Пример #1
0
def tth_hadronic_preselection(events, photons, electrons, muons, jets, options,
                              debug):
    cut_diagnostics = utils.CutDiagnostics(
        events=events,
        debug=debug,
        cut_set="[analysis_selections.py : tth_hadronic_preselection]")

    # Get number of electrons, muons

    selected_electrons = electrons[lepton_selections.select_electrons(
        events, photons, electrons, options, debug)]
    selected_muons = muons[lepton_selections.select_muons(
        events, photons, muons, options, debug)]

    n_electrons = awkward.num(selected_electrons)
    n_muons = awkward.num(selected_muons)
    n_leptons = n_electrons + n_muons

    # Get number of jets
    selected_jets = jets[jet_selections.select_jets(events, photons,
                                                    selected_electrons,
                                                    selected_muons, None, jets,
                                                    options, debug)]
    n_jets = awkward.num(selected_jets)

    # Get number of b-jets
    selected_bjets = selected_jets[jet_selections.select_bjets(
        selected_jets, options, debug)]
    n_bjets = awkward.num(selected_bjets)

    lep_cut = n_leptons == 0
    jet_cut = n_jets >= 3
    bjet_cut = n_bjets >= 1

    all_cuts = lep_cut & jet_cut & bjet_cut
    cut_diagnostics.add_cuts(
        [lep_cut, jet_cut, bjet_cut, all_cuts],
        ["N_leptons == 0", "N_jets >= 3", "N_bjets >= 1", "all"])

    # Keep only selected events
    selected_events = events[all_cuts]
    selected_photons = photons[all_cuts]
    selected_electrons = selected_electrons[all_cuts]
    selected_muons = selected_muons[all_cuts]
    selected_jets = selected_jets[all_cuts]

    # Calculate event-level variables
    selected_events = lepton_selections.set_electrons(selected_events,
                                                      selected_electrons,
                                                      debug)
    selected_events = lepton_selections.set_muons(selected_events,
                                                  selected_muons, debug)
    selected_events = jet_selections.set_jets(selected_events, selected_jets,
                                              options, debug)

    return selected_events
Пример #2
0
def ggbb_preselection(events, photons, electrons, muons, jets, fatjets,
                      options, debug):
    cut_diagnostics = utils.CutDiagnostics(
        events=events,
        debug=debug,
        cut_set="[analysis_selections.py : ggbb_preselection]")

    # Get number of electrons, muons

    selected_electrons = electrons[lepton_selections.select_electrons(
        events, photons, electrons, options, debug)]
    selected_muons = muons[lepton_selections.select_muons(
        events, photons, muons, options, debug)]

    n_electrons = awkward.num(selected_electrons)
    n_muons = awkward.num(selected_muons)
    n_leptons = n_electrons + n_muons

    # Get number of jets
    selected_jets = jets[jet_selections.select_jets(events, photons,
                                                    selected_electrons,
                                                    selected_muons, None, jets,
                                                    options, debug)]
    n_jets = awkward.num(selected_jets)

    # Get number of b-jets
    selected_bjets = selected_jets[jet_selections.select_bjets(
        selected_jets, options, debug)]
    n_bjets = awkward.num(selected_bjets)

    # Get fat jets
    selected_fatjets = fatjets[jet_selections.select_fatjets(
        events, photons, fatjets, options, debug)]
    n_fatjets = awkward.num(selected_fatjets)

    lep_cut = n_leptons == 0
    if options["boosted"]:
        jet_cut = n_bjets < 2
        fatjet_cut = n_fatjets == 1
        all_cuts = lep_cut & jet_cut & fatjet_cut
        cut_diagnostics.add_cuts(
            [lep_cut, jet_cut, fatjet_cut, all_cuts],
            ["N_leptons == 0", "N_b-jets < 2", "N_fatjets == 1", "all"])
    else:
        jet_cut = n_bjets == 2
        all_cuts = lep_cut & jet_cut
        cut_diagnostics.add_cuts([lep_cut, jet_cut, all_cuts],
                                 ["N_leptons == 0", "N_b-jets == 2", "all"])

    # Keep only selected events
    selected_events = events[all_cuts]
    selected_photons = photons[all_cuts]
    selected_jets = selected_jets[all_cuts]
    selected_fatjets = selected_fatjets[all_cuts]

    # Calculate event-level variables
    selected_events = jet_selections.set_jets(selected_events, selected_jets,
                                              options, debug)
    selected_events = jet_selections.set_fatjets(selected_events,
                                                 selected_fatjets, options,
                                                 debug)

    return selected_events
Пример #3
0
def ggbb_preselection(events, photons, electrons, muons, jets, fatjets,
                      genparts, options, debug):
    cut_diagnostics = utils.CutDiagnostics(
        events=events,
        debug=debug,
        cut_set="[analysis_selections.py : ggbb_preselection]")

    # Get number of electrons, muons
    selected_electrons = electrons[lepton_selections.select_electrons(
        events, photons, electrons, options, debug)]
    selected_muons = muons[lepton_selections.select_muons(
        events, photons, muons, options, debug)]

    n_electrons = awkward.num(selected_electrons)
    n_muons = awkward.num(selected_muons)
    n_leptons = n_electrons + n_muons

    # Get number of jets
    selected_jets = jets[jet_selections.select_jets(events, photons,
                                                    selected_electrons,
                                                    selected_muons, None, jets,
                                                    options, debug)]
    n_jets = awkward.num(selected_jets)

    # Get number of b-jets
    selected_bjets = selected_jets[jet_selections.select_bjets(
        selected_jets, options, debug)]
    n_bjets = awkward.num(selected_bjets)

    # Get fat jets
    selected_fatjets = fatjets[jet_selections.select_fatjets(
        events, photons, fatjets, options, debug)]
    n_fatjets = awkward.num(selected_fatjets)

    lep_cut = n_leptons == 0
    if options["boosted"]:
        # jet_cut = n_bjets < 2 # This is not wanted
        fatjet_cut = n_fatjets >= 1
        all_cuts = lep_cut & fatjet_cut
        cut_diagnostics.add_cuts([lep_cut, fatjet_cut, all_cuts],
                                 ["N_leptons == 0", "N_fatjets >= 1", "all"])
    else:
        jet_cut = n_bjets == 2
        all_cuts = lep_cut & jet_cut
        cut_diagnostics.add_cuts([lep_cut, jet_cut, all_cuts],
                                 ["N_leptons == 0", "N_b-jets == 2", "all"])

    # Keep only selected events
    selected_events = events[all_cuts]
    selected_photons = photons[all_cuts]
    selected_jets = selected_jets[all_cuts]
    selected_bjets = selected_bjets[all_cuts]
    selected_fatjets = selected_fatjets[all_cuts]

    # # Lead FatJet pt cut
    fatjet_pt_cut = selected_fatjets.pt[:, 0] >= 350

    # # Keep only selected events II
    # selected_events = selected_events[fatjet_pt_cut]
    # selected_photons = selected_photons[fatjet_pt_cut]
    # selected_jets = selected_jets[fatjet_pt_cut]
    # selected_bjets = selected_bjets[fatjet_pt_cut]
    # selected_fatjets = selected_fatjets[fatjet_pt_cut]
    # cut_diagnostics.add_cuts([fatjet_pt_cut], ["Lead FatJet pt > 350 GeV"])

    # Filter mjj #TODO Fix the "nearest" function
    # mjj_cut = mjj_selections.mjj_filter(events,selected_fatjets,selected_jets,[120,130],debug)
    # selected_events = events[mjj_cut]
    # selected_photons = photons[mjj_cut]
    # selected_jets = selected_jets[mjj_cut]
    # selected_bjets = selected_fatjets[mjj_cut]
    # selected_fatjets = selected_fatjets[mjj_cut]

    # Calculate event-level variables
    if genparts is not None:
        selected_genparts = genparts[all_cuts]
        # selected_genparts = selected_genparts[mjj_cut]
        # selected_genparts = selected_genparts[fatjet_pt_cut]
        # selected_events = selected_events[gen_selections.filter_genHbb(selected_events,selected_genparts,options,debug)]
        selected_events = gen_selections.set_genInfo(selected_events,
                                                     selected_genparts,
                                                     options, debug)
        selected_events = jet_selections.set_fatjets(selected_events,
                                                     selected_fatjets,
                                                     selected_genparts,
                                                     options, debug)
    else:
        selected_events = jet_selections.set_fatjets(
            selected_events, selected_fatjets, genparts, options,
            debug)  #FIXME genparts is None here
    selected_events = jet_selections.set_jets(selected_events, selected_jets,
                                              options, debug)
    selected_events = helicity_selections.set_helicity(selected_events,
                                                       selected_photons,
                                                       selected_fatjets,
                                                       selected_bjets, options,
                                                       debug)

    return selected_events