From 9cf18a8789a7e62bc1f83cc1d96d27d31578ced2 Mon Sep 17 00:00:00 2001 From: Aliya Nigamova Date: Fri, 4 Oct 2024 20:48:13 +0200 Subject: [PATCH] generalise fitRooFitAD.py --- scripts/fitRooFitAD.py | 1310 +--------------------------------------- 1 file changed, 13 insertions(+), 1297 deletions(-) diff --git a/scripts/fitRooFitAD.py b/scripts/fitRooFitAD.py index 57942cdcdbf..64b4417420f 100644 --- a/scripts/fitRooFitAD.py +++ b/scripts/fitRooFitAD.py @@ -1,1307 +1,25 @@ import numpy as np - -constrain_names = [ - "BR_hzz", - "CMS_eff_b", - "CMS_eff_b_7TeV", - "CMS_eff_b_8TeV", - "CMS_eff_e", - "CMS_eff_g_barrel", - "CMS_eff_g_endcap", - "CMS_eff_j", - "CMS_eff_l", - "CMS_eff_m", - "CMS_eff_t", - "CMS_fake_b_7TeV", - "CMS_fake_b_8TeV", - "CMS_hgg_eff_trig", - "CMS_hgg_n_id", - "CMS_hgg_n_pdf_1", - "CMS_hgg_n_pdf_10", - "CMS_hgg_n_pdf_11", - "CMS_hgg_n_pdf_12", - "CMS_hgg_n_pdf_13", - "CMS_hgg_n_pdf_14", - "CMS_hgg_n_pdf_15", - "CMS_hgg_n_pdf_16", - "CMS_hgg_n_pdf_17", - "CMS_hgg_n_pdf_18", - "CMS_hgg_n_pdf_19", - "CMS_hgg_n_pdf_2", - "CMS_hgg_n_pdf_20", - "CMS_hgg_n_pdf_21", - "CMS_hgg_n_pdf_23", - "CMS_hgg_n_pdf_24", - "CMS_hgg_n_pdf_25", - "CMS_hgg_n_pdf_26", - "CMS_hgg_n_pdf_3", - "CMS_hgg_n_pdf_4", - "CMS_hgg_n_pdf_5", - "CMS_hgg_n_pdf_6", - "CMS_hgg_n_pdf_7", - "CMS_hgg_n_pdf_8", - "CMS_hgg_n_pdf_9", - "CMS_hgg_n_sc_gf", - "CMS_hgg_n_sc_vbf", - "CMS_hgg_n_sigmae", - "CMS_hgg_scale_j", - "CMS_hgg_scale_j_migration", - "CMS_htt_DiBosonNorm_7TeV", - "CMS_htt_DiBosonNorm_8TeV", - "CMS_htt_QCDSyst_etau_0jet_high_7TeV", - "CMS_htt_QCDSyst_etau_0jet_high_8TeV", - "CMS_htt_QCDSyst_etau_0jet_low_7TeV", - "CMS_htt_QCDSyst_etau_0jet_low_8TeV", - "CMS_htt_QCDSyst_etau_boost_high_7TeV", - "CMS_htt_QCDSyst_etau_boost_high_8TeV", - "CMS_htt_QCDSyst_etau_vbf_7TeV", - "CMS_htt_QCDSyst_etau_vbf_8TeV", - "CMS_htt_QCDSyst_mutau_0jet_7TeV", - "CMS_htt_QCDSyst_mutau_0jet_high_8TeV", - "CMS_htt_QCDSyst_mutau_0jet_low_8TeV", - "CMS_htt_QCDSyst_mutau_boost_high_7TeV", - "CMS_htt_QCDSyst_mutau_boost_high_8TeV", - "CMS_htt_QCDSyst_mutau_boost_low_8TeV", - "CMS_htt_QCDSyst_mutau_vbf_7TeV", - "CMS_htt_QCDSyst_mutau_vbf_8TeV", - "CMS_htt_WNorm_etau_0jet_high_7TeV", - "CMS_htt_WNorm_etau_0jet_high_8TeV", - "CMS_htt_WNorm_etau_0jet_low_7TeV", - "CMS_htt_WNorm_etau_0jet_low_8TeV", - "CMS_htt_WNorm_etau_boost_high_7TeV", - "CMS_htt_WNorm_etau_boost_high_8TeV", - "CMS_htt_WNorm_etau_vbf_7TeV", - "CMS_htt_WNorm_etau_vbf_8TeV", - "CMS_htt_WNorm_mutau_0jet_7TeV", - "CMS_htt_WNorm_mutau_0jet_high_8TeV", - "CMS_htt_WNorm_mutau_0jet_low_8TeV", - "CMS_htt_WNorm_mutau_boost_high_7TeV", - "CMS_htt_WNorm_mutau_boost_high_8TeV", - "CMS_htt_WNorm_mutau_boost_low_8TeV", - "CMS_htt_WNorm_mutau_vbf_7TeV", - "CMS_htt_WNorm_mutau_vbf_8TeV", - "CMS_htt_ZJetFakeTau_etau_0jet_7TeV", - "CMS_htt_ZJetFakeTau_etau_0jet_8TeV", - "CMS_htt_ZJetFakeTau_etau_boost_7TeV", - "CMS_htt_ZJetFakeTau_etau_boost_8TeV", - "CMS_htt_ZJetFakeTau_mutau_0jet_7TeV", - "CMS_htt_ZJetFakeTau_mutau_0jet_8TeV", - "CMS_htt_ZJetFakeTau_mutau_boost_7TeV", - "CMS_htt_ZJetFakeTau_mutau_boost_high_8TeV", - "CMS_htt_ZJetFakeTau_mutau_boost_low_8TeV", - "CMS_htt_ZLLNorm_etau_vbf_7TeV", - "CMS_htt_ZLLNorm_etau_vbf_8TeV", - "CMS_htt_ZLLNorm_mutau_vbf_7TeV", - "CMS_htt_ZLLNorm_mutau_vbf_8TeV", - "CMS_htt_ZLeptonFakeTau_etau_0jet_7TeV", - "CMS_htt_ZLeptonFakeTau_etau_0jet_8TeV", - "CMS_htt_ZLeptonFakeTau_etau_boost_7TeV", - "CMS_htt_ZLeptonFakeTau_etau_boost_8TeV", - "CMS_htt_ZLeptonFakeTau_mutau_0jet_7TeV", - "CMS_htt_ZLeptonFakeTau_mutau_0jet_8TeV", - "CMS_htt_ZLeptonFakeTau_mutau_boost_7TeV", - "CMS_htt_ZLeptonFakeTau_mutau_boost_high_8TeV", - "CMS_htt_ZLeptonFakeTau_mutau_boost_low_8TeV", - "CMS_htt_extrap_ztt_0jet_high_7TeV", - "CMS_htt_extrap_ztt_0jet_high_8TeV", - "CMS_htt_extrap_ztt_boost_high_7TeV", - "CMS_htt_extrap_ztt_boost_high_8TeV", - "CMS_htt_extrap_ztt_boost_low_8TeV", - "CMS_htt_extrap_ztt_vbf_7TeV", - "CMS_htt_extrap_ztt_vbf_8TeV", - "CMS_htt_mm_DiBosonNorm_7TeV", - "CMS_htt_mm_DiBosonNorm_8TeV", - "CMS_htt_mm_QCDNorm_00_7TeV", - "CMS_htt_mm_QCDNorm_00_8TeV", - "CMS_htt_mm_QCDNorm_01_7TeV", - "CMS_htt_mm_QCDNorm_01_8TeV", - "CMS_htt_mm_QCDNorm_03_7TeV", - "CMS_htt_mm_QCDNorm_03_8TeV", - "CMS_htt_mm_QCDNorm_05_7TeV", - "CMS_htt_mm_QCDNorm_05_8TeV", - "CMS_htt_mm_zmmNorm_7TeV", - "CMS_htt_mm_zmmNorm_8TeV", - "CMS_htt_mm_zmm_extrap_boost_7TeV", - "CMS_htt_mm_zmm_extrap_boost_8TeV", - "CMS_htt_mm_zmm_extrap_vbf_7TeV", - "CMS_htt_mm_zmm_extrap_vbf_8TeV", - "CMS_htt_mm_zttLikelihood_7TeV", - "CMS_htt_mm_zttLikelihood_8TeV", - "CMS_htt_ttbarNorm_7TeV", - "CMS_htt_ttbarNorm_8TeV", - "CMS_htt_zttNorm_7TeV", - "CMS_htt_zttNorm_8TeV", - "CMS_hww_0j_WW_7TeV", - "CMS_hww_0j_WW_8TeV", - "CMS_hww_0j_ttbar_7TeV", - "CMS_hww_0j_ttbar_8TeV", - "CMS_hww_1j_WW_7TeV", - "CMS_hww_1j_WW_8TeV", - "CMS_hww_1j_ttbar_7TeV", - "CMS_hww_1j_ttbar_8TeV", - "CMS_hww_2j_WW_7TeV", - "CMS_hww_2j_WW_8TeV", - "CMS_hww_2j_ttbar_7TeV", - "CMS_hww_2j_ttbar_8TeV", - "CMS_hww_MVAJESBounding", - "CMS_hww_MVALepEffBounding", - "CMS_hww_MVALepResBounding", - "CMS_hww_MVAMETResBounding", - "CMS_hww_MVATopBounding", - "CMS_hww_MVAWBounding", - "CMS_hww_MVAWMCBounding", - "CMS_hww_MVAWWBounding", - "CMS_hww_MVAWWNLOBounding", - "CMS_hww_MVAggHBounding", - "CMS_hww_Ztt", - "CMS_hww_fakes_em_7TeV", - "CMS_hww_fakes_em_8TeV", - "CMS_hww_met_resolution", - "CMS_hwwll_2j_Z_7TeV", - "CMS_hwwll_stat_2j_VV_7TeV", - "CMS_hwwll_stat_2j_WW_7TeV", - "CMS_hwwll_stat_2j_Wgamma_7TeV", - "CMS_hwwll_stat_2j_Wjets_7TeV", - "CMS_hwwll_stat_2j_Z_7TeV", - "CMS_hwwll_stat_2j_Ztt_7TeV", - "CMS_hwwll_stat_2j_ggH_7TeV", - "CMS_hwwll_stat_2j_ggWW_7TeV", - "CMS_hwwll_stat_2j_qqH_7TeV", - "CMS_hwwll_stat_2j_ttbar_7TeV", - "CMS_hwwof_0j_MVATopStatBounding_7TeV", - "CMS_hwwof_0j_MVAVVStatBounding_7TeV", - "CMS_hwwof_0j_MVAWHStatBounding_7TeV", - "CMS_hwwof_0j_MVAWgammaStatBounding_7TeV", - "CMS_hwwof_0j_MVAWjetsStatBounding_7TeV", - "CMS_hwwof_0j_MVAZHStatBounding_7TeV", - "CMS_hwwof_0j_MVAZjetsStatBounding_7TeV", - "CMS_hwwof_0j_MVAZttStatBounding_7TeV", - "CMS_hwwof_0j_MVAggHStatBounding_7TeV", - "CMS_hwwof_0j_MVAggWWStatBounding_7TeV", - "CMS_hwwof_0j_MVAqqHStatBounding_7TeV", - "CMS_hwwof_0j_MVAqqWWStatBounding_7TeV", - "CMS_hwwof_0j_Z_7TeV", - "CMS_hwwof_0j_Z_8TeV", - "CMS_hwwof_1j_MVATopStatBounding_7TeV", - "CMS_hwwof_1j_MVAVVStatBounding_7TeV", - "CMS_hwwof_1j_MVAWHStatBounding_7TeV", - "CMS_hwwof_1j_MVAWgammaStatBounding_7TeV", - "CMS_hwwof_1j_MVAWjetsStatBounding_7TeV", - "CMS_hwwof_1j_MVAZHStatBounding_7TeV", - "CMS_hwwof_1j_MVAZjetsStatBounding_7TeV", - "CMS_hwwof_1j_MVAZttStatBounding_7TeV", - "CMS_hwwof_1j_MVAggHStatBounding_7TeV", - "CMS_hwwof_1j_MVAggWWStatBounding_7TeV", - "CMS_hwwof_1j_MVAqqHStatBounding_7TeV", - "CMS_hwwof_1j_MVAqqWWStatBounding_7TeV", - "CMS_hwwof_1j_Z_7TeV", - "CMS_hwwof_1j_Z_8TeV", - "CMS_hwwof_2j_Z_8TeV", - "CMS_hwwof_stat_0j_VV_8TeV", - "CMS_hwwof_stat_0j_WH_8TeV", - "CMS_hwwof_stat_0j_WW_8TeV", - "CMS_hwwof_stat_0j_Wgamma_8TeV", - "CMS_hwwof_stat_0j_Wjets_8TeV", - "CMS_hwwof_stat_0j_ZH_8TeV", - "CMS_hwwof_stat_0j_Z_8TeV", - "CMS_hwwof_stat_0j_ggH_8TeV", - "CMS_hwwof_stat_0j_ggWW_8TeV", - "CMS_hwwof_stat_0j_qqH_8TeV", - "CMS_hwwof_stat_0j_ttbar_8TeV", - "CMS_hwwof_stat_1j_VV_8TeV", - "CMS_hwwof_stat_1j_WH_8TeV", - "CMS_hwwof_stat_1j_WW_8TeV", - "CMS_hwwof_stat_1j_Wgamma_8TeV", - "CMS_hwwof_stat_1j_Wjets_8TeV", - "CMS_hwwof_stat_1j_ZH_8TeV", - "CMS_hwwof_stat_1j_Z_8TeV", - "CMS_hwwof_stat_1j_ggH_8TeV", - "CMS_hwwof_stat_1j_ggWW_8TeV", - "CMS_hwwof_stat_1j_qqH_8TeV", - "CMS_hwwof_stat_1j_ttbar_8TeV", - "CMS_hwwof_stat_2j_VV_8TeV", - "CMS_hwwof_stat_2j_WH_8TeV", - "CMS_hwwof_stat_2j_WW_8TeV", - "CMS_hwwof_stat_2j_Wjets_8TeV", - "CMS_hwwof_stat_2j_ZH_8TeV", - "CMS_hwwof_stat_2j_Z_8TeV", - "CMS_hwwof_stat_2j_ggH_8TeV", - "CMS_hwwof_stat_2j_ggWW_8TeV", - "CMS_hwwof_stat_2j_qqH_8TeV", - "CMS_hwwof_stat_2j_ttbar_8TeV", - "CMS_hwwsf_0j_MVATopStatBounding_7TeV", - "CMS_hwwsf_0j_MVAVVStatBounding_7TeV", - "CMS_hwwsf_0j_MVAWHStatBounding_7TeV", - "CMS_hwwsf_0j_MVAWgammaStatBounding_7TeV", - "CMS_hwwsf_0j_MVAWjetsStatBounding_7TeV", - "CMS_hwwsf_0j_MVAZBounding", - "CMS_hwwsf_0j_MVAZHStatBounding_7TeV", - "CMS_hwwsf_0j_MVAZjetsStatBounding_7TeV", - "CMS_hwwsf_0j_MVAggHStatBounding_7TeV", - "CMS_hwwsf_0j_MVAggWWStatBounding_7TeV", - "CMS_hwwsf_0j_MVAqqHStatBounding_7TeV", - "CMS_hwwsf_0j_MVAqqWWStatBounding_7TeV", - "CMS_hwwsf_0j_Z_7TeV", - "CMS_hwwsf_0j_Z_8TeV", - "CMS_hwwsf_1j_MVATopStatBounding_7TeV", - "CMS_hwwsf_1j_MVAVVStatBounding_7TeV", - "CMS_hwwsf_1j_MVAWHStatBounding_7TeV", - "CMS_hwwsf_1j_MVAWgammaStatBounding_7TeV", - "CMS_hwwsf_1j_MVAWjetsStatBounding_7TeV", - "CMS_hwwsf_1j_MVAZBounding", - "CMS_hwwsf_1j_MVAZHStatBounding_7TeV", - "CMS_hwwsf_1j_MVAZjetsStatBounding_7TeV", - "CMS_hwwsf_1j_MVAggHStatBounding_7TeV", - "CMS_hwwsf_1j_MVAggWWStatBounding_7TeV", - "CMS_hwwsf_1j_MVAqqHStatBounding_7TeV", - "CMS_hwwsf_1j_MVAqqWWStatBounding_7TeV", - "CMS_hwwsf_1j_Z_7TeV", - "CMS_hwwsf_1j_Z_8TeV", - "CMS_hwwsf_2j_Z_8TeV", - "CMS_hwwsf_stat_0j_VV_8TeV", - "CMS_hwwsf_stat_0j_WH_8TeV", - "CMS_hwwsf_stat_0j_WW_8TeV", - "CMS_hwwsf_stat_0j_Wgamma_8TeV", - "CMS_hwwsf_stat_0j_Wjets_8TeV", - "CMS_hwwsf_stat_0j_ZH_8TeV", - "CMS_hwwsf_stat_0j_Z_8TeV", - "CMS_hwwsf_stat_0j_ggH_8TeV", - "CMS_hwwsf_stat_0j_ggWW_8TeV", - "CMS_hwwsf_stat_0j_qqH_8TeV", - "CMS_hwwsf_stat_0j_ttbar_8TeV", - "CMS_hwwsf_stat_1j_VV_8TeV", - "CMS_hwwsf_stat_1j_WH_8TeV", - "CMS_hwwsf_stat_1j_WW_8TeV", - "CMS_hwwsf_stat_1j_Wgamma_8TeV", - "CMS_hwwsf_stat_1j_Wjets_8TeV", - "CMS_hwwsf_stat_1j_ZH_8TeV", - "CMS_hwwsf_stat_1j_Z_8TeV", - "CMS_hwwsf_stat_1j_ggH_8TeV", - "CMS_hwwsf_stat_1j_ggWW_8TeV", - "CMS_hwwsf_stat_1j_qqH_8TeV", - "CMS_hwwsf_stat_1j_ttbar_8TeV", - "CMS_hwwsf_stat_2j_VV_8TeV", - "CMS_hwwsf_stat_2j_WH_8TeV", - "CMS_hwwsf_stat_2j_WW_8TeV", - "CMS_hwwsf_stat_2j_Z_8TeV", - "CMS_hwwsf_stat_2j_ggH_8TeV", - "CMS_hwwsf_stat_2j_qqH_8TeV", - "CMS_hwwsf_stat_2j_ttbar_8TeV", - "CMS_hzz2e2mu_Zjets", - "CMS_hzz4e_Zjets", - "CMS_hzz4mu_Zjets", - "CMS_res_e", - "CMS_res_j", - "CMS_res_met", - "CMS_scale_e", - "CMS_scale_e_8TeV", - "CMS_scale_j", - "CMS_scale_j_7TeV", - "CMS_scale_j_8TeV", - "CMS_scale_m", - "CMS_scale_met_7TeV", - "CMS_scale_met_8TeV", - "CMS_scale_t", - "CMS_trigger_e_7TeV", - "CMS_trigger_m_7TeV", - "CMS_ttH_eff_lep", - "CMS_ttH_pu", - "CMS_vh3l_WZ_7TeV", - "CMS_vh3l_pu", - "CMS_vh3l_stat_VH_htt_7TeV", - "CMS_vh3l_stat_VH_hww_7TeV", - "CMS_vh3l_stat_WZ_7TeV", - "CMS_vh3l_stat_Wjets_7TeV", - "CMS_vh3l_stat_ZZ_7TeV", - "CMS_vhbb_MET_nojets", - "CMS_vhbb_ST", - "CMS_vhbb_TT2_SF_7TeV", - "CMS_vhbb_TT2_SF_8TeV", - "CMS_vhbb_TT_SF_1_7TeV", - "CMS_vhbb_TT_SF_1_8TeV", - "CMS_vhbb_TT_SF_2_7TeV", - "CMS_vhbb_TT_SF_2_8TeV", - "CMS_vhbb_TT_SF_7TeV", - "CMS_vhbb_TT_SF_8TeV", - "CMS_vhbb_TT_ex", - "CMS_vhbb_TT_ex_8TeV", - "CMS_vhbb_VV", - "CMS_vhbb_WModel", - "CMS_vhbb_WjHF2_SF_7TeV", - "CMS_vhbb_WjHF2_SF_8TeV", - "CMS_vhbb_WjHF_SF_1_7TeV", - "CMS_vhbb_WjHF_SF_1_8TeV", - "CMS_vhbb_WjHF_SF_2_7TeV", - "CMS_vhbb_WjHF_SF_2_8TeV", - "CMS_vhbb_WjHF_SF_7TeV", - "CMS_vhbb_WjHF_SF_8TeV", - "CMS_vhbb_WjLF2_SF_7TeV", - "CMS_vhbb_WjLF2_SF_8TeV", - "CMS_vhbb_WjLF_SF_1_7TeV", - "CMS_vhbb_WjLF_SF_1_8TeV", - "CMS_vhbb_WjLF_SF_2_7TeV", - "CMS_vhbb_WjLF_SF_2_8TeV", - "CMS_vhbb_WjLF_SF_7TeV", - "CMS_vhbb_WjLF_SF_8TeV", - "CMS_vhbb_ZJModel_Znunu_1_7TeV", - "CMS_vhbb_ZJModel_Znunu_2_7TeV", - "CMS_vhbb_ZjHF2_SF_7TeV", - "CMS_vhbb_ZjHF2_SF_8TeV", - "CMS_vhbb_ZjHF_SF_1_7TeV", - "CMS_vhbb_ZjHF_SF_1_8TeV", - "CMS_vhbb_ZjHF_SF_2_7TeV", - "CMS_vhbb_ZjHF_SF_2_8TeV", - "CMS_vhbb_ZjHF_SF_7TeV", - "CMS_vhbb_ZjHF_SF_8TeV", - "CMS_vhbb_ZjHF_ex", - "CMS_vhbb_ZjHF_ex_8TeV", - "CMS_vhbb_ZjLF2_SF_7TeV", - "CMS_vhbb_ZjLF2_SF_8TeV", - "CMS_vhbb_ZjLF_SF_1_7TeV", - "CMS_vhbb_ZjLF_SF_1_8TeV", - "CMS_vhbb_ZjLF_SF_2_7TeV", - "CMS_vhbb_ZjLF_SF_2_8TeV", - "CMS_vhbb_ZjLF_SF_7TeV", - "CMS_vhbb_ZjLF_SF_8TeV", - "CMS_vhbb_ZjLF_ex", - "CMS_vhbb_ZjLF_ex_8TeV", - "CMS_vhbb_boost_EWK", - "CMS_vhbb_boost_QCD", - "CMS_vhbb_statTT_Wenu", - "CMS_vhbb_statTT_Wenu2", - "CMS_vhbb_statTT_Wenu2_8TeV", - "CMS_vhbb_statTT_Wenu_8TeV", - "CMS_vhbb_statTT_Wmunu", - "CMS_vhbb_statTT_Wmunu2", - "CMS_vhbb_statTT_Wmunu2_8TeV", - "CMS_vhbb_statTT_Wmunu_8TeV", - "CMS_vhbb_statTT_ZnunuHighPt_8TeV", - "CMS_vhbb_statTT_ZnunuLowPt_8TeV", - "CMS_vhbb_statTT_Znunu_1_7TeV", - "CMS_vhbb_statTT_Znunu_2_7TeV", - "CMS_vhbb_statVH_Wenu", - "CMS_vhbb_statVH_Wenu2", - "CMS_vhbb_statVH_Wenu2_8TeV", - "CMS_vhbb_statVH_Wenu_8TeV", - "CMS_vhbb_statVH_Wmunu", - "CMS_vhbb_statVH_Wmunu2", - "CMS_vhbb_statVH_Wmunu2_8TeV", - "CMS_vhbb_statVH_Wmunu_8TeV", - "CMS_vhbb_statVH_ZnunuHighPt_8TeV", - "CMS_vhbb_statVH_ZnunuLowPt_8TeV", - "CMS_vhbb_statVH_Znunu_1_7TeV", - "CMS_vhbb_statVH_Znunu_2_7TeV", - "CMS_vhbb_statVV_Wenu", - "CMS_vhbb_statVV_Wenu2", - "CMS_vhbb_statVV_Wenu2_8TeV", - "CMS_vhbb_statVV_Wenu_8TeV", - "CMS_vhbb_statVV_Wmunu", - "CMS_vhbb_statVV_Wmunu2", - "CMS_vhbb_statVV_Wmunu2_8TeV", - "CMS_vhbb_statVV_Wmunu_8TeV", - "CMS_vhbb_statWjHF_Wenu", - "CMS_vhbb_statWjHF_Wenu2", - "CMS_vhbb_statWjHF_Wenu2_8TeV", - "CMS_vhbb_statWjHF_Wenu_8TeV", - "CMS_vhbb_statWjHF_Wmunu", - "CMS_vhbb_statWjHF_Wmunu2", - "CMS_vhbb_statWjHF_Wmunu2_8TeV", - "CMS_vhbb_statWjHF_Wmunu_8TeV", - "CMS_vhbb_statWjHF_ZnunuHighPt_8TeV", - "CMS_vhbb_statWjHF_ZnunuLowPt_8TeV", - "CMS_vhbb_statWjHF_Znunu_1_7TeV", - "CMS_vhbb_statWjHF_Znunu_2_7TeV", - "CMS_vhbb_statWjLF_Wenu", - "CMS_vhbb_statWjLF_Wenu2", - "CMS_vhbb_statWjLF_Wenu2_8TeV", - "CMS_vhbb_statWjLF_Wenu_8TeV", - "CMS_vhbb_statWjLF_Wmunu", - "CMS_vhbb_statWjLF_Wmunu2", - "CMS_vhbb_statWjLF_Wmunu2_8TeV", - "CMS_vhbb_statWjLF_Wmunu_8TeV", - "CMS_vhbb_statWjLF_ZnunuHighPt_8TeV", - "CMS_vhbb_statWjLF_ZnunuLowPt_8TeV", - "CMS_vhbb_statWjLF_Znunu_1_7TeV", - "CMS_vhbb_statWjLF_Znunu_2_7TeV", - "CMS_vhbb_statZjHF_Wenu", - "CMS_vhbb_statZjHF_Wenu2", - "CMS_vhbb_statZjHF_Wenu2_8TeV", - "CMS_vhbb_statZjHF_Wenu_8TeV", - "CMS_vhbb_statZjHF_Wmunu", - "CMS_vhbb_statZjHF_Wmunu2", - "CMS_vhbb_statZjHF_Wmunu2_8TeV", - "CMS_vhbb_statZjHF_Wmunu_8TeV", - "CMS_vhbb_statZjHF_ZnunuHighPt_8TeV", - "CMS_vhbb_statZjHF_ZnunuLowPt_8TeV", - "CMS_vhbb_statZjHF_Znunu_1_7TeV", - "CMS_vhbb_statZjHF_Znunu_2_7TeV", - "CMS_vhbb_statZjLF_Wenu", - "CMS_vhbb_statZjLF_Wenu2", - "CMS_vhbb_statZjLF_Wenu2_8TeV", - "CMS_vhbb_statZjLF_Wenu_8TeV", - "CMS_vhbb_statZjLF_Wmunu", - "CMS_vhbb_statZjLF_Wmunu2", - "CMS_vhbb_statZjLF_Wmunu2_8TeV", - "CMS_vhbb_statZjLF_Wmunu_8TeV", - "CMS_vhbb_statZjLF_ZnunuHighPt_8TeV", - "CMS_vhbb_statZjLF_ZnunuLowPt_8TeV", - "CMS_vhbb_statZjLF_Znunu_1_7TeV", - "CMS_vhbb_statZjLF_Znunu_2_7TeV", - "CMS_vhbb_statsTop_Wenu", - "CMS_vhbb_statsTop_Wenu2", - "CMS_vhbb_statsTop_Wenu2_8TeV", - "CMS_vhbb_statsTop_Wenu_8TeV", - "CMS_vhbb_statsTop_Wmunu", - "CMS_vhbb_statsTop_Wmunu2", - "CMS_vhbb_statsTop_Wmunu2_8TeV", - "CMS_vhbb_statsTop_Wmunu_8TeV", - "CMS_vhbb_stats_TT_ZeeHighPt_8TeV", - "CMS_vhbb_stats_TT_ZeeLoose_7TeV", - "CMS_vhbb_stats_TT_ZeeLowPt_8TeV", - "CMS_vhbb_stats_TT_ZeeTight_7TeV", - "CMS_vhbb_stats_TT_ZmmHighPt_8TeV", - "CMS_vhbb_stats_TT_ZmmLoose7TeV", - "CMS_vhbb_stats_TT_ZmmLowPt_8TeV", - "CMS_vhbb_stats_TT_ZmmTight_7TeV", - "CMS_vhbb_stats_Top_ZnunuHighPt_8TeV", - "CMS_vhbb_stats_Top_ZnunuLowPt_8TeV", - "CMS_vhbb_stats_Top_Znunu_1_7TeV", - "CMS_vhbb_stats_Top_Znunu_2_7TeV", - "CMS_vhbb_stats_VH_ZeeHighPt_8TeV", - "CMS_vhbb_stats_VH_ZeeLoose_7TeV", - "CMS_vhbb_stats_VH_ZeeLowPt_8TeV", - "CMS_vhbb_stats_VH_ZeeTight_7TeV", - "CMS_vhbb_stats_VH_ZmmHighPt_8TeV", - "CMS_vhbb_stats_VH_ZmmLoose7TeV", - "CMS_vhbb_stats_VH_ZmmLowPt_8TeV", - "CMS_vhbb_stats_VH_ZmmTight_7TeV", - "CMS_vhbb_stats_VV_ZeeHighPt_8TeV", - "CMS_vhbb_stats_VV_ZeeLoose_7TeV", - "CMS_vhbb_stats_VV_ZeeLowPt_8TeV", - "CMS_vhbb_stats_VV_ZeeTight_7TeV", - "CMS_vhbb_stats_VV_ZmmHighPt_8TeV", - "CMS_vhbb_stats_VV_ZmmLoose7TeV", - "CMS_vhbb_stats_VV_ZmmLowPt_8TeV", - "CMS_vhbb_stats_VV_ZmmTight_7TeV", - "CMS_vhbb_stats_ZjHF_ZeeHighPt_8TeV", - "CMS_vhbb_stats_ZjHF_ZeeLoose_7TeV", - "CMS_vhbb_stats_ZjHF_ZeeLowPt_8TeV", - "CMS_vhbb_stats_ZjHF_ZeeTight_7TeV", - "CMS_vhbb_stats_ZjHF_ZmmHighPt_8TeV", - "CMS_vhbb_stats_ZjHF_ZmmLoose7TeV", - "CMS_vhbb_stats_ZjHF_ZmmLowPt_8TeV", - "CMS_vhbb_stats_ZjHF_ZmmTight_7TeV", - "CMS_vhbb_stats_ZjLF_ZeeHighPt_8TeV", - "CMS_vhbb_stats_ZjLF_ZeeLoose_7TeV", - "CMS_vhbb_stats_ZjLF_ZeeLowPt_8TeV", - "CMS_vhbb_stats_ZjLF_ZeeTight_7TeV", - "CMS_vhbb_stats_ZjLF_ZmmHighPt_8TeV", - "CMS_vhbb_stats_ZjLF_ZmmLoose7TeV", - "CMS_vhbb_stats_ZjLF_ZmmLowPt_8TeV", - "CMS_vhbb_stats_ZjLF_ZmmTight_7TeV", - "CMS_vhbb_stats_s_Top_ZeeHighPt_8TeV", - "CMS_vhbb_stats_s_Top_ZeeLoose_7TeV", - "CMS_vhbb_stats_s_Top_ZeeLowPt_8TeV", - "CMS_vhbb_stats_s_Top_ZeeTight_7TeV", - "CMS_vhbb_stats_s_Top_ZmmHighPt_8TeV", - "CMS_vhbb_stats_s_Top_ZmmLoose7TeV", - "CMS_vhbb_stats_s_Top_ZmmLowPt_8TeV", - "CMS_vhbb_stats_s_Top_ZmmTight_7TeV", - "CMS_vhbb_trigger_MET", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_1", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_2", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_3", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_4", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_5", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_6", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_7", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_8", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_9", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_1", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_2", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_3", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_4", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_5", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_6", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_7", - "CMS_vhtt_ZZ", - "CMS_vhtt_llt_fakes", - "CMS_vhwwlnlnjj_DYee_syst_sf", - "CMS_vhwwlnlnjj_DYmm_syst_sf", - "CMS_vhwwlnlnjj_PU", - "CMS_vhwwlnlnjj_Top_CJFJ_sf", - "CMS_vhwwlnlnjj_Top_MCSub_sf", - "CMS_vhwwlnlnjj_Top_method_sf", - "CMS_vhwwlnlnjj_Top_statCR_sf", - "CMS_vhwwlnlnjj_VH_stat_sf", - "CMS_vhwwlnlnjj_VV_stat_sf", - "CMS_vhwwlnlnjj_WW", - "CMS_vhwwlnlnjj_WW_stat_sf", - "CMS_vhwwlnlnjj_W_sf", - "CMS_vhwwlnlnjj_ggH_stat_sf", - "CMS_vhwwlnlnjj_ggWW_stat_sf", - "CMS_vhwwlnlnjj_misb", - "CMS_vhwwlnlnjj_qqH_stat_sf", - "CMS_zh2l2tau_Signal_htt_EEEM_7TeV", - "CMS_zh2l2tau_Signal_htt_EEET_7TeV", - "CMS_zh2l2tau_Signal_htt_EEMT_7TeV", - "CMS_zh2l2tau_Signal_htt_EETT_7TeV", - "CMS_zh2l2tau_Signal_htt_MMET_7TeV", - "CMS_zh2l2tau_Signal_htt_MMME_7TeV", - "CMS_zh2l2tau_Signal_htt_MMMT_7TeV", - "CMS_zh2l2tau_Signal_htt_MMTT_7TeV", - "CMS_zh2l2tau_Signal_hww_EEEM_7TeV", - "CMS_zh2l2tau_Signal_hww_EEET_7TeV", - "CMS_zh2l2tau_Signal_hww_EEMT_7TeV", - "CMS_zh2l2tau_Signal_hww_EETT_7TeV", - "CMS_zh2l2tau_Signal_hww_MMET_7TeV", - "CMS_zh2l2tau_Signal_hww_MMME_7TeV", - "CMS_zh2l2tau_Signal_hww_MMMT_7TeV", - "CMS_zh2l2tau_Signal_hww_MMTT_7TeV", - "CMS_zh2l2tau_ZZBkg_extrap_7TeV", - "CMS_zh2l2tau_ZjetBkg_emu_extrap_7TeV", - "CMS_zh2l2tau_ZjetBkg_tau_extrap_7TeV", - "FakeRate", - "Q2scale_ttH_V", - "Q2scale_ttH_ttbar", - "Q2scale_ttH_ttbar_bb", - "Q2scale_ttH_ttbar_cc", - "QCDscale_V", - "QCDscale_VH", - "QCDscale_VH_ACCEPT", - "QCDscale_VV", - "QCDscale_Vgamma", - "QCDscale_WW", - "QCDscale_WW_EXTRAP", - "QCDscale_ggH", - "QCDscale_ggH1in", - "QCDscale_ggH2in", - "QCDscale_ggH_ACCEPT", - "QCDscale_ggVV", - "QCDscale_ggWW", - "QCDscale_qqH", - "QCDscale_qqH_ACCEPT", - "QCDscale_ttH", - "QCDscale_ttbar", - "UEPS", - "lumi_7TeV", - "lumi_8TeV", - "pdf_Higgs_gq", - "pdf_gg", - "pdf_hzz4l_accept", - "pdf_qqbar", - "CMS_hgg_globalscale", - "CMS_hgg_nuissancedeltafracright", - "CMS_hgg_nuissancedeltamcat0", - "CMS_hgg_nuissancedeltamcat1", - "CMS_hgg_nuissancedeltamcat2", - "CMS_hgg_nuissancedeltamcat3", - "CMS_hgg_nuissancedeltamcat4", - "CMS_hgg_nuissancedeltasmearcat0", - "CMS_hgg_nuissancedeltasmearcat1", - "CMS_hgg_nuissancedeltasmearcat2", - "CMS_hgg_nuissancedeltasmearcat3", - "CMS_hgg_nuissancedeltasmearcat4", - "CMS_zz4l_bkgMELA", - "CMS_zz4l_mean_e_sig", - "CMS_zz4l_mean_m_sig", - "CMS_zz4l_n_sig_1_7", - "CMS_zz4l_n_sig_1_8", - "CMS_zz4l_n_sig_2_7", - "CMS_zz4l_n_sig_2_8", - "CMS_zz4l_n_sig_3_7", - "CMS_zz4l_n_sig_3_8", - "CMS_zz4l_sigma_e_sig", - "CMS_zz4l_sigma_m_sig", - "r", - "CMS_hgg_cat0_7TeV_p1", - "CMS_hgg_cat0_7TeV_p2", - "CMS_hgg_cat0_7TeV_p3", - "CMS_hgg_cat0_7TeV_p4", - "shapeBkg_bkg_mass_hgg_hgg_7TeV_inc_cat0_7TeV__norm", - "CMS_hgg_cat1_7TeV_p1", - "CMS_hgg_cat1_7TeV_p2", - "CMS_hgg_cat1_7TeV_p3", - "CMS_hgg_cat1_7TeV_p4", - "CMS_hgg_cat1_7TeV_p5", - "shapeBkg_bkg_mass_hgg_hgg_7TeV_inc_cat1_7TeV__norm", - "CMS_hgg_cat2_7TeV_p1", - "CMS_hgg_cat2_7TeV_p2", - "CMS_hgg_cat2_7TeV_p3", - "CMS_hgg_cat2_7TeV_p4", - "CMS_hgg_cat2_7TeV_p5", - "shapeBkg_bkg_mass_hgg_hgg_7TeV_inc_cat2_7TeV__norm", - "CMS_hgg_cat3_7TeV_p1", - "CMS_hgg_cat3_7TeV_p2", - "CMS_hgg_cat3_7TeV_p3", - "CMS_hgg_cat3_7TeV_p4", - "CMS_hgg_cat3_7TeV_p5", - "shapeBkg_bkg_mass_hgg_hgg_7TeV_inc_cat3_7TeV__norm", - "CMS_hgg_mvacat0_8TeV_p1", - "CMS_hgg_mvacat0_8TeV_p2", - "CMS_hgg_mvacat0_8TeV_p3", - "CMS_hgg_mvacat0_8TeV_p4", - "shapeBkg_bkg_mass_hgg_hgg_8TeV_inc_mvacat0_8TeV__norm", - "CMS_hgg_mvacat1_8TeV_p1", - "CMS_hgg_mvacat1_8TeV_p2", - "CMS_hgg_mvacat1_8TeV_p3", - "CMS_hgg_mvacat1_8TeV_p4", - "CMS_hgg_mvacat1_8TeV_p5", - "shapeBkg_bkg_mass_hgg_hgg_8TeV_inc_mvacat1_8TeV__norm", - "CMS_hgg_mvacat2_8TeV_p1", - "CMS_hgg_mvacat2_8TeV_p2", - "CMS_hgg_mvacat2_8TeV_p3", - "CMS_hgg_mvacat2_8TeV_p4", - "CMS_hgg_mvacat2_8TeV_p5", - "shapeBkg_bkg_mass_hgg_hgg_8TeV_inc_mvacat2_8TeV__norm", - "CMS_hgg_mvacat3_8TeV_p1", - "CMS_hgg_mvacat3_8TeV_p2", - "CMS_hgg_mvacat3_8TeV_p3", - "CMS_hgg_mvacat3_8TeV_p4", - "CMS_hgg_mvacat3_8TeV_p5", - "shapeBkg_bkg_mass_hgg_hgg_8TeV_inc_mvacat3_8TeV__norm", - "CMS_hgg_cat4_7TeV_p1", - "CMS_hgg_cat4_7TeV_p2", - "CMS_hgg_cat4_7TeV_p3", - "shapeBkg_bkg_mass_hgg_hgg_7TeV_vbf__norm", - "CMS_hgg_mvacat4_8TeV_p1", - "CMS_hgg_mvacat4_8TeV_p2", - "CMS_hgg_mvacat4_8TeV_p3", - "shapeBkg_bkg_mass_hgg_hgg_8TeV_vbf_mvacat4_8TeV__norm", - "CMS_hgg_mvacat5_8TeV_p1", - "CMS_hgg_mvacat5_8TeV_p2", - "CMS_hgg_mvacat5_8TeV_p3", - "CMS_hgg_mvacat5_8TeV_p4", - "shapeBkg_bkg_mass_hgg_hgg_8TeV_vbf_mvacat5_8TeV__norm", -] -global_observables_names = [ - "BR_hzz_In", - "CMS_eff_b_7TeV_In", - "CMS_eff_b_8TeV_In", - "CMS_eff_b_In", - "CMS_eff_e_In", - "CMS_eff_g_barrel_In", - "CMS_eff_g_endcap_In", - "CMS_eff_j_In", - "CMS_eff_l_In", - "CMS_eff_m_In", - "CMS_eff_t_In", - "CMS_fake_b_7TeV_In", - "CMS_fake_b_8TeV_In", - "CMS_hgg_eff_trig_In", - "CMS_hgg_globalscale_In", - "CMS_hgg_n_id_In", - "CMS_hgg_n_pdf_10_In", - "CMS_hgg_n_pdf_11_In", - "CMS_hgg_n_pdf_12_In", - "CMS_hgg_n_pdf_13_In", - "CMS_hgg_n_pdf_14_In", - "CMS_hgg_n_pdf_15_In", - "CMS_hgg_n_pdf_16_In", - "CMS_hgg_n_pdf_17_In", - "CMS_hgg_n_pdf_18_In", - "CMS_hgg_n_pdf_19_In", - "CMS_hgg_n_pdf_1_In", - "CMS_hgg_n_pdf_20_In", - "CMS_hgg_n_pdf_21_In", - "CMS_hgg_n_pdf_23_In", - "CMS_hgg_n_pdf_24_In", - "CMS_hgg_n_pdf_25_In", - "CMS_hgg_n_pdf_26_In", - "CMS_hgg_n_pdf_2_In", - "CMS_hgg_n_pdf_3_In", - "CMS_hgg_n_pdf_4_In", - "CMS_hgg_n_pdf_5_In", - "CMS_hgg_n_pdf_6_In", - "CMS_hgg_n_pdf_7_In", - "CMS_hgg_n_pdf_8_In", - "CMS_hgg_n_pdf_9_In", - "CMS_hgg_n_sc_gf_In", - "CMS_hgg_n_sc_vbf_In", - "CMS_hgg_n_sigmae_In", - "CMS_hgg_nuissancedeltafracright_In", - "CMS_hgg_nuissancedeltamcat0_In", - "CMS_hgg_nuissancedeltamcat1_In", - "CMS_hgg_nuissancedeltamcat2_In", - "CMS_hgg_nuissancedeltamcat3_In", - "CMS_hgg_nuissancedeltamcat4_In", - "CMS_hgg_nuissancedeltasmearcat0_In", - "CMS_hgg_nuissancedeltasmearcat1_In", - "CMS_hgg_nuissancedeltasmearcat2_In", - "CMS_hgg_nuissancedeltasmearcat3_In", - "CMS_hgg_nuissancedeltasmearcat4_In", - "CMS_hgg_scale_j_In", - "CMS_hgg_scale_j_migration_In", - "CMS_htt_DiBosonNorm_7TeV_In", - "CMS_htt_DiBosonNorm_8TeV_In", - "CMS_htt_QCDSyst_etau_0jet_high_7TeV_In", - "CMS_htt_QCDSyst_etau_0jet_high_8TeV_In", - "CMS_htt_QCDSyst_etau_0jet_low_7TeV_In", - "CMS_htt_QCDSyst_etau_0jet_low_8TeV_In", - "CMS_htt_QCDSyst_etau_boost_high_7TeV_In", - "CMS_htt_QCDSyst_etau_boost_high_8TeV_In", - "CMS_htt_QCDSyst_etau_vbf_7TeV_In", - "CMS_htt_QCDSyst_etau_vbf_8TeV_In", - "CMS_htt_QCDSyst_mutau_0jet_7TeV_In", - "CMS_htt_QCDSyst_mutau_0jet_high_8TeV_In", - "CMS_htt_QCDSyst_mutau_0jet_low_8TeV_In", - "CMS_htt_QCDSyst_mutau_boost_high_7TeV_In", - "CMS_htt_QCDSyst_mutau_boost_high_8TeV_In", - "CMS_htt_QCDSyst_mutau_boost_low_8TeV_In", - "CMS_htt_QCDSyst_mutau_vbf_7TeV_In", - "CMS_htt_QCDSyst_mutau_vbf_8TeV_In", - "CMS_htt_WNorm_etau_0jet_high_7TeV_In", - "CMS_htt_WNorm_etau_0jet_high_8TeV_In", - "CMS_htt_WNorm_etau_0jet_low_7TeV_In", - "CMS_htt_WNorm_etau_0jet_low_8TeV_In", - "CMS_htt_WNorm_etau_boost_high_7TeV_In", - "CMS_htt_WNorm_etau_boost_high_8TeV_In", - "CMS_htt_WNorm_etau_vbf_7TeV_In", - "CMS_htt_WNorm_etau_vbf_8TeV_In", - "CMS_htt_WNorm_mutau_0jet_7TeV_In", - "CMS_htt_WNorm_mutau_0jet_high_8TeV_In", - "CMS_htt_WNorm_mutau_0jet_low_8TeV_In", - "CMS_htt_WNorm_mutau_boost_high_7TeV_In", - "CMS_htt_WNorm_mutau_boost_high_8TeV_In", - "CMS_htt_WNorm_mutau_boost_low_8TeV_In", - "CMS_htt_WNorm_mutau_vbf_7TeV_In", - "CMS_htt_WNorm_mutau_vbf_8TeV_In", - "CMS_htt_ZJetFakeTau_etau_0jet_7TeV_In", - "CMS_htt_ZJetFakeTau_etau_0jet_8TeV_In", - "CMS_htt_ZJetFakeTau_etau_boost_7TeV_In", - "CMS_htt_ZJetFakeTau_etau_boost_8TeV_In", - "CMS_htt_ZJetFakeTau_mutau_0jet_7TeV_In", - "CMS_htt_ZJetFakeTau_mutau_0jet_8TeV_In", - "CMS_htt_ZJetFakeTau_mutau_boost_7TeV_In", - "CMS_htt_ZJetFakeTau_mutau_boost_high_8TeV_In", - "CMS_htt_ZJetFakeTau_mutau_boost_low_8TeV_In", - "CMS_htt_ZLLNorm_etau_vbf_7TeV_In", - "CMS_htt_ZLLNorm_etau_vbf_8TeV_In", - "CMS_htt_ZLLNorm_mutau_vbf_7TeV_In", - "CMS_htt_ZLLNorm_mutau_vbf_8TeV_In", - "CMS_htt_ZLeptonFakeTau_etau_0jet_7TeV_In", - "CMS_htt_ZLeptonFakeTau_etau_0jet_8TeV_In", - "CMS_htt_ZLeptonFakeTau_etau_boost_7TeV_In", - "CMS_htt_ZLeptonFakeTau_etau_boost_8TeV_In", - "CMS_htt_ZLeptonFakeTau_mutau_0jet_7TeV_In", - "CMS_htt_ZLeptonFakeTau_mutau_0jet_8TeV_In", - "CMS_htt_ZLeptonFakeTau_mutau_boost_7TeV_In", - "CMS_htt_ZLeptonFakeTau_mutau_boost_high_8TeV_In", - "CMS_htt_ZLeptonFakeTau_mutau_boost_low_8TeV_In", - "CMS_htt_extrap_ztt_0jet_high_7TeV_In", - "CMS_htt_extrap_ztt_0jet_high_8TeV_In", - "CMS_htt_extrap_ztt_boost_high_7TeV_In", - "CMS_htt_extrap_ztt_boost_high_8TeV_In", - "CMS_htt_extrap_ztt_boost_low_8TeV_In", - "CMS_htt_extrap_ztt_vbf_7TeV_In", - "CMS_htt_extrap_ztt_vbf_8TeV_In", - "CMS_htt_mm_DiBosonNorm_7TeV_In", - "CMS_htt_mm_DiBosonNorm_8TeV_In", - "CMS_htt_mm_QCDNorm_00_7TeV_In", - "CMS_htt_mm_QCDNorm_00_8TeV_In", - "CMS_htt_mm_QCDNorm_01_7TeV_In", - "CMS_htt_mm_QCDNorm_01_8TeV_In", - "CMS_htt_mm_QCDNorm_03_7TeV_In", - "CMS_htt_mm_QCDNorm_03_8TeV_In", - "CMS_htt_mm_QCDNorm_05_7TeV_In", - "CMS_htt_mm_QCDNorm_05_8TeV_In", - "CMS_htt_mm_zmmNorm_7TeV_In", - "CMS_htt_mm_zmmNorm_8TeV_In", - "CMS_htt_mm_zmm_extrap_boost_7TeV_In", - "CMS_htt_mm_zmm_extrap_boost_8TeV_In", - "CMS_htt_mm_zmm_extrap_vbf_7TeV_In", - "CMS_htt_mm_zmm_extrap_vbf_8TeV_In", - "CMS_htt_mm_zttLikelihood_7TeV_In", - "CMS_htt_mm_zttLikelihood_8TeV_In", - "CMS_htt_ttbarNorm_7TeV_In", - "CMS_htt_ttbarNorm_8TeV_In", - "CMS_htt_zttNorm_7TeV_In", - "CMS_htt_zttNorm_8TeV_In", - "CMS_hww_0j_WW_7TeV_In", - "CMS_hww_0j_WW_8TeV_In", - "CMS_hww_0j_ttbar_7TeV_In", - "CMS_hww_0j_ttbar_8TeV_In", - "CMS_hww_1j_WW_7TeV_In", - "CMS_hww_1j_WW_8TeV_In", - "CMS_hww_1j_ttbar_7TeV_In", - "CMS_hww_1j_ttbar_8TeV_In", - "CMS_hww_2j_WW_7TeV_In", - "CMS_hww_2j_WW_8TeV_In", - "CMS_hww_2j_ttbar_7TeV_In", - "CMS_hww_2j_ttbar_8TeV_In", - "CMS_hww_MVAJESBounding_In", - "CMS_hww_MVALepEffBounding_In", - "CMS_hww_MVALepResBounding_In", - "CMS_hww_MVAMETResBounding_In", - "CMS_hww_MVATopBounding_In", - "CMS_hww_MVAWBounding_In", - "CMS_hww_MVAWMCBounding_In", - "CMS_hww_MVAWWBounding_In", - "CMS_hww_MVAWWNLOBounding_In", - "CMS_hww_MVAggHBounding_In", - "CMS_hww_Ztt_In", - "CMS_hww_fakes_em_7TeV_In", - "CMS_hww_fakes_em_8TeV_In", - "CMS_hww_met_resolution_In", - "CMS_hwwll_2j_Z_7TeV_In", - "CMS_hwwll_stat_2j_VV_7TeV_In", - "CMS_hwwll_stat_2j_WW_7TeV_In", - "CMS_hwwll_stat_2j_Wgamma_7TeV_In", - "CMS_hwwll_stat_2j_Wjets_7TeV_In", - "CMS_hwwll_stat_2j_Z_7TeV_In", - "CMS_hwwll_stat_2j_Ztt_7TeV_In", - "CMS_hwwll_stat_2j_ggH_7TeV_In", - "CMS_hwwll_stat_2j_ggWW_7TeV_In", - "CMS_hwwll_stat_2j_qqH_7TeV_In", - "CMS_hwwll_stat_2j_ttbar_7TeV_In", - "CMS_hwwof_0j_MVATopStatBounding_7TeV_In", - "CMS_hwwof_0j_MVAVVStatBounding_7TeV_In", - "CMS_hwwof_0j_MVAWHStatBounding_7TeV_In", - "CMS_hwwof_0j_MVAWgammaStatBounding_7TeV_In", - "CMS_hwwof_0j_MVAWjetsStatBounding_7TeV_In", - "CMS_hwwof_0j_MVAZHStatBounding_7TeV_In", - "CMS_hwwof_0j_MVAZjetsStatBounding_7TeV_In", - "CMS_hwwof_0j_MVAZttStatBounding_7TeV_In", - "CMS_hwwof_0j_MVAggHStatBounding_7TeV_In", - "CMS_hwwof_0j_MVAggWWStatBounding_7TeV_In", - "CMS_hwwof_0j_MVAqqHStatBounding_7TeV_In", - "CMS_hwwof_0j_MVAqqWWStatBounding_7TeV_In", - "CMS_hwwof_0j_Z_7TeV_In", - "CMS_hwwof_0j_Z_8TeV_In", - "CMS_hwwof_1j_MVATopStatBounding_7TeV_In", - "CMS_hwwof_1j_MVAVVStatBounding_7TeV_In", - "CMS_hwwof_1j_MVAWHStatBounding_7TeV_In", - "CMS_hwwof_1j_MVAWgammaStatBounding_7TeV_In", - "CMS_hwwof_1j_MVAWjetsStatBounding_7TeV_In", - "CMS_hwwof_1j_MVAZHStatBounding_7TeV_In", - "CMS_hwwof_1j_MVAZjetsStatBounding_7TeV_In", - "CMS_hwwof_1j_MVAZttStatBounding_7TeV_In", - "CMS_hwwof_1j_MVAggHStatBounding_7TeV_In", - "CMS_hwwof_1j_MVAggWWStatBounding_7TeV_In", - "CMS_hwwof_1j_MVAqqHStatBounding_7TeV_In", - "CMS_hwwof_1j_MVAqqWWStatBounding_7TeV_In", - "CMS_hwwof_1j_Z_7TeV_In", - "CMS_hwwof_1j_Z_8TeV_In", - "CMS_hwwof_2j_Z_8TeV_In", - "CMS_hwwof_stat_0j_VV_8TeV_In", - "CMS_hwwof_stat_0j_WH_8TeV_In", - "CMS_hwwof_stat_0j_WW_8TeV_In", - "CMS_hwwof_stat_0j_Wgamma_8TeV_In", - "CMS_hwwof_stat_0j_Wjets_8TeV_In", - "CMS_hwwof_stat_0j_ZH_8TeV_In", - "CMS_hwwof_stat_0j_Z_8TeV_In", - "CMS_hwwof_stat_0j_ggH_8TeV_In", - "CMS_hwwof_stat_0j_ggWW_8TeV_In", - "CMS_hwwof_stat_0j_qqH_8TeV_In", - "CMS_hwwof_stat_0j_ttbar_8TeV_In", - "CMS_hwwof_stat_1j_VV_8TeV_In", - "CMS_hwwof_stat_1j_WH_8TeV_In", - "CMS_hwwof_stat_1j_WW_8TeV_In", - "CMS_hwwof_stat_1j_Wgamma_8TeV_In", - "CMS_hwwof_stat_1j_Wjets_8TeV_In", - "CMS_hwwof_stat_1j_ZH_8TeV_In", - "CMS_hwwof_stat_1j_Z_8TeV_In", - "CMS_hwwof_stat_1j_ggH_8TeV_In", - "CMS_hwwof_stat_1j_ggWW_8TeV_In", - "CMS_hwwof_stat_1j_qqH_8TeV_In", - "CMS_hwwof_stat_1j_ttbar_8TeV_In", - "CMS_hwwof_stat_2j_VV_8TeV_In", - "CMS_hwwof_stat_2j_WH_8TeV_In", - "CMS_hwwof_stat_2j_WW_8TeV_In", - "CMS_hwwof_stat_2j_Wjets_8TeV_In", - "CMS_hwwof_stat_2j_ZH_8TeV_In", - "CMS_hwwof_stat_2j_Z_8TeV_In", - "CMS_hwwof_stat_2j_ggH_8TeV_In", - "CMS_hwwof_stat_2j_ggWW_8TeV_In", - "CMS_hwwof_stat_2j_qqH_8TeV_In", - "CMS_hwwof_stat_2j_ttbar_8TeV_In", - "CMS_hwwsf_0j_MVATopStatBounding_7TeV_In", - "CMS_hwwsf_0j_MVAVVStatBounding_7TeV_In", - "CMS_hwwsf_0j_MVAWHStatBounding_7TeV_In", - "CMS_hwwsf_0j_MVAWgammaStatBounding_7TeV_In", - "CMS_hwwsf_0j_MVAWjetsStatBounding_7TeV_In", - "CMS_hwwsf_0j_MVAZBounding_In", - "CMS_hwwsf_0j_MVAZHStatBounding_7TeV_In", - "CMS_hwwsf_0j_MVAZjetsStatBounding_7TeV_In", - "CMS_hwwsf_0j_MVAggHStatBounding_7TeV_In", - "CMS_hwwsf_0j_MVAggWWStatBounding_7TeV_In", - "CMS_hwwsf_0j_MVAqqHStatBounding_7TeV_In", - "CMS_hwwsf_0j_MVAqqWWStatBounding_7TeV_In", - "CMS_hwwsf_0j_Z_7TeV_In", - "CMS_hwwsf_0j_Z_8TeV_In", - "CMS_hwwsf_1j_MVATopStatBounding_7TeV_In", - "CMS_hwwsf_1j_MVAVVStatBounding_7TeV_In", - "CMS_hwwsf_1j_MVAWHStatBounding_7TeV_In", - "CMS_hwwsf_1j_MVAWgammaStatBounding_7TeV_In", - "CMS_hwwsf_1j_MVAWjetsStatBounding_7TeV_In", - "CMS_hwwsf_1j_MVAZBounding_In", - "CMS_hwwsf_1j_MVAZHStatBounding_7TeV_In", - "CMS_hwwsf_1j_MVAZjetsStatBounding_7TeV_In", - "CMS_hwwsf_1j_MVAggHStatBounding_7TeV_In", - "CMS_hwwsf_1j_MVAggWWStatBounding_7TeV_In", - "CMS_hwwsf_1j_MVAqqHStatBounding_7TeV_In", - "CMS_hwwsf_1j_MVAqqWWStatBounding_7TeV_In", - "CMS_hwwsf_1j_Z_7TeV_In", - "CMS_hwwsf_1j_Z_8TeV_In", - "CMS_hwwsf_2j_Z_8TeV_In", - "CMS_hwwsf_stat_0j_VV_8TeV_In", - "CMS_hwwsf_stat_0j_WH_8TeV_In", - "CMS_hwwsf_stat_0j_WW_8TeV_In", - "CMS_hwwsf_stat_0j_Wgamma_8TeV_In", - "CMS_hwwsf_stat_0j_Wjets_8TeV_In", - "CMS_hwwsf_stat_0j_ZH_8TeV_In", - "CMS_hwwsf_stat_0j_Z_8TeV_In", - "CMS_hwwsf_stat_0j_ggH_8TeV_In", - "CMS_hwwsf_stat_0j_ggWW_8TeV_In", - "CMS_hwwsf_stat_0j_qqH_8TeV_In", - "CMS_hwwsf_stat_0j_ttbar_8TeV_In", - "CMS_hwwsf_stat_1j_VV_8TeV_In", - "CMS_hwwsf_stat_1j_WH_8TeV_In", - "CMS_hwwsf_stat_1j_WW_8TeV_In", - "CMS_hwwsf_stat_1j_Wgamma_8TeV_In", - "CMS_hwwsf_stat_1j_Wjets_8TeV_In", - "CMS_hwwsf_stat_1j_ZH_8TeV_In", - "CMS_hwwsf_stat_1j_Z_8TeV_In", - "CMS_hwwsf_stat_1j_ggH_8TeV_In", - "CMS_hwwsf_stat_1j_ggWW_8TeV_In", - "CMS_hwwsf_stat_1j_qqH_8TeV_In", - "CMS_hwwsf_stat_1j_ttbar_8TeV_In", - "CMS_hwwsf_stat_2j_VV_8TeV_In", - "CMS_hwwsf_stat_2j_WH_8TeV_In", - "CMS_hwwsf_stat_2j_WW_8TeV_In", - "CMS_hwwsf_stat_2j_Z_8TeV_In", - "CMS_hwwsf_stat_2j_ggH_8TeV_In", - "CMS_hwwsf_stat_2j_qqH_8TeV_In", - "CMS_hwwsf_stat_2j_ttbar_8TeV_In", - "CMS_hzz2e2mu_Zjets_In", - "CMS_hzz4e_Zjets_In", - "CMS_hzz4mu_Zjets_In", - "CMS_res_e_In", - "CMS_res_j_In", - "CMS_res_met_In", - "CMS_scale_e_8TeV_In", - "CMS_scale_e_In", - "CMS_scale_j_7TeV_In", - "CMS_scale_j_8TeV_In", - "CMS_scale_j_In", - "CMS_scale_m_In", - "CMS_scale_met_7TeV_In", - "CMS_scale_met_8TeV_In", - "CMS_scale_t_In", - "CMS_trigger_e_7TeV_In", - "CMS_trigger_m_7TeV_In", - "CMS_ttH_eff_lep_In", - "CMS_ttH_pu_In", - "CMS_vh3l_WZ_7TeV_In", - "CMS_vh3l_pu_In", - "CMS_vh3l_stat_VH_htt_7TeV_In", - "CMS_vh3l_stat_VH_hww_7TeV_In", - "CMS_vh3l_stat_WZ_7TeV_In", - "CMS_vh3l_stat_Wjets_7TeV_In", - "CMS_vh3l_stat_ZZ_7TeV_In", - "CMS_vhbb_MET_nojets_In", - "CMS_vhbb_ST_In", - "CMS_vhbb_TT2_SF_7TeV_In", - "CMS_vhbb_TT2_SF_8TeV_In", - "CMS_vhbb_TT_SF_1_7TeV_In", - "CMS_vhbb_TT_SF_1_8TeV_In", - "CMS_vhbb_TT_SF_2_7TeV_In", - "CMS_vhbb_TT_SF_2_8TeV_In", - "CMS_vhbb_TT_SF_7TeV_In", - "CMS_vhbb_TT_SF_8TeV_In", - "CMS_vhbb_TT_ex_8TeV_In", - "CMS_vhbb_TT_ex_In", - "CMS_vhbb_VV_In", - "CMS_vhbb_WModel_In", - "CMS_vhbb_WjHF2_SF_7TeV_In", - "CMS_vhbb_WjHF2_SF_8TeV_In", - "CMS_vhbb_WjHF_SF_1_7TeV_In", - "CMS_vhbb_WjHF_SF_1_8TeV_In", - "CMS_vhbb_WjHF_SF_2_7TeV_In", - "CMS_vhbb_WjHF_SF_2_8TeV_In", - "CMS_vhbb_WjHF_SF_7TeV_In", - "CMS_vhbb_WjHF_SF_8TeV_In", - "CMS_vhbb_WjLF2_SF_7TeV_In", - "CMS_vhbb_WjLF2_SF_8TeV_In", - "CMS_vhbb_WjLF_SF_1_7TeV_In", - "CMS_vhbb_WjLF_SF_1_8TeV_In", - "CMS_vhbb_WjLF_SF_2_7TeV_In", - "CMS_vhbb_WjLF_SF_2_8TeV_In", - "CMS_vhbb_WjLF_SF_7TeV_In", - "CMS_vhbb_WjLF_SF_8TeV_In", - "CMS_vhbb_ZJModel_Znunu_1_7TeV_In", - "CMS_vhbb_ZJModel_Znunu_2_7TeV_In", - "CMS_vhbb_ZjHF2_SF_7TeV_In", - "CMS_vhbb_ZjHF2_SF_8TeV_In", - "CMS_vhbb_ZjHF_SF_1_7TeV_In", - "CMS_vhbb_ZjHF_SF_1_8TeV_In", - "CMS_vhbb_ZjHF_SF_2_7TeV_In", - "CMS_vhbb_ZjHF_SF_2_8TeV_In", - "CMS_vhbb_ZjHF_SF_7TeV_In", - "CMS_vhbb_ZjHF_SF_8TeV_In", - "CMS_vhbb_ZjHF_ex_8TeV_In", - "CMS_vhbb_ZjHF_ex_In", - "CMS_vhbb_ZjLF2_SF_7TeV_In", - "CMS_vhbb_ZjLF2_SF_8TeV_In", - "CMS_vhbb_ZjLF_SF_1_7TeV_In", - "CMS_vhbb_ZjLF_SF_1_8TeV_In", - "CMS_vhbb_ZjLF_SF_2_7TeV_In", - "CMS_vhbb_ZjLF_SF_2_8TeV_In", - "CMS_vhbb_ZjLF_SF_7TeV_In", - "CMS_vhbb_ZjLF_SF_8TeV_In", - "CMS_vhbb_ZjLF_ex_8TeV_In", - "CMS_vhbb_ZjLF_ex_In", - "CMS_vhbb_boost_EWK_In", - "CMS_vhbb_boost_QCD_In", - "CMS_vhbb_statTT_Wenu2_8TeV_In", - "CMS_vhbb_statTT_Wenu2_In", - "CMS_vhbb_statTT_Wenu_8TeV_In", - "CMS_vhbb_statTT_Wenu_In", - "CMS_vhbb_statTT_Wmunu2_8TeV_In", - "CMS_vhbb_statTT_Wmunu2_In", - "CMS_vhbb_statTT_Wmunu_8TeV_In", - "CMS_vhbb_statTT_Wmunu_In", - "CMS_vhbb_statTT_ZnunuHighPt_8TeV_In", - "CMS_vhbb_statTT_ZnunuLowPt_8TeV_In", - "CMS_vhbb_statTT_Znunu_1_7TeV_In", - "CMS_vhbb_statTT_Znunu_2_7TeV_In", - "CMS_vhbb_statVH_Wenu2_8TeV_In", - "CMS_vhbb_statVH_Wenu2_In", - "CMS_vhbb_statVH_Wenu_8TeV_In", - "CMS_vhbb_statVH_Wenu_In", - "CMS_vhbb_statVH_Wmunu2_8TeV_In", - "CMS_vhbb_statVH_Wmunu2_In", - "CMS_vhbb_statVH_Wmunu_8TeV_In", - "CMS_vhbb_statVH_Wmunu_In", - "CMS_vhbb_statVH_ZnunuHighPt_8TeV_In", - "CMS_vhbb_statVH_ZnunuLowPt_8TeV_In", - "CMS_vhbb_statVH_Znunu_1_7TeV_In", - "CMS_vhbb_statVH_Znunu_2_7TeV_In", - "CMS_vhbb_statVV_Wenu2_8TeV_In", - "CMS_vhbb_statVV_Wenu2_In", - "CMS_vhbb_statVV_Wenu_8TeV_In", - "CMS_vhbb_statVV_Wenu_In", - "CMS_vhbb_statVV_Wmunu2_8TeV_In", - "CMS_vhbb_statVV_Wmunu2_In", - "CMS_vhbb_statVV_Wmunu_8TeV_In", - "CMS_vhbb_statVV_Wmunu_In", - "CMS_vhbb_statWjHF_Wenu2_8TeV_In", - "CMS_vhbb_statWjHF_Wenu2_In", - "CMS_vhbb_statWjHF_Wenu_8TeV_In", - "CMS_vhbb_statWjHF_Wenu_In", - "CMS_vhbb_statWjHF_Wmunu2_8TeV_In", - "CMS_vhbb_statWjHF_Wmunu2_In", - "CMS_vhbb_statWjHF_Wmunu_8TeV_In", - "CMS_vhbb_statWjHF_Wmunu_In", - "CMS_vhbb_statWjHF_ZnunuHighPt_8TeV_In", - "CMS_vhbb_statWjHF_ZnunuLowPt_8TeV_In", - "CMS_vhbb_statWjHF_Znunu_1_7TeV_In", - "CMS_vhbb_statWjHF_Znunu_2_7TeV_In", - "CMS_vhbb_statWjLF_Wenu2_8TeV_In", - "CMS_vhbb_statWjLF_Wenu2_In", - "CMS_vhbb_statWjLF_Wenu_8TeV_In", - "CMS_vhbb_statWjLF_Wenu_In", - "CMS_vhbb_statWjLF_Wmunu2_8TeV_In", - "CMS_vhbb_statWjLF_Wmunu2_In", - "CMS_vhbb_statWjLF_Wmunu_8TeV_In", - "CMS_vhbb_statWjLF_Wmunu_In", - "CMS_vhbb_statWjLF_ZnunuHighPt_8TeV_In", - "CMS_vhbb_statWjLF_ZnunuLowPt_8TeV_In", - "CMS_vhbb_statWjLF_Znunu_1_7TeV_In", - "CMS_vhbb_statWjLF_Znunu_2_7TeV_In", - "CMS_vhbb_statZjHF_Wenu2_8TeV_In", - "CMS_vhbb_statZjHF_Wenu2_In", - "CMS_vhbb_statZjHF_Wenu_8TeV_In", - "CMS_vhbb_statZjHF_Wenu_In", - "CMS_vhbb_statZjHF_Wmunu2_8TeV_In", - "CMS_vhbb_statZjHF_Wmunu2_In", - "CMS_vhbb_statZjHF_Wmunu_8TeV_In", - "CMS_vhbb_statZjHF_Wmunu_In", - "CMS_vhbb_statZjHF_ZnunuHighPt_8TeV_In", - "CMS_vhbb_statZjHF_ZnunuLowPt_8TeV_In", - "CMS_vhbb_statZjHF_Znunu_1_7TeV_In", - "CMS_vhbb_statZjHF_Znunu_2_7TeV_In", - "CMS_vhbb_statZjLF_Wenu2_8TeV_In", - "CMS_vhbb_statZjLF_Wenu2_In", - "CMS_vhbb_statZjLF_Wenu_8TeV_In", - "CMS_vhbb_statZjLF_Wenu_In", - "CMS_vhbb_statZjLF_Wmunu2_8TeV_In", - "CMS_vhbb_statZjLF_Wmunu2_In", - "CMS_vhbb_statZjLF_Wmunu_8TeV_In", - "CMS_vhbb_statZjLF_Wmunu_In", - "CMS_vhbb_statZjLF_ZnunuHighPt_8TeV_In", - "CMS_vhbb_statZjLF_ZnunuLowPt_8TeV_In", - "CMS_vhbb_statZjLF_Znunu_1_7TeV_In", - "CMS_vhbb_statZjLF_Znunu_2_7TeV_In", - "CMS_vhbb_statsTop_Wenu2_8TeV_In", - "CMS_vhbb_statsTop_Wenu2_In", - "CMS_vhbb_statsTop_Wenu_8TeV_In", - "CMS_vhbb_statsTop_Wenu_In", - "CMS_vhbb_statsTop_Wmunu2_8TeV_In", - "CMS_vhbb_statsTop_Wmunu2_In", - "CMS_vhbb_statsTop_Wmunu_8TeV_In", - "CMS_vhbb_statsTop_Wmunu_In", - "CMS_vhbb_stats_TT_ZeeHighPt_8TeV_In", - "CMS_vhbb_stats_TT_ZeeLoose_7TeV_In", - "CMS_vhbb_stats_TT_ZeeLowPt_8TeV_In", - "CMS_vhbb_stats_TT_ZeeTight_7TeV_In", - "CMS_vhbb_stats_TT_ZmmHighPt_8TeV_In", - "CMS_vhbb_stats_TT_ZmmLoose7TeV_In", - "CMS_vhbb_stats_TT_ZmmLowPt_8TeV_In", - "CMS_vhbb_stats_TT_ZmmTight_7TeV_In", - "CMS_vhbb_stats_Top_ZnunuHighPt_8TeV_In", - "CMS_vhbb_stats_Top_ZnunuLowPt_8TeV_In", - "CMS_vhbb_stats_Top_Znunu_1_7TeV_In", - "CMS_vhbb_stats_Top_Znunu_2_7TeV_In", - "CMS_vhbb_stats_VH_ZeeHighPt_8TeV_In", - "CMS_vhbb_stats_VH_ZeeLoose_7TeV_In", - "CMS_vhbb_stats_VH_ZeeLowPt_8TeV_In", - "CMS_vhbb_stats_VH_ZeeTight_7TeV_In", - "CMS_vhbb_stats_VH_ZmmHighPt_8TeV_In", - "CMS_vhbb_stats_VH_ZmmLoose7TeV_In", - "CMS_vhbb_stats_VH_ZmmLowPt_8TeV_In", - "CMS_vhbb_stats_VH_ZmmTight_7TeV_In", - "CMS_vhbb_stats_VV_ZeeHighPt_8TeV_In", - "CMS_vhbb_stats_VV_ZeeLoose_7TeV_In", - "CMS_vhbb_stats_VV_ZeeLowPt_8TeV_In", - "CMS_vhbb_stats_VV_ZeeTight_7TeV_In", - "CMS_vhbb_stats_VV_ZmmHighPt_8TeV_In", - "CMS_vhbb_stats_VV_ZmmLoose7TeV_In", - "CMS_vhbb_stats_VV_ZmmLowPt_8TeV_In", - "CMS_vhbb_stats_VV_ZmmTight_7TeV_In", - "CMS_vhbb_stats_ZjHF_ZeeHighPt_8TeV_In", - "CMS_vhbb_stats_ZjHF_ZeeLoose_7TeV_In", - "CMS_vhbb_stats_ZjHF_ZeeLowPt_8TeV_In", - "CMS_vhbb_stats_ZjHF_ZeeTight_7TeV_In", - "CMS_vhbb_stats_ZjHF_ZmmHighPt_8TeV_In", - "CMS_vhbb_stats_ZjHF_ZmmLoose7TeV_In", - "CMS_vhbb_stats_ZjHF_ZmmLowPt_8TeV_In", - "CMS_vhbb_stats_ZjHF_ZmmTight_7TeV_In", - "CMS_vhbb_stats_ZjLF_ZeeHighPt_8TeV_In", - "CMS_vhbb_stats_ZjLF_ZeeLoose_7TeV_In", - "CMS_vhbb_stats_ZjLF_ZeeLowPt_8TeV_In", - "CMS_vhbb_stats_ZjLF_ZeeTight_7TeV_In", - "CMS_vhbb_stats_ZjLF_ZmmHighPt_8TeV_In", - "CMS_vhbb_stats_ZjLF_ZmmLoose7TeV_In", - "CMS_vhbb_stats_ZjLF_ZmmLowPt_8TeV_In", - "CMS_vhbb_stats_ZjLF_ZmmTight_7TeV_In", - "CMS_vhbb_stats_s_Top_ZeeHighPt_8TeV_In", - "CMS_vhbb_stats_s_Top_ZeeLoose_7TeV_In", - "CMS_vhbb_stats_s_Top_ZeeLowPt_8TeV_In", - "CMS_vhbb_stats_s_Top_ZeeTight_7TeV_In", - "CMS_vhbb_stats_s_Top_ZmmHighPt_8TeV_In", - "CMS_vhbb_stats_s_Top_ZmmLoose7TeV_In", - "CMS_vhbb_stats_s_Top_ZmmLowPt_8TeV_In", - "CMS_vhbb_stats_s_Top_ZmmTight_7TeV_In", - "CMS_vhbb_trigger_MET_In", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_1_In", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_2_In", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_3_In", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_4_In", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_5_In", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_6_In", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_7_In", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_8_In", - "CMS_vhtt_7TeV_emt_fakeshape_fakes_bin_9_In", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_1_In", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_2_In", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_3_In", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_4_In", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_5_In", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_6_In", - "CMS_vhtt_7TeV_mmt_fakeshape_fakes_bin_7_In", - "CMS_vhtt_ZZ_In", - "CMS_vhtt_llt_fakes_In", - "CMS_vhwwlnlnjj_DYee_syst_sf_In", - "CMS_vhwwlnlnjj_DYmm_syst_sf_In", - "CMS_vhwwlnlnjj_PU_In", - "CMS_vhwwlnlnjj_Top_CJFJ_sf_In", - "CMS_vhwwlnlnjj_Top_MCSub_sf_In", - "CMS_vhwwlnlnjj_Top_method_sf_In", - "CMS_vhwwlnlnjj_Top_statCR_sf_In", - "CMS_vhwwlnlnjj_VH_stat_sf_In", - "CMS_vhwwlnlnjj_VV_stat_sf_In", - "CMS_vhwwlnlnjj_WW_In", - "CMS_vhwwlnlnjj_WW_stat_sf_In", - "CMS_vhwwlnlnjj_W_sf_In", - "CMS_vhwwlnlnjj_ggH_stat_sf_In", - "CMS_vhwwlnlnjj_ggWW_stat_sf_In", - "CMS_vhwwlnlnjj_misb_In", - "CMS_vhwwlnlnjj_qqH_stat_sf_In", - "CMS_zh2l2tau_Signal_htt_EEEM_7TeV_In", - "CMS_zh2l2tau_Signal_htt_EEET_7TeV_In", - "CMS_zh2l2tau_Signal_htt_EEMT_7TeV_In", - "CMS_zh2l2tau_Signal_htt_EETT_7TeV_In", - "CMS_zh2l2tau_Signal_htt_MMET_7TeV_In", - "CMS_zh2l2tau_Signal_htt_MMME_7TeV_In", - "CMS_zh2l2tau_Signal_htt_MMMT_7TeV_In", - "CMS_zh2l2tau_Signal_htt_MMTT_7TeV_In", - "CMS_zh2l2tau_Signal_hww_EEEM_7TeV_In", - "CMS_zh2l2tau_Signal_hww_EEET_7TeV_In", - "CMS_zh2l2tau_Signal_hww_EEMT_7TeV_In", - "CMS_zh2l2tau_Signal_hww_EETT_7TeV_In", - "CMS_zh2l2tau_Signal_hww_MMET_7TeV_In", - "CMS_zh2l2tau_Signal_hww_MMME_7TeV_In", - "CMS_zh2l2tau_Signal_hww_MMMT_7TeV_In", - "CMS_zh2l2tau_Signal_hww_MMTT_7TeV_In", - "CMS_zh2l2tau_ZZBkg_extrap_7TeV_In", - "CMS_zh2l2tau_ZjetBkg_emu_extrap_7TeV_In", - "CMS_zh2l2tau_ZjetBkg_tau_extrap_7TeV_In", - "CMS_zz4l_bkgMELA_In", - "CMS_zz4l_mean_e_sig_In", - "CMS_zz4l_mean_m_sig_In", - "CMS_zz4l_n_sig_1_7_In", - "CMS_zz4l_n_sig_1_8_In", - "CMS_zz4l_n_sig_2_7_In", - "CMS_zz4l_n_sig_2_8_In", - "CMS_zz4l_n_sig_3_7_In", - "CMS_zz4l_n_sig_3_8_In", - "CMS_zz4l_sigma_e_sig_In", - "CMS_zz4l_sigma_m_sig_In", - "FakeRate_In", - "Q2scale_ttH_V_In", - "Q2scale_ttH_ttbar_In", - "Q2scale_ttH_ttbar_bb_In", - "Q2scale_ttH_ttbar_cc_In", - "QCDscale_VH_ACCEPT_In", - "QCDscale_VH_In", - "QCDscale_VV_In", - "QCDscale_V_In", - "QCDscale_Vgamma_In", - "QCDscale_WW_EXTRAP_In", - "QCDscale_WW_In", - "QCDscale_ggH1in_In", - "QCDscale_ggH2in_In", - "QCDscale_ggH_ACCEPT_In", - "QCDscale_ggH_In", - "QCDscale_ggVV_In", - "QCDscale_ggWW_In", - "QCDscale_qqH_ACCEPT_In", - "QCDscale_qqH_In", - "QCDscale_ttH_In", - "QCDscale_ttbar_In", - "UEPS_In", - "lumi_7TeV_In", - "lumi_8TeV_In", - "pdf_Higgs_gq_In", - "pdf_gg_In", - "pdf_hzz4l_accept_In", - "pdf_qqbar_In", -] - import ROOT +import argparse +parser = argparse.ArgumentParser() +parser.add_argument("--input", "-i", help="input ws file") +parser.add_argument("--backend", help="set evaluation backend, default is \"combine\"") -with ROOT.TFile.Open("cms-h-observation-public-v1.0/125.5/comb.root") as f: +args = parser.parse_args() + +with ROOT.TFile.Open(args.input) as f: ws = f.Get("w") -constrain = [ws[name] for name in constrain_names] -global_observables = [ws[name] for name in global_observables_names] +global_observables = ws.set("globalObservables") +constrain = ws.set("nuisances") pdf = ws["model_s"] data = ws["data_obs"] # To use the evaluation backends of RooFit -pdf.useCombineNLL(False) +ROOT.gInterpreter.Declare("#include ") + +ROOT.Combine.nllBackend_ = args.backend # Change verbosity ROOT.RooMsgService.instance().getStream(1).removeTopic(ROOT.RooFit.Minimization) @@ -1309,9 +27,7 @@ ROOT.gInterpreter.Declare("#include ") -nll = pdf.createNLL(data, Constrain=constrain, GlobalObservables=global_observables, EvalBackend="codegen") -# To compare with no AD: -# nll = pdf.createNLL(data, Constrain=constrain, GlobalObservables=global_observables, EvalBackend="cpu", Offset="initial") +nll = pdf.createNLL(data, Constrain=constrain, GlobalObservables=global_observables, Offset="initial") cfg = ROOT.RooMinimizer.Config() minim = ROOT.RooMinimizer(nll, cfg)