c.label = "bdt_dnn_multi_hiStat"
comment = "Option 7: 4-class DNN, w/o even-by-event mass res., ZJets_AMC_hiStat ( mass 105-160 )"
# change this line for each run
c.add_comment(comment)
print comment
c.outDir = '/tmp/dkondrat/ML_output/'
treePath = 'dimuons/tree'
metadataPath = 'dimuons/metadata'
c.set_tree_path(treePath)
c.set_metadata_path(metadataPath)
c.set_year("2017")
c.multiclass = True
c.dy_label = "ZJets_aMC"
c.tt_label = "tt_ll_POW"
c.ggh_label = "H2Mu_gg"
c.vbf_label = "H2Mu_VBF"
##################### Input samples #######################
c.add_data(SingleMu2017B.name, SingleMu2017B.path, SingleMu2017B.lumi)
c.add_data(SingleMu2017C.name, SingleMu2017C.path, SingleMu2017C.lumi)
c.add_data(SingleMu2017D.name, SingleMu2017D.path, SingleMu2017D.lumi)
c.add_data(SingleMu2017E.name, SingleMu2017E.path, SingleMu2017E.lumi)
c.add_data(SingleMu2017F.name, SingleMu2017F.path, SingleMu2017F.lumi)
c.add_category(c.ggh_label, True)
c.add_dir_to_category(ggH_2017_powheg.name, ggH_2017_powheg.path,
c.label = "bdt_dnn_binary"
comment = "Option 11: binary DNN, w/o even-by-event mass res., ZJets_AMC ( smaller sample )"
# change this line for each run
c.add_comment(comment)
print comment
c.outDir = '/tmp/dkondrat/ML_output/'
treePath = 'dimuons/tree'
metadataPath = 'dimuons/metadata'
c.set_tree_path(treePath)
c.set_metadata_path(metadataPath)
c.set_year("2017")
c.multiclass = False
c.sig_label = "sig"
c.bkg_label = "bkg"
##################### Input samples #######################
c.add_data(SingleMu2017B.name, SingleMu2017B.path, SingleMu2017B.lumi)
c.add_data(SingleMu2017C.name, SingleMu2017C.path, SingleMu2017C.lumi)
c.add_data(SingleMu2017D.name, SingleMu2017D.path, SingleMu2017D.lumi)
c.add_data(SingleMu2017E.name, SingleMu2017E.path, SingleMu2017E.lumi)
c.add_data(SingleMu2017F.name, SingleMu2017F.path, SingleMu2017F.lumi)
c.add_category(c.sig_label, True)
c.add_dir_to_category(ggH_2017_powheg.name, ggH_2017_powheg.path,
ggH_2017_powheg.xSec, c.sig_label)
c.add_dir_to_category(VBF_2017_powheg.name, VBF_2017_powheg.path,
