso = ScaleFactor(
                path + "Run2018/RunABCD_SF_ISO.root",
                "NUM_LooseRelIso_DEN_MediumID_pt_abseta",
                'mu_id',
                ptvseta=False)
            self.sftool_trkid = ScaleFactor(
                path + "Run2018/RunABCD_SF_ID.root",
                "NUM_TrkHighPtID_DEN_TrackerMuons_pair_newTuneP_probe_pt_abseta",
                'mu_trkid',
                ptvseta=False)

    def getTriggerSF(self, pt, eta):
        """Get SF for single muon trigger."""
        return self.sftool_trig.getSF(pt, abs(eta))

    def getTriggerSFerror(self, pt, eta):
        """Get SF for single muon trigger."""
        return self.sftool_trig.getSFerror(pt, abs(eta))

    def getIdSF(self, pt, eta, highptid):
        """Get SF for muon identification + isolation."""
        if highptid == 1:
            return self.sftool_trkid.getSF(pt, abs(eta))
        elif highptid == 2:
            return self.sftool_id.getSF(pt, abs(eta))
        else:
            return 1.

    def getIdSFerror(self, pt, eta, highptid):
        """Get SF for muon identification + isolation."""
        if highptid == 1:
            return self.sftool_trkid.getSFerror(pt, abs(eta))
        elif highptid == 2:
            return self.sftool_id.getSFerror(pt, abs(eta))
        else:
            return 0.

    def getIsoSF(self, pt, eta):
        """Get SF for muon isolation."""
        return self.sftool_iso.getSF(pt, abs(eta))

    def getIdSFerror(self, pt, eta):
        """Get SF for muon isolation."""
        return self.sftool_iso.getSFerror(pt, abs(eta))
コード例 #4
0
ファイル: ElectronSFs_old.py プロジェクト: zucchett/NanoSkim
class ElectronSFs:
    def __init__(self, year=2017):
        """Load histograms from files."""

        assert year in [
            2016, 2017, 2018
        ], "ElectronSFs: You must choose a year from: 2016, 2017 or 2018."
        self.year = year
        if year == 2016:
            self.sftool_trig_data = ScaleFactor(
                path + "Run2016/Ele115_passingTight_2016.root",
                'EGamma_EffData2D_ABSOLUTE', 'ele_trig_data')
            self.sftool_trig_mc = ScaleFactor(
                path + "Run2016/Ele115_passingTight_2016.root",
                'EGamma_EffMC2D_ABSOLUTE', 'ele_trig_mc')
            self.sftool_trig = ScaleFactorCalc(
                path + "Run2016/Ele115_passingTight_2016.root",
                'EGamma_EffData2D_ABSOLUTE', 'ele_trig_data',
                path + "Run2016/Ele115_passingTight_2016.root",
                'EGamma_EffMC2D_ABSOLUTE', 'ele_trig_mc')
            self.sftool_reco = ScaleFactor(
                path + "Run2016/EGM2D_BtoH_GT20GeV_RecoSF_Legacy2016.root",
                "EGamma_SF2D", 'ele_reco')
            self.sftool_idiso = ScaleFactor(
                path + "Run2016/2016LegacyReReco_ElectronLoose_Fall17V2.root",
                "EGamma_SF2D", 'ele_idiso')
        elif year == 2017:
            self.sftool_trig_data = ScaleFactor(
                path + "Run2017/Ele115orEle35_SF_2017.root",
                'ELE_DATA_ABSOLUTE',
                'ele_trig_data',
                ptvseta=False)
            self.sftool_trig_mc = ScaleFactor(
                path + "Run2017/Ele115orEle35_SF_2017.root",
                'ELE_MC_ABSOLUTE',
                'ele_trig_mc',
                ptvseta=False)
            self.sftool_trig = ScaleFactorCalc(
                path + "Run2017/Ele115orEle35_SF_2017.root",
                'ELE_DATA_ABSOLUTE',
                'ele_trig_data',
                path + "Run2017/Ele115orEle35_SF_2017.root",
                'ELE_MC_ABSOLUTE',
                'ele_trig_mc',
                ptvseta=False)
            self.sftool_reco = ScaleFactor(
                path +
                "Run2017/egammaEffi.txt_EGM2D_runBCDEF_passingRECO.root",
                "EGamma_SF2D", 'ele_reco')
            self.sftool_idiso = ScaleFactor(
                path + "Run2017/2017_ElectronLoose.root", "EGamma_SF2D",
                'ele_idiso')
        elif year == 2018:
            self.sftool_trig_data = ScaleFactor(
                path + "Run2018/Ele115orEle35_SF_2018.root",
                'ELE_DATA_ABSOLUTE',
                'ele_trig_data',
                ptvseta=False)
            self.sftool_trig_mc = ScaleFactor(
                path + "Run2018/Ele115orEle35_SF_2018.root",
                'ELE_MC_ABSOLUTE',
                'ele_trig_mc',
                ptvseta=False)
            self.sftool_trig = ScaleFactorCalc(
                path + "Run2018/Ele115orEle35_SF_2018.root",
                'ELE_DATA_ABSOLUTE',
                'ele_trig_data',
                path + "Run2018/Ele115orEle35_SF_2018.root",
                'ELE_MC_ABSOLUTE',
                'ele_trig_mc',
                ptvseta=False)
            self.sftool_reco = ScaleFactor(
                path + "Run2018/egammaEffi.txt_EGM2D_updatedAll.root",
                "EGamma_SF2D", 'ele_reco')
            self.sftool_idiso = ScaleFactor(
                path + "Run2018/2018_ElectronLoose.root", "EGamma_SF2D",
                'ele_idiso')

    def getTriggerSF(self, pt, eta):
        """Get SF for single electron trigger."""
        sf_trigger = self.sftool_trig.getSF(pt, eta)
        return sf_trigger

    def getTriggerSFerror(self, pt, eta):
        """Get SF error for single electron trigger."""
        sf_trigger_error = self.sftool_trig.getSFerror(pt, eta)
        return sf_trigger_error

    def getIdIsoSF(self, pt, eta):
        """Get SF for electron identification + isolation."""
        sf_reco = self.sftool_reco.getSF(pt, eta) if self.sftool_reco else 1.
        sf_idiso = self.sftool_idiso.getSF(pt, eta)
        return sf_reco * sf_idiso

    def getIdIsoSFerror(self, pt, eta):
        """Get SF error for electron identification + isolation."""
        sf_reco = self.sftool_reco.getSF(pt, eta) if self.sftool_reco else 1.
        sf_idiso = self.sftool_idiso.getSF(pt, eta)
        sf_reco_error = self.sftool_reco.getSFerror(pt, eta)
        sf_idiso_error = self.sftool_idiso.getSFerror(pt, eta)
        sf_reco_idiso_error = np.sqrt((sf_reco_error * sf_idiso)**2 +
                                      (sf_idiso_error * sf_reco)**2)
        return sf_reco_idiso_error